UNIVERSITY OF CALGARY An Investigation of Solids Deposition from Two-Phase Wax–Solvent–Water Mixtures by Adebola Sadiq Kasumu A THESIS SUBMITTED TO THE FACULTY OF GRADUATE STUDIES IN PARTIAL FULFILMENT OF THE REQUIREMENTS FOR THE DEGREE OF DOCTOR OF PHILOSOPHY DEPARTMENT OF CHEMICAL AND PETROLEUM ENGINEERING CALGARY, ALBERTA APRIL, 2014 © ADEBOLA S. KASUMU 2014 Abstract This study presents an investigation of the thermophysical behaviour and deposition tendency of “waxy” mixtures, with and without the addition of water as a liquid phase. In the first part, the wax precipitation temperature (WPT) of several compositions of a multi-component waxy mixture (comprising a multi-component paraffinic wax dissolved in a multi-component solvent) was measured at controlled cooling rates. Results indicated that the WPT of a waxy mixture is not a constant property, as it varied with the cooling rate. Experimental results were used to express the WPT as a function of the cooling rate and mixture composition. With the WPT being dependent on the cooling rate, it may not correspond to the thermodynamic liquidus temperature for the liquid-to-solid phase transformation process. The deposition of solids from single-phase and two-phase waxy mixtures (second phase being water) was studied using two different experimental apparatuses. A flow-loop apparatus was used to study the effects of water content, wax mixture and coolant temperatures, and flow rate, in two-phase waxy mixtures flowing under turbulent flow conditions. A cold finger apparatus was used to further investigate the effects of time and stirring rate on wax deposition in single-phase waxy mixtures, and the effect of water content in two-phase waxy mixtures. In both sets of experiments, the water content of the deposit was found to be not related to the water content of the waxy mixture. The deposit mass (on a water-free basis) decreased with an increase in Reynolds number, the mixture temperature, and/or the coolant temperature. The deposit mass both increased and decreased with the water content of the waxy mixture, depending on the deposition time. Results showed the solids deposition from waxy mixtures to be a fast process; for example, 56% of the deposition process in the cold-finger experiments was completed in 0.07% of the time to reach steady-state. The deposition data were analyzed with a ii steady-state heat-transfer model, which also indicated that the liquid–deposit interface temperature was close to the wax appearance temperature (WAT) of the waxy mixture. The predictions from a transient heat-transfer model, based on the moving boundary formulation, matched satisfactorily the effect of time on the deposition process in the cold-finger experiments. Overall, the results of this study confirm that the deposition process from waxy mixtures is a relatively very fast process, and is primarily thermally-driven. iii Acknowledgements I would like to express my sincere gratitude and appreciation to my thesis supervisor, Dr. Anil K. Mehrotra, for giving me the opportunity to work on this project, and for his understanding, mentorship, guidance, patience, support, and unflinching willingness to help in all circumstances throughout the period of my program. I want to thank Dr. Jalel Azaiez and Dr. Maen Husein for accepting to be on my supervisory committee. I extend my sincere appreciation to Mr. Jean-Marc Labonté, Ms. Ligaya Aguinaldo, Mr. George Nerier, Ms. Elaine Baydak, Mr. Paul Stanislav, Ms. Paige Deitsch, Mr. Mike Grigg, Mr. Andrew Sutton, Mr. Brian Moerke and other departmental staff for their assistance at various times during my program. I would like to thank Mr. Sridhar Arumugam, Dr. Hamid Bidmus, Mr. Nelson Fong, Ms. Samira Haj-Shafiei, Ms. Dalia Serafini, Dr. Nitin Bhat and Dr. Poornima Jayasinghe for their helpful suggestions and informative discussions. I gratefully acknowledge the financial support from the Natural Sciences and Engineering Research Council of Canada (NSERC), the Centre for Environmental Engineering Research and Education (CEERE), and the Department of Chemical and Petroleum Engineering. I acknowledge the support from scholarships and awards, including the Dean's Entrance Scholarship, the Queen Elizabeth II Doctoral Scholarship, FGS Travel Award, the Department of Chemical and Petroleum Engineering Graduate Award, the Pipeline Engineering Centre Graduate Scholarship, and the Teaching Assistant Excellence Award. Lastly, I want to thank members of my family, my father, mother, wife and three lovely children for their prayers, selfless support, dedication, patience, love and encouragement, not only during this program, but throughout my life. I couldn't have done it without you! iv Alhamdu lillahi rabbi alAAalameen (All praises and thanks be to Allah, the Lord of the worlds) So, verily, with every difficulty, there is relief: Verily, with every difficulty there is relief. (Quran 94: 5 - 6) v Table of Contents Abstract ............................................................................................................................... ii Acknowledgements............................................................................................................ iv Table of Contents............................................................................................................... vi List of Tables ..................................................................................................................... xi List of Figures and Illustrations ........................................................................................ xii List of Symbols, Abbreviations and Nomenclature......................................................... xvi CHAPTER ONE: INTRODUCTION..................................................................................1 1.1 Introduction................................................................................................................1 1.2 Objectives and Scope of Study ..................................................................................5 CHAPTER TWO: LITERATURE REVIEW......................................................................9 2.1 Paraffin Waxes...........................................................................................................9 2.1.1 Classification .....................................................................................................9 2.1.2 Crystal Structure ..............................................................................................10 2.1.3 Physical and Thermal Properties .....................................................................11 2.1.3.1 Enthalpy of Fusion.................................................................................14 2.1.3.2 Heat Capacity.........................................................................................14 2.1.3.3 Thermal Conductivity ............................................................................15 2.2 Wax Precipitation ....................................................................................................17 2.2.1 Crystallization..................................................................................................18 2.2.1.1 Nucleation ..............................................................................................18 2.2.1.2 Crystal Growth.......................................................................................19 2.2.2 Wax Appearance Temperature (WAT) ...........................................................20 2.2.3 WAT Measurement Techniques......................................................................20 2.2.4 Wax Precipitation Temperature (WPT)...........................................................24 2.2.5 Wax Disappearance Temperature (WDT).......................................................24 2.2.6 Pour Point Temperature (PPT) ........................................................................25 2.2.7 Rheology..........................................................................................................25 2.3 Wax Deposition .......................................................................................................26 2.3.1 Mechanism of Wax Deposition .......................................................................27 2.3.1.1 Molecular Diffusion...............................................................................27 2.3.1.2 Heat Transfer .........................................................................................28 2.3.2 Structure of the Wax Deposits.........................................................................29 2.3.3 Factors Affecting Wax Deposition..................................................................30 2.3.3.1 Effect of Composition............................................................................30 2.3.3.2 Effect of Temperatures ..........................................................................32 2.3.3.3 Effect of Flow Rate and Shear Rate.......................................................33 2.3.3.4 Effect of Deposition Time and Aging....................................................35 2.3.3.5 Effect of Surface Properties ...................................................................36 2.3.3.6 Effect of Emulsion Characteristics ........................................................37 2.3.4 Experimental Techniques for Wax Deposition ...............................................38 2.3.4.1 Flow Loop Experiments.........................................................................39 2.3.4.2 Cold Spot or Finger................................................................................39 2.3.4.3 Draft Tube Assembly.............................................................................40 vi 2.3.4.4 Co-axial Shearing Cell...........................................................................40 2.3.5 Wax Deposition Modeling ..............................................................................40 2.4 Control and Remediation .........................................................................................43 2.4.1 Mechanical Methods .......................................................................................43 2.4.2 Thermal Methods.............................................................................................44 2.4.3 Chemical Method ............................................................................................45 2.4.4 Biological Methods .........................................................................................46 2.4.5 Cold Flow of "Waxy" Crude oils ....................................................................46 CHAPTER THREE: EXPERIMENTAL...........................................................................48 3.1 Materials ..................................................................................................................48 3.1.1 Paraffin Waxes ................................................................................................48 3.1.2 Solvents ...........................................................................................................49 3.1.3 Comparison of Compositions of Waxes and Solvents ....................................54 3.2 Wax–Solvent Mixtures ............................................................................................54 3.2.1 WPT Measurements ........................................................................................55 3.2.2 WAT, WDT and PPT Measurements ..............................................................56 3.3 WPT–Cooling Rate Experimental Apparatus..........................................................60 3.3.1 Heating Bath ....................................................................................................60 3.3.2 Cooling Bath....................................................................................................60 3.3.3 Cooling Rate Controller ..................................................................................60 3.3.4 Copper Pour Point Tubes.................................................................................62 3.3.5 Underwater Lighting .......................................................................................62 3.3.6 Thermocouple Data Acquisition System.........................................................65 3.4 WPT–Cooling Rate Experiments.............................................................................66 3.4.1 Experimental Procedure for WPT–Cooling Rate Experiments.......................66 3.4.2 Design of Experiments for WPT–Cooling Rate Experiments.........................67 3.5 Flow Loop Wax Deposition Experimental Apparatus.............................................69 3.5.1 Flow Loop Design ...........................................................................................69 3.5.2 Heating Bath and Associated Apparatus .........................................................74 3.5.3 Cooling Bath and Associated Apparatus .........................................................74 3.5.4 Wax Mixture Reservoir ...................................................................................77 3.5.5 Wax Mixture Stirrer ........................................................................................77 3.5.6 Photo/Contact Tachometer ..............................................................................78 3.5.7 Wax Mixture Centrifugal Pump ......................................................................78 3.5.8 Wax Deposition Section ..................................................................................79 3.5.9 Wax Mixture Flow Regulator..........................................................................83 3.5.10 Flow Sensor and Rate Meter .........................................................................84 3.5.11 Wax Mixture Sample Drain...........................................................................84 3.6 Associated Equipment and Measurements ..............................................................85 3.6.1 Centrifuge ........................................................................................................85 3.6.2 Temperature Measurements ............................................................................85 3.6.3 Density Measurements ....................................................................................86 3.6.4 Viscosity Measurements..................................................................................86 3.6.5 Titrator.............................................................................................................86 3.6.6 GC Analysis of Samples..................................................................................87 3.7 Flow Loop Experiments...........................................................................................88 vii 3.7.1 Experimental Procedure for Flow Loop Experiments.....................................88 3.7.2 Experimental Design for Flow Loop Experiments..........................................90 3.8 Cold Finger Wax Deposition Experimental Apparatus ...........................................93 3.8.1 Cold Finger Design..........................................................................................93 3.9 Associated Equipment and Measurements ..............................................................98 3.9.1 Microscopy ......................................................................................................98 3.10 Cold Finger Experiments .......................................................................................98 3.10.1 Experimental Procedure for Cold Finger Experiments .................................98 3.10.2 Experimental Design for Cold Finger Experiments ....................................100 CHAPTER FOUR: RESULTS OF WPT–COOLING RATE EXPERIMENTS.............102 4.1 Effect of Cooling Rate ...........................................................................................103 4.1.1 Significance of Cooling Rate.........................................................................105 4.2 Effect of Composition............................................................................................109 CHAPTER FIVE: RESULTS OF TWO-PHASE FLOW LOOP WAX DEPOSITION EXPERIMENTS .....................................................................................................112 5.1 Steady State Heat Transfer Model .........................................................................112 5.2 Estimation of Heat Transfer Coefficients, hh and hc ..............................................118 5.3 Properties of Wax–Solvent, Wax–Solvent–Water Mixtures and Deposit Samples ................................................................................................................121 5.3.1 Density of Wax–Solvent and Wax–Solvent–Water Mixtures.......................121 5.3.2 Specific Heat Capacity of Wax–Solvent and Wax–Solvent–Water Mixtures .........................................................................................................124 5.3.3 Viscosity of Wax–Solvent and Wax–Solvent–Water Mixtures ....................127 5.3.4 Density of Deposit Samples ..........................................................................130 5.4 Thermal Steady State .............................................................................................131 5.5 Estimation of Liquid–Deposit Temperature (Td) and Deposit Thermal Conductivity (kd)..................................................................................................135 5.6 Effect of Deposit-layer Thickness (xd) on the Rate of Heat Transfer (q) and the Inside Tube-wall Temperature (Twi) ....................................................................137 5.7 Effect of Process Conditions on Flow Loop Wax Deposition...............................139 5.7.1 Effect of Water Content on Deposit Mass.....................................................139 5.7.1.1 Effect of Th on Deposit Mass...............................................................141 5.7.1.2 Effect of Tc on Deposit Mass ...............................................................142 5.7.1.3 Effect of Flow Rate or Reynolds Number on Deposit Mass ...............142 5.7.2 Effect of Wax Mixture Water Content on Deposit Water Content ...............144 5.7.3 Effect of Reynolds Number on Deposit Water Content ................................146 5.7.4 Effect of Reynolds Number on Deposit Mass per unit Area.........................148 5.8 Homogeneity and Stability of Wax–Solvent–Water Mixtures in the Flow Loop .150 CHAPTER SIX: RESULTS OF TWO-PHASE COLD FINGER WAX DEPOSITION EXPERIMENTS .....................................................................................................152 6.1 Steady-State Heat Transfer Model.........................................................................152 6.2 Estimation of Heat Transfer Coefficient, hh ..........................................................158 6.3 Density of Deposit Samples...................................................................................158 6.4 Estimation of Deposit Thermal Conductivity (kd) .................................................161 viii 6.5 Effect of Deposit-layer Thickness (xd) on the Rate of Heat Transfer (q) ..............163 6.6 Effect of Process Conditions on Cold Finger Wax Deposition .............................165 6.6.1 Effect of Water Content on Deposit Mass.....................................................167 6.6.2 Effect of Deposition Time on Deposit Mass .................................................169 6.6.3 Effect of Stirring Rate on Deposit Mass........................................................169 6.6.4 Effect of Wax Mixture Water-Content on Deposit Water-Content...............172 6.6.5 Effect of Time on Deposit Water-Content ....................................................174 6.7 Short-Duration Experiments ..................................................................................176 6.8 Homogeneity of Wax–Solvent–Water Mixtures During Cold Finger Experiments .........................................................................................................178 6.9 Aging of Deposit Samples .....................................................................................180 6.9.1 Deposit Sample Microscopy..........................................................................180 6.9.2 Deposit Sample GC Analysis ........................................................................186 CHAPTER SEVEN: PREDICTIONS FROM TRANSIENT HEAT-TRANSFER MODEL .................................................................................................................................189 7.1 Moving Boundary Problem Formulation...............................................................190 7.2 Model Development for Transient (Unsteady-State) Wax Deposition .................191 7.2.1 Energy Balance Equations and Heat Transfer Considerations......................191 7.3 Model for Transient Heat Transfer during Cold Finger Wax Deposition .............193 7.3.1 Boundary and Initial Conditions ...................................................................196 7.3.1 Thermodynamic Considerations....................................................................197 7.3.2 Simulation Procedure ....................................................................................198 7.3.3 Estimation of Liquid and Solid Phase Properties ..........................................199 7.3.4 Numerical Solution Methodology .................................................................199 7.4 Model Predictions ..................................................................................................200 7.4.1 Predicted WAT Values..................................................................................200 7.4.2 Deposit Thickness Profiles ............................................................................202 7.4.3 Deposit Temperature Profiles........................................................................206 CHAPTER EIGHT: CONCLUSIONS AND RECOMMENDATIONS.........................208 8.1 Conclusions............................................................................................................208 8.2 Recommendations..................................................................................................212 REFERENCES ................................................................................................................214 APPENDIX A: WAX PRECIPITATION TEMPERATURE MEASUREMENT DATA .....................................................................................................................227 APPENDIX B: HEAT TRANSFER COEFFICIENT DATA .........................................229 APPENDIX C: PHYSICAL PROPERTIES DATA........................................................233 APPENDIX D: FLOW LOOP EXPERIMENTAL DATA .............................................236 APPENDIX E: COLD FINGER EXPERIMENTAL DATA ..........................................239 ix APPENDIX F: ESTIMATION OF LIQUID MIXTURE AND DEPOSIT PHASE PROPERTIES IN TRANSIENT MODEL .............................................................243 APPENDIX G: COPYRIGHT PERMISSIONS..............................................................247 x List of Tables Table 3.1 Composition of wax samples used in this study...........................................50 Table 3.2 Composition of solvents. ..............................................................................52 Table 3.3 Selected physical and chemical properties of Norpar13 (Imperial Oil MSDS) and Linpar1416V (APCO Industries Ltd. MSDS) ..........................53 Table 3.4 Experimentally determined WAT, WDT, and PPT Values..........................58 Table 3.5 Operating Conditions for WPT–Cooling Rate Experiments ........................68 Table 3.6 Conditions of flow loop wax deposition experiments (Wax concentration = 6 mass%, WAT = 28 °C )...................................................92 Table 3.7 Conditions of cold finger wax deposition experiments (Wax concentration = 10 mass%, WAT = 32 °C)................................................101 Table 5.1 Density regression constants for equation 5.9. ...........................................122 Table 5.2 Regression constants for equation 5.10, the specific heat capacity of mixtures of Bernardin Parowax in Linpar1416V. ......................................126 Table 5.3 Viscosity regression constants for viscosity equation 5.11. .......................129 Table 5.4 Average Reynolds number, Re, estimated average liquid–deposit interface temperature, Td, and average deposit thermal conductivity, kd, at different hot and cold stream temperatures . .....................................136 Table 6.1 Density regression constants for equation 6.9. ...........................................160 Table 6.2 Average estimated deposit thermal conductivities for deposits from 12 h and 24 h experiments. ..............................................................................162 Table 6.3 Deposit mass per unit area, Ω for 5 min, 12 h and 24 h experiments.........166 Table 6.4 Deposit mass per unit area for short-duration experiments of 30 s and 2 min, in comparison to the deposit mass per unit area at 12 h..................177 xi List of Figures and Illustrations Figure 3.1 Composition of solvents and wax samples. ....................................................... 51 Figure 3.2 Comparison of WAT values for Parowax–Norpar13 mixtures, and WAT, WDT and PPT values for Bernardin Parowax–Linpar 1416V mixtures (Kasumu and Mehrotra, 2013) .................................................................................................................... 59 Figure 3.3 Bath. Haake D8 Immersion Circulator immersed in a Haake DC1-V Refrigerated 61 Figure 3.4 Haake PG 20 Temperature Programmer ............................................................ 61 Figure 3.5 Fabricated copper tube used for WPT measurements........................................ 63 Figure 3.6 Underwater LED light, model QL-72C. ............................................................ 64 Figure 3.7 Schematic of bench-scale apparatus for flow loop wax deposition experiments. .......................................................................................................................... 72 Figure 3.8 Bench-scale setup for flow loop wax deposition experiments........................... 73 Figure 3.9 Coolant bath with the annealed copper tubing connected to coolant bath recirculator. ........................................................................................................................... 76 Figure 3.10 Position of Wax mixture centrifugal pump........................................................ 79 Figure 3.11 Cross-section of Aluminum deposition tube (Fong, 2007)................................ 80 Figure 3.12 Picture of entrance flange. a) inner side, b) outer side (Fong, 2007)................. 81 Figure 3.13 Plexiglass body of wax deposition section. a) Side view, b) Front view: entrance section (Fong, 2007)............................................................................................... 82 Figure 3.14 Plexiglass body of wax deposition section (Fong, 2007)................................... 83 Figure 3.15 Schematic of cold finger apparatus. ................................................................... 95 Figure 3.16 Assembled cold finger apparatus. ...................................................................... 96 Figure 3.17 Dismantled cold finger apparatus. ..................................................................... 97 Figure 4.1 Variation of WPT with cooling rate for different Conros Parowax–Norpar13 mixture compositions.......................................................................................................... 104 Figure 4.2 Comparison of calculated and experimental WPT values for Conros Parowax–Norpar13 mixtures (dotted curves show 95% confidence limits)....................... 107 xii Figure 4.3. The effect of cooling rate on the wax precipitation temperature and liquid-to-solid phase transformation for w29 = 6 mass%. ........................................................................... 108 Figure 4.4 Variation of WPT with Parowax–Norpar13 mixture composition at different cooling rates as predicted by Equation 4.1. ........................................................................ 110 Figure 5.1 Temperature profile during wax deposition..................................................... 114 Figure 5.2 Predicted effects of deposit-layer thickness on fractional thermal resistances (kd = 0.38 W m–1 K–1 , Re = 10000)..................................................................................... 117 Figure 5.3 Comparison of experimental and correlated overall heat transfer coefficient, Ui, for wax mixtures (obtained from experiments performed under non-depositing conditions)........................................................................................................................... 120 Variation of the density of Bernardin Parowax-Linpar1416V mixtures with Figure 5.4 Temperature. ....................................................................................................................... 123 Figure 5.5 Specific heat capacities of Bernardin Parowax-Linpar1416V mixtures. ......... 125 Figure 5.6 Viscosities of various Bernardin Parowax-Linpar1416V mixtures at wax concentrations from 0-10 mass%........................................................................................ 128 Figure 5.7 Variation of deposit mass per unit area, with time for extended experiments. ........................................................................................................................ 132 Approach to thermal steady-state during deposition shown by the difference Figure 5.8 in coolant temperature for 1-hour experiments at Thi = (WAT+7ºC) and Tci = (WAT– 10ºC) for wax mixtures with 0, 10, 20 and 30 vol% water content. ................................... 134 Figure 5.9 Predicted effect of deposit-layer thickness (xd) on the rate of heat transfer and inside tube-wall temperature (Twi)................................................................................ 138 Figure 5.10Effect of the water content in the wax mixtures on the deposit mass per unit area, Ω................................................................................................................................. 140 Figure 5.11 Variation in the deposit mass at different water contents; (a) Effect of waxy mixture temperature, Th, (b) Effect of coolant temperature, Tc, and (c) Effect of Reynolds number, Re.......................................................................................................... 143 Figure 5.12 .......... Comparison of the water content of deposit to the water content of the wax mixture ......................................................................................................................... 145 Figure 5.13 Variation of the water content of the deposits with Reynolds Number, Re..... 147 Figure 5.14 Variation of water-free deposit mass per unit area, Ω, with Reynolds number, Re, for all deposition experiments at Th = (WAT+7 ºC) and Tc = (WAT–10 ºC). 149 xiii Comparison of the water content of the waxy mixture in the reservoir with Figure 5.15 the water content of the waxy mixture flowing in the flow-loop. ...................................... 151 Predicted effects of deposit-layer thickness on fractional thermal resistances Figure 6.1 (0% water content). ............................................................................................................. 157 Figure 6.2 Predicted effect of deposit-layer thickness (xd) on the rate of heat transfer, q, for Th = (WAT+3) oC, (Tc = WAT–15) oC, and hh = 980 W m-1 K-1. .................................. 164 Figure 6.3 Effect of the water content in the wax mixtures on the deposit mass per unit area, Ω, at different deposition times.................................................................................. 168 Variation of deposit mass per unit area, Ω with deposition time, t. (a) single Figure 6.4 phase mixtures at stirring rates of 250 and 500 rpm; (b) two-phase mixtures at a constant stirring rate of 500 rpm. ...................................................................................................... 171 Comparison of the water content of deposit to the water content of the wax Figure 6.5 mixture for different deposition times. ............................................................................... 173 Figure 6.6 Variation of the water content of the deposits with time, for different wax mixture water content. ........................................................................................................ 175 Comparison of the water content of the waxy mixture in the reservoir with Figure 6.7 the water content of samples taken. .................................................................................... 179 Figure 6.8 Microscopy pictures of deposit sample from 5 min experiment at 500 rpm stirring rate. ......................................................................................................................... 182 Microscopy pictures of deposit sample from 12 h experiment at 500 rpm Figure 6.9 stirring rate. ......................................................................................................................... 183 Microscopy pictures of deposit sample from 5 min experiment at 250 rpm Figure 6.10 stirring rate. Scale is the same as that of Figure 6.8............................................................ 184 Figure 6.11 Microscopy pictures of deposit sample from 12 h experiment at 250 rpm stirring rate. Scale is the same as that of Figure 6.8............................................................ 185 Figure 6.12 GC analyses of 10 mass% wax mixture and deposit samples from 5 min experiment and 12 h experiments at 500 rpm stirring rate. ................................................ 187 GC analyses of 10 mass% wax mixture and deposit samples from 5 min Figure 6.13 experiment and 12 h experiments at 250 rpm stirring rate. ................................................ 188 Figure 7.1 Cross-sectional view of wax deposition on cold finger with different phases and their relative temperatures............................................................................................ 195 Figure 7.2 Predicted and experimental values of WAT for Bernardin Parowax– Linpar1416V mixtures. ....................................................................................................... 201 xiv Figure 7.3... Deposit thickness profile from transient heat transfer model compared to deposit thickness from experimental data for single-phase experiments at 250 and 500 rpm. 204 Deposit thickness profile from transient heat transfer model compared to Figure 7.4 deposit thickness from experimental data for two-phase experiments 500 rpm................. 205 Figure 7.5 Predictions of temperature profile across the deposit layer at different deposition times, ranging from 5 min to 24 h. .................................................................... 207 xv List of Symbols, Abbreviations and Nomenclature a1, a2 = regression constants in eq 5.9 b1, b2 = regression constants in eq 5.11 c1, c2 = regression constants in eq 5.10. d1, d2, d3 = regression constants in eq 5.13 e1, e2 = regression constants in eq 6.9 f1, f2, f3 = regression constants in eq 4.1 A = surface area (m2) Ah = Actual flow rate (gal min–1) Ai = inside surface area of tube (m2) Cc = average specific heat capacity of coolant (J kg–1 K–1) Ch = average specific heat capacity of wax–solvent (hot) mixture (J kg–1 K–1) Cp,L = paraffin liquid heat capacity (J K–1 kmol–1) Cp,LCH2 = empirical specific heat capacity methylene contribution (J K–1 kmol–1) Cp,LCH3 = empirical specific heat capacity methyl contribution (J K–1 kmol–1) Cw = volume fraction concentration of wax out of solution at the wall D = internal pipe diameter (m) Dm, DB = diffusion coefficient (m2 s–1) Fc = Flowrate of coolant (m3 s–1) Fh = Flowrate of wax-solvent solution (m3 s–1) hc = heat transfer coefficient for coolant (W m–2 K–1) hh = heat transfer coefficient for wax–solvent (hot) mixture (W m–2 K–1) kd = average thermal conductivity of deposit (W m–1 K–1) xvi km = thermal conductivity of metal (W m–1 K–1) kw = Wada and Jamieson thermal conductivity (W m–1 K–1) L = length of aluminum or copper tube (m) M = molar mass (kg kmol–1) md = mass of deposited wax (kg) m c = mass rate of coolant (kg s–1) m h = mass rate of wax–solvent mixture (kg s–1) n = carbon number Oh = Rate meter reading (gal min–1) q = rate of heat transfer at steady state (W) qgain = rate of heat gain by the coolant from the surroundings, (W) Rc = thermal resistance of coolant (K W–1) Rd = thermal resistance of deposit layer (K W–1) Rh = thermal resistance of wax–solvent mixture (K W–1) Rm = thermal resistance of metal tube wall (K W–1) Re = Reynolds number r2 = coefficient of determination ri = inside metal tube radius (m) ro = outside metal tube radius (m) T = temperature (°C or K) Tc = average temperature of coolant 0.5Tci + 0.5Tco (°C) Tci = inlet temperature of coolant (°C) Tco = outlet temperature of coolant (°C) xvii Td = average temperature at the interface of deposit and wax–solvent mixture or oil (°C) Tdavg = average deposit temperature ≡ 0.5(Td+Twi) (°C) Th = average temperature of wax–solvent mixture 0.5Thi + 0.5Tho (°C) Thi = inlet temperature of wax–solvent mixture (°C) Tho = outlet temperature of wax–solvent mixture (°C) Twi = temperature at the inside metal tube surface (°C) Two = temperature at the outside metal tube surface (°C) t = time (s) Ui = overall heat transfer coefficient based on tube inside surface area (W m–2 K–1) xd = deposit layer thickness (m) Greek Letters , , = empirical constants in eq 5.8 = viscosity of wax–solvent mixture (Pa s) c = viscosity of continuous phase (Pa s) m = viscosity of mixxture (Pa s) ρsoln = density of wax–solvent mixture (kg m–3) ρd = density of deposit (kg m–3) φd = volume fraction of dispersed phase θc = ratio of coolant (convective) thermal resistance and total thermal resistance θd = ratio of deposit (conductive) thermal resistance and total thermal resistance θh = ratio of wax–solvent mixture (convective) thermal resistance and total thermal resistance θm = ratio of tube-wall (conductive) thermal resistance and total thermal resistance xviii = mass of deposit per unit deposition surface area (kg m–2) = Jamieson factor Acronyms GC = gas chromatograph PPT = Pour point temperature (°C) WAT = wax appearance temperature (°C) WPT = wax precipitation temperature (°C) WDT = wax disappearance temperature (°C) xix Chapter One: Introduction 1.1 Introduction Crude oils are complex mixtures containing several components, including paraffins, aromatics, naphthenes, asphaltenes and resins. The higher molecular weight paraffins (or n­ alkanes) are referred to as waxes. At reservoir conditions, with temperatures in the range of 70­ 150°C and pressures in the range of 50-100 MPa, these waxes remain dissolved in the crude oil, which behaves as a Newtonian fluid (Lee, 2008). At the lower temperatures and pressures that exist during crude oil transportation, the high molecular weight n-alkanes or waxes tend to form macro and micro crystalline structures that precipitate out of the oil and deposit on the cooler walls of the pipeline (Venkatesan et al., 2005). The precipitated wax imparts complex nonNewtonian and nonlinear characteristics to the flow properties of the crude oil (Chang and Boger, 1998). The temperature at which the first crystals of paraffin wax start to appear in the crude oil is called the Wax Appearance Temperature (WAT) or the Cloud Point Temperature (CPT). It has been shown that a "waxy" mixture containing as small as 2 mass% of wax is sufficient to undergo deposition (Holder and Winkler, 1965a), provided the temperature of the contact surface is less than or equal to the WAT of the crude oil or "waxy" mixture. Determination of the WAT and the amount of wax precipitated at a given temperature are critical for understanding the crude oil rheology and solids deposition (Ronningsen et al., 1991; Hansen et al., 1991; Pedersen et al., 1991; Roehner and Hanson, 2001). Wax deposition, which occurs when a “waxy” crude oil or mixture is exposed to a temperature below the solubility temperature of the wax in the crude oil is a serious problem 1 during the production, transportation and processing of crude oil because wax deposition can damage oil reservoir formations and wells, and cause blockage of pipelines and process equipment. The deposition of wax in pipelines and process equipment leads to increased pressure drop, increased pumping power requirements and/or reduction in pumping efficiency. In extreme cases, the pipeline can become completely blocked, leading to "pump attack". Wax deposition can be compared to the accumulation of cholesterol in the human blood vessels, which leads to the obstruction of blood flow through the body from the heart. In severe cases, this will ultimately lead to a heart attack. Wax deposition problems are more severe in cold environments, most notably in subsea conditions, where temperatures at the bottom of the ocean can reach 4 oC (Venkatesan et al., 2005). With deepwater oil recovery becoming increasingly more prevalent, the implication is that crude oil is transported over greater distances and that the exposure to low temperatures is increased. Problems associated with wax precipitation and deposition are expected to become worse and so is the cost of its control and remediation. In an extreme case, repeated wax deposition problems forced an oil platform to be abandoned at a cost of $100 million (Singh et al., 2000). The United States Minerals Management Service states that severe wax related plugs were reported in Gulf of Mexico flow lines between 1992 and 2002 (Makagon et al., 2003). The U.S. Department of Energy (DOE) states that the remediation of plugged pipelines in water at depths of 400 m can cost $1 million/mile (Venkatesan et al., 2005). Finding effective control and mitigation measures for the problem of wax deposition, especially in subsea pipelines, is thus very important. Wax-related problems are typically dealt with by using mechanical, thermal, chemical and/or any combination of these methods (Svetgoff, 1984; McClafin and Whitfil, 1984; Woo et al., 1984; Bernadiner, 1993; Hunt, 1996; Ferworn et al., 1997; Bello et al., 2006). In recent 2 years, other unconventional methods, such as bacterial and electromagnetic treatments, (Balakirev et al., 2001; Towler and Rebbapragada, 2004), piezoelectric energy (Sulaiman et al., 2011), and vacuum-insulated tubing (Singh et al., 2007) have also been tried with limited success. All of these methods have their limitations and increase the production and processing costs considerably. For example, chemical treatments are highly selective to a particular „waxy‟ mixture considered (Ferworn et al., 1997). An emerging technology proposed to control wax deposition is “cold flow”. In this method, crude oil is subjected to systematic cooling to precipitate wax crystals, giving rise to a slurry that is transported through pipelines. Several reasons have been suggested for the reduced deposition of solids observed during “cold flow”. These include reduced thermal driving force, the preferential crystallization of wax onto the suspended solid crystals flowing in the slurry that act as nucleation sites, and a lowering of the WAT of the remainder liquid phase (Merino-Garcia and Correra, 2008; Bidmus and Mehrotra, 2009; Deo, 2011). The process of deposit formation from 'waxy' mixtures or crude oils is complex, and it may involve several processes and considerations, such as crystallization kinetics, mass transfer, heat transfer, fluid dynamics, rheology, solid–liquid multiphase equilibria, and thermophysical and transport properties (Cole and Jessen, 1960; Turner, 1971; Burger et al., 1981; Coutinho, 1995; Creek et al., 1999; Singh et al., 2000; Bidmus and Mehrotra, 2004; Fong and Mehrotra, 2007). A number of mechanisms have been suggested for explaining the process of wax deposition and for estimating the amount of deposition that will occur in a system under a particular set of operating conditions. These include molecular diffusion, shear dispersion, Brownian diffusion, gravity settling, and heat transfer. Of these, molecular diffusion and heat transfer are currently regarded as the most relevant mechanisms. In the molecular diffusion 3 mechanism, it is assumed that deposits are formed as a result of the radial transport of wax molecules due to a radial concentration gradient (Burger et al., 1981; Majeed et al., 1990; Svendson, 1993; Creek et al., 1999; Kok and Saracoglu, 2000; Singh et al., 2000-2001; RamirezJaramillo et al., 2004; Farayola et al., 2010). Another inherent assumption in the molecular diffusion modeling approach is that the deposit–liquid interface temperature is variable, which is predicted to increase with deposit growth from an initial value close to the pipe-wall temperature and ultimately to the WAT at steady state. More recently, heat transfer has been identified as a more important mechanism or approach for wax deposition. In the heat-transfer mechanism, the deposit formation and growth is taken to be a (partial) solidification or freezing process involving crystallization (Bott and Gudmunsson, 1977; Ghedamu et al., 1997; Cordoba and Schall, 2001; Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Bhat and Mehrotra, 2005; Fong and Mehrotra, 2007; Mehrotra and Bhat, 2007; Tiwary and Mehrotra, 2009; Bidmus and Mehrotra, 2009; Kasumu and Mehrotra, 2013; Arumugam et al., 2013). In the models based on the heat-transfer approach, involving (partial) freezing or solidification, the release of the latent heat of phase change accompanies the growth of a wax deposit layer close to the pipe wall, which is held at a temperature lower than the WAT of the flowing “waxy” crude oil. An assumption made in the heat-transfer mechanism is that the liquid–deposit interface temperature is equal to the WAT of the crude oil, or waxy mixture, throughout the deposition process. This assumption has been confirmed through measurements involving batch cooling experiments under static and sheared conditions (Bidmus and Mehrotra, 2008a; Bidmus and Mehrotra, 2008b). It is pointed out that the heat-transfer based deposition mechanism is able to explain solids deposition under both “hot flow” (where the oil temperature > WAT) and “cold flow” (where the oil temperature < WAT) 4 conditions (Bidmus and Mehrotra, 2009; Bidmus and Mehrotra, 2012). Under steady-state conditions, the liquid–deposit interface temperature in both the molecular diffusion approach and the heat transfer approach is taken to be equal to the WAT, which has been confirmed from several experimental investigations (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009; Bidmus and Mehrotra, 2008a; Bidmus and Mehrotra, 2008b; Bidmus and Mehrotra, 2009; Kasumu and Mehrotra, 2013). Most wax deposition studies have focused on single-phase oil and two-phase oil–gas flow. However, water is inevitably found in the produced oil and its fraction in the oil stream, called the water-cut, generally increases with the lifetime of a production well. The wax deposition process is not well established for two-phase oil–water flow conditions, perhaps due to the increased complexity caused by the addition of the water phase and the difficulty in obtaining consistent results with oil–water mixtures (Couto et al.; 2008). Various researchers have reported different results on the effect of water on wax deposition (Li et al., 1997; AbdelWaly, 1999; Gao, 2003; Sarica and Volk, 2004; Couto et al., 2008; Bruno et al., 2008; Zhang et al., 2010a; Zhang et al., 2010b; Hoffmann et al., 2012; Kasumu and Mehrotra, 2013; Panacharoensawad and Sarica, 2013). 1.2 Objectives and Scope of Study Crude oils are complex mixtures with varying compositions and properties, depending on the source. Solutions of multi-component paraffin waxes dissolved in multi-component solvents at various concentrations were used to represent complex paraffinic crude oils. This enhanced the isolation and understanding of the variables that were studied without introducing additional uncertainties, in addition to eliminating the limitations that sometimes accompany the use of actual crude oil samples. In this study, novel experimental apparatuses were assembled and 5 procedures were developed to study the deposition of wax from wax–solvent and wax–solvent– water mixtures of known compositions under various operating conditions. The main objectives of the study were: 1. To prepare well-defined mixtures of multi-component waxes in paraffinic solvents, that were used to represent “waxy” crude oils. 2. To measure and correlate physical properties of the materials and mixtures used. 3. To design and fabricate experimental apparatuses that were suitable, effective and economical in achieving the objectives of this study. 4. To investigate the onset of wax precipitation and to express the wax precipitation temperature as a function of cooling rate and mixture composition. 5. To investigate the effects of the presence of water, and other process variables on wax deposition in a two-phase turbulent flow wax deposition process using a flow loop apparatus. 6. To confirm that the deposition process in the flow loop apparatus, for both single- and two-phase mixtures, can be explained using a simple steady-state heat transfer model. 7. To investigate the effects of water, time and shear rate on the wax deposition process in both single- and two-phase mixtures using the cold finger wax deposition apparatus. 8. To confirm that the deposition process in the cold finger wax deposition apparatus, for both single- and two-phase mixtures, can be explained using a simple steady-state heat transfer model. 9. To model the transient behavior of the cold finger wax deposition process and compare the predictions with experimental results. 6 Chapter 2 presents a critical review of the existing literature on wax deposition from crude oils and paraffinic mixtures. The literature review presented includes the classification and properties of paraffinic waxes, crystallization, the rheological behavior of "waxy" crude oils, and mechanisms of wax deposition. It also includes methods for measuring the wax appearance temperature (WAT), factors affecting wax deposition, methods for studying the wax deposition process, structure and properties of wax deposits, and the methods of remediation and control of wax deposition. In Chapter 3, a detailed description of the experimental apparatuses and associated equipment used, and experimental procedures applied in the various parts of this study are presented. The three sets of experiments carried out in this study are discussed, namely WPT– cooling rate experiments, one- and two-phase flow loop wax deposition experiments, and oneand two-phase cold finger wax deposition experiments. The design of experiments, materials used, sample preparation methods, and methods of analyses for each set of experiments are also described in this chapter. In Chapter 4, results are presented from the WPT–cooling rate experiments. The effects of cooling rate and composition on the wax precipitation temperature of "waxy" are discussed. Results reported in this chapter have been published recently in Fuel by Kasumu et al. (2013). In Chapter 5, the equations used to represent the physical properties of the systems studied are presented. The physical properties studied include Bernardin Parowax–Linpar1416V (and Bernardin Parowax–Linpar1416V–water) mixture density and viscosity, the correlations used to estimate the specific heat capacity, and the deposit density correlation that was used to determine deposit thickness. Results from the flow loop wax deposition experiments are also presented. The steady-state heat transfer model used for the wax deposition process is described. 7 Effects of process parameters such as the water content of the wax mixture, wax mixture temperature, coolant temperature, and flow rate or Reynolds number, and the deposition time are described. Data regarding the liquid–deposit interface temperature and the deposit thermal conductivity are also reported and discussed. Results reported in this chapter have been published recently in Energy & Fuels by Kasumu and Mehrotra (2013). In Chapter 6, results from the cold finger wax deposition experiments are presented. Effects of process variables such as stirring rate, time (aging) and water content are discussed. The steady-state heat transfer model is used to analyze the steady state experimental data from the cold finger experiments. In Chapter 7, a transient-state mathematical model is presented, which is based on the model presented by Bhat and Mehrotra (2005) that utilizes the moving boundary problem framework. The transient model was modified and used to describe the growth of the deposit layer on the outside of a cylindrical pipe with time. Predictions from this model are presented and compared with the experimental results from the cold finger wax deposition experiments. Chapter 8 presents a summary of the important conclusions and contributions of this study. Also included are recommendations for future work in this area of research. 8 Chapter Two: Literature Review Crude oils are complex mixtures containing several different components, including alkanes, aromatics, naphthenes, resins, high molecular weight waxes and asphaltenes. Crude oils containing high fractions of paraffins or waxes, are called paraffin-base or “waxy” crude oils, while those with a significant amount of asphaltenes are called asphalt-base or “asphaltic” crude oils (Singh et al., 1999). High molecular weight paraffin waxes are soluble in crude oil under reservoir conditions of high pressure and temperature. However, at lower conditions of pressure and temperature during extraction of crude oil, precipitation and deposition of paraffin wax within the reservoir as well as in the well-bore can occur. Wax deposition will also occur in production pipelines when the pipeline wall temperature becomes lower than the wax appearance temperature (WAT) of the flowing "waxy" crude oil (Chen et al., 1997). 2.1 Paraffin Waxes 2.1.1 Classification Paraffin wax is mostly derived from petroleum crude oil. These petroleum waxes can be classified as micro-crystalline wax or macro-crystalline/paraffin wax (Srivastava et al., 1993). Paraffin waxes are a mixture of normal alkanes (n-alkanes) of different chain length (C18C65) that tend to form clusters and precipitate from crude oil, under suitable conditions, to form wax solids. Microcrystalline waxes consist of a mixture of iso-alkanes, n-alkanes, and cyclo-alkanes. Iso-alkanes also form clusters and precipitate from crude oils; however, they tend to delay the formation of a deposit due to their branched nature, and therefore produce unstable wax solids. Cyclo-alkanes, or naphthenes, are stiff and bulky in nature and tend to disrupt the wax nucleation process during deposit formation (Hammami and Raines, 1999). 9 Since paraffin waxes are made up of mainly n-alkanes, they are considered a natural starting point for understanding the physical and thermal properties of the wax. The n-alkanes are linear chains of aliphatic hydrocarbons belonging to a family of compounds, the paraffin series. In this series all members contain carbon and hydrogen in a ratio given by the formula CnH2n+2 (Turner, 1971). An important characteristic of high molecular weight n-alkanes is their low solubility in paraffin-base, aromatic, naphthene-base, and other oil solvents at room temperatures. 2.1.2 Crystal Structure Below their melting point or melting point range, paraffins form a crystalline structure from either their individual compounds or mixtures with one another. Their crystals are mainly rhombic or monoclinic in shape and usually display a low order of symmetry (Mozes et al., 1982). Crystallization starts when paraffins are cooled to temperatures below their melting point, with nucleus formation (nucleation), which occurs in parallel with the crystal growth. The relative rates of nucleation and crystal growth determine the final structure of the paraffin wax. Similar to many other crystalline substances, the paraffin wax crystal structure changes further at the equilibrium transition temperature, which is below the melting point. C21 to C36 n-alkanes display a well-defined transition point below their melting point where the α-phase, which is stable below the melting point, changes into the β-phase with the release of a relatively large amount of heat (Mazee, 1949). Generally, n-alkanes between C19 and C29 having an odd number of carbon atoms have an orthorhombic structure at ambient temperature. However, n-alkanes between C18 and C26 with even carbon numbers have a triclinic structure, while those between C28 and C36 have a monoclinic structure. The different structural 10 morphologies are determined by the carbon number, thermal history, temperature and purity of the sample (Turner, 1971; Srivastava et al., 1993). Crystals of paraffin wax appear in three different characteristic forms, namely plates, needles and mal-crystalline shapes. Crystals with the mal-crystalline shape are small underdeveloped crystals that often agglomerate. The conditions of crystallization and the chemical composition of the wax determines the form of the wax crystal. Turner (1971) reported that fast cooling tends to produce needles and mal-crystalline forms while slow crystallization favors the growth of plates. It is most likely that all the forms are typically produced during a single crystallization, but with one of them usually being the predominant one under a given set of conditions. It was found that the size of the crystal varies with the composition of the system (Anderson 2001). 2.1.3 Physical and Thermal Properties Paraffins or n-alkanes belong to a homologous series where each successive member of the series is different from the next by the CH2 group. They are relatively inert and have little affinity for most chemical reagents, thus the name „paraffins‟, which is derived from the Latin words for “little affinity.” They are less dense than water and do not dissolve easily in water. An alkane molecule is held together entirely by covalent bonds, which are directed in a symmetrical way, such that the slight bond polarities tend to cancel out resulting in either a nonpolar or very weakly polar molecule. The non-polar molecules are held together by weak and short-range van der Waals forces that act only between the surfaces of the molecules. Thus, it is observed that the larger the n-alkane molecule (implying a larger surface area), the stronger the 11 intermolecular forces (Morrison and Boyd, 1992). That is why, as shown in Table 2.1, there is a smooth gradation in physical properties of n-alkanes as the carbon number increases. The first four members of the group, with carbon numbers C1 to C4 are gases at 20°C and atmospheric pressure, while the C5 to C17 members are liquids and members with higher carbon numbers higher than C17 are solids under the same conditions. The density of succeeding members of the group increases rapidly initially, but levels off at about 800 kg/m3. The boiling point increases with molecular weight, however, the rate of increase decreases progressively for each additional CH2. For this reason, the lower n-alkanes are more easily separated by fractional distillation than the higher members of the homologous series. A slight irregularity exists at the beginning of the series, with ethane and propane having a lower melting point than methane. After that, the melting point increases with molecular weight for the higher n-alkanes. Branched alkanes or iso-alkanes do not show the same gradation in physical properties, and they usually have a lower melting and boiling point than their corresponding n-alkane. This is due to the reduced surface area of their molecules. 12 Table 2.1 Physical properties of some n-alkanes (Barton and Ollis, 1979) Compound Formula Melting point Boiling point d420 (°C) (°C) (g cm-3) Methane CH4 –182.6 –161.6 0.4240 (at b.p.) Ethane C2H6 183.3 88.5 0.5462 (at b.p.) Propane C3H8 187.1 42.2 0.5824 (at b.p.) Butane C4H10 138.4 0.5 0.6011 (at 0°C) Pentane C5H12 129.7 36.1 0.6263 Hexane C6H14 94.0 68.7 0.6594 Heptane C7H16 90.5 98.4 0.6838 Octane C8H18 56.8 125.7 0.7026 Nonane C9H20 53.7 150.8 0.7177 Decane C10H22 29.7 174.1 0.7301 Dodecane C12H26 9.7 216.3 0.7487 Tetradecane C14H30 5.5 253.6 0.7627 Hexadecane C16H34 18.1 287.1 0.7733 Octadecane C18H38 28.0 317.4 0.7767 Eicosane C20H42 36.4 345.1 0.7777 Pentacosane C25H52 53.3 259* 0.7785 Triacontane C30H62 66.0 304* 0.7795 Tetracontane C40H82 81.4 Pentacontane C50H102 92.1 421* Hectane C100H202 115.3 * * Values obtained at 15 mm Hg. 13 2.1.3.1 Enthalpy of Fusion The latent heat of fusion is the energy involved during the transition between solid and liquid phases. Even though n-alkanes may also undergo solid-to-solid phase changes, involving latent heat of transition, it has been suggested that heats of transition can be ignored for most industrial purposes (Mullin 1973). While it has generally been observed that the latent heat of fusion for n-alkanes increases linearly with their molecular weight, there is some disagreement as to whether this increase is for only odd- or even-numbered n-alkanes, or for both (Hammami, 1994). Dollhopf et al. (1981) observed that the plot of ΔHtot (the sum of heats of fusion and transition) versus 1/n gave straight lines of the form for even n: 3 H tot H 1 n 2.1 for odd n: 4.4 H tot H 1 n 2.2 where ΔH∞ is the melting enthalpy of polyethylene, extrapolated from the linear plots of the experimental data for odd- and even-numbered paraffins, and has a value of 4.12 kJ/mol CH2. High molecular weight n-alkanes have relatively high values of latent heat of fusion, in the range about 150–300 kJ/kg. They are thus thought to be a useful means of energy storage and/or thermal protection (Haji-Sheikh et al., 1982). 2.1.3.2 Heat Capacity The heat capacity of paraffins is an important factor in the determination of the amount of thermal energy associated with a given temperature change in a paraffinic mixture. Some empirical correlations have been developed to describe the heat capacities of paraffins up to 14 polyethylene in the solid and liquid states, as a function of temperature. Heat capacity values for paraffins up to tritriacontane (C33) were obtained using a calorimeter (Finke, 1954; Huffman, 1931; Parks, 1930; Spaght, 1932). Various equations, empirical in nature, were proposed by some researchers (Broadhurst, 1962; Karasz and Hamblin 1963; Pan et al., 1986; Wunderlich and Dole, 1957; and Richardson, 1965) to describe the heat capacities of paraffins up to polyethylene in the solid and liquid states as a function of temperature. A summary and comparison of all these equations was provided by Dole (1967). Jin and Wunderlich (1991) proposed equations 2.3a - 2.3c relating the heat capacity to carbon number (n), temperature, and the empirical contributions from CH2 and CH3 groups. It was reported that the heat capacities in the liquid state can be generated within an rms error of ±1.7%. CH 3 C p ,l 2C p ,l CH 2 ( n 2 )C p ,l 2.3a 2 2C CH p ,l 17.33 0.04551T 2.3b 3 2C CH p,l 30.41 0.01479T 2.3c where Cp,l is the specific heat capacity of the pure liquid component in J mol K, T is temperature in K. However, there was no noticeable odd/even carbon number effect on the liquid heat capacities. 2.1.3.3 Thermal Conductivity The thermal conductivity is an important parameter because the deposition of waxes in flowing crude oil is believed to be a thermally driven process (Kasumu and Mehrotra, 2013; Fong and Mehrotra, 2007; Parthasarathi and Mehrotra, 2005; Bidmus and Mehrotra, 2004; 15 Guthrie et al., 2004; Cordoba and Schall, 2001a; Ribeiro et al., 1997; Brown et al., 1993; Khan et al., 1993; Sharma et al., 1982). The thermal conductivity of over 83 organic liquids were measured by Filippov (1968) over a temperature range, and the results were tabulated. Dick and McCready (1954) also measured the thermal conductivity of over 19 organic compounds, it was observed that thermal conductivity increased with increasing chain length while it decreased in the presence of side chains for molecules with the same carbon number. Data obtained by Filippov (1968) and Wada et al. (1985) also agree with Dick and McCready‟s (1954) observations. Tufeu et al. (1968) found the thermal conductivity of the alcohols to initially decrease rapidly with carbon number and then increase slowly from C5. Missenard (1968) plotted the thermal conductivity data at 0°C against the carbon number for organic acids, alcohols, organic iodide derivatives and n-alkanes. While each group had a different smooth curve, all the curves converged to a common limiting value between 0.155 to 0.160 W m–1 K–1. Measurements of thermal conductivity of paraffins have shown an increase with temperature (le Roux et al., 1974; Haji-Sheikh et al., 1982). However, in each case an irregularity or initial decrease in the thermal conductivities was noticed at certain temperatures, depending on the paraffin wax composition. These temperatures were usually within the range at which a solid-solid phase transition occurred in the waxes. This peculiar behavior of thermal conductivity was attributed to the release of latent heat. The data by Wada et al. (1985) and Vásquez and Briano (1993) also indicate that the thermal conductivities of liquid paraffins and petroleum fractions decrease with temperature. Wada et al. (1985) found that the thermal conductivity for n-alkanes such as n-undecane (n-C11), n-tetradecane (n-C14), n-pentadecane (n­ C15), n-hexadecane (n-C16) ranged from 0.120.15 W m–1 K–1 depending on the temperature. 16 Stryker and Sparrow (1990) found the thermal conductivity value of solid n-eicosane (n-C20) to be 0.380.42 W m–1 K–1, depending on the temperature and the method of sample preparation. Warth (1956) gave the following relationship for estimating the thermal conductivities of paraffins in terms of their average molecular weight: k w 2.4 10 4 M 2.4 Wada (1985) gave a basic relationship for paraffins up to C16 as follows: kw = An2 + Bn + C – [D(1/n)2 + E(1/n) + F]T 2.5 where kw is the thermal conductivity (W m–1 K–1), A–F are constants, n is carbon number, and T is temperature (range: 20–90 °C). Jamieson (1979) also developed a correlation in the form of: kw = A(1 + B 1/3 + C2/3 + D where = 1 – T/Tc, Tc is the critical temperature, A is the pseudo-critical thermal conductivity, B is a constant, C = 1 – 3B, and D = 3B. Equation 2.6 is valid for paraffins with carbon number up to 25 and a temperature range of melting point to 0.9Tc. Typical conductivity values for paraffin hydrocarbons reported in literature range from 0.10 to 0.42 W m–1 K–1 (Dick and McCready, 1954; Missenard, 1968; Filipov, 1968; Jamieson et al., 1974; Stryker and Sparrow, 1990; Bidmus, 2003; Fong and Mehrotra, 2007). 2.2 Wax Precipitation Paraffins precipitate as wax deposits in crude oils due to either evaporation of volatile light components, or a drop in the temperature of the system (Svetgoff, 1984). Wax precipitation occurs during the formation of solid wax crystals out of solution from a liquid phase, while wax deposition occurs during the formation and growth of a layer of precipitated solid on a surface (Hammami et al., 2003). Even though precipitation is necessary for deposition to occur, it is 17 possible to have wax precipitation without causing wax deposition. Furthermore, whereas precipitation is mainly a function of thermodynamic variables such as composition, pressure and temperature, deposition also depends on heat and mass transfer, flow hydrodynamics, and solidsolid and surface-solid interactions (Hammami et al., 2003). Normal paraffins are the most readily precipitated, during the cooling of a “waxy” mixture, followed by naphthenes and iso­ paraffins, while aromatics tend to stay in the liquid phase (Pan et al., 1996). 2.2.1 Crystallization As the temperature of a liquid crude oil is decreased, the energy of molecular motion decreases, and the molecules move closer together. As time progresses, the molecules begin to have a more ordered arrangement with the degree of order mostly determined by the shapes of the molecules and their ability to fit together in adjacent positions (Turner, 1971). Typically, a degree of super-saturation is required before the beginning of precipitation. At the WAT (or freezing point in the case of a melt), the short-range intermolecular attractive forces are greater than the energy of molecular motion and the molecules are bound together into a crystal. The two distinct stages involved during this process, namely nucleation and growth (Hammami, 1994), are discussed in the following sub-sections. 2.2.1.1 Nucleation The process of crystallization starts with the formation of a nucleus, which is the smallest stable particle of wax crystal possible under the system conditions. As the liquid temperature is decreased, molecules form an ordered arrangement of clusters of adjacently aligned chains. Molecules continue to attach and detach from these ordered sites until the clusters become stable after having reached a critical size. This process of attaching and detaching of molecules is 18 called nucleation and the stable clusters formed are the nuclei. Any smaller particle emerging from the liquid would be unstable and tends to re-dissolve into the solution (Turner, 1971). Nucleation may be spontaneous (homogenous nucleation), or it may be induced artificially (heterogeneous nucleation). Homogenous nucleation is mainly a thermal process that usually occurs from a pure sample with nucleation sites that are time dependent. Heterogeneous nucleation may be either thermal or athermal and all the nucleation sites are activated instantaneously (Turner, 1971). Heterogeneous nucleation occurs either on the surface of a wall or as a result of foreign particles in the solution. 2.2.1.2 Crystal Growth If the temperature is kept at or below the WAT (or freezing point), following the formation of the nuclei, more molecules attach themselves successively to the nucleation sites, becoming part of the growing lamellar structure. Nearby molecules locate suitable parts of the nucleation sites where they can fit into in an orderly manner. Intermolecular attractive forces draw these molecules into place. Once in place, these molecules themselves provide suitable sites to receive other molecules. A site having the highest possible number of neighboring molecules bordering its position will be favored due to the higher magnitude of the attractive forces occurring there (Keating, 1964). Growth occurs most easily at the edge of a partially completed layer of molecules. During the crystallization of paraffins, a monomolecular layer is formed by the side-by-side addition of molecules to form each consecutive layer, which is a relatively fast process. The initial addition of a subsequent layer on an existing layer is slower, because further growth on a geometrically perfect crystal only occurs if the clustering of molecules on the surface nucleates a new layer (Hammami, 1994). 19 2.2.2 Wax Appearance Temperature (WAT) The highest temperature at which the first wax crystals start to appear, upon cooling of a “waxy” crude oil or mixture, is called the wax appearance temperature (WAT). The WAT is an important parameter in wax precipitation and deposition. The WAT is also called the cloud point temperature (CPT) and is essential for determining the tendency of crude oil towards wax precipitation and deposition (i.e., crude oils with a high WAT will be more likely to undergo wax precipitation and deposition). No wax precipitation or deposition will occur as long as the crude oil temperature is above the WAT. Once the temperature drops below the WAT, wax molecules will begin to crystallize out of solution and wax deposition can occur. Factors that favor an increase in WAT also tend to favor increased wax deposition. An important distinction exists between the liquidus temperature and the experimentally determined WAT. The liquidus temperature defines the true solid–liquid phase boundary, whereas the experimental WAT is the temperature at which the first crystals are detected upon cooling. This value can vary depending on the sensitivity of the measurement technique, thermal or cooling history and the cooling rate; hence, it can be very subjective. The experimental WAT would be lower that the liquidus temperature and should be within the solid–liquid phase envelope (Bhat and Mehrotra, 2004). 2.2.3 WAT Measurement Techniques The WAT of a “waxy” crude oil sample is the highest temperature that wax solids can be detected when the sample is cooled. Different equipment and methods have been developed to determine the WAT of crude oils. The measured temperature depends on the oil composition, the measurement technique, thermal history, the residence time of measurement, and the fluid properties relating to crystal nucleation and growth (Hammami et al., 2003). Generally, higher 20 cloud point temperatures are obtained with more sensitive methods of measurement. Increases in system pressure can decrease the measured cloud point temperature, particularly if the sample contains solution gas (Monger-McClure et al., 1999). (1) Visual Method (ASTM Standard D 2500-09) The ASTM standard test method for determination of WAT is a visual measurement technique. The sample is cooled down from a temperature that is at least 14 oC above the expected WAT of the sample. The temperature at which the first wax crystals appear is noted as the WAT of the sample. This method can only be used for petroleum products and biodiesel fuels that are transparent in layers 40mm in thickness, and with a cloud point below 49 oC. Tiwary (2002) modified this method by cooling in steps of 1°C and leaving the sample at each temperature step for 15 minutes before checking visually for the appearance of wax crystals. The WAT values obtained using this slightly modified approach were found to compare well with those obtained from other methods. (2) Filter Plugging (FP) In this method, a solution of preheated and pre-filtered oil is passed through a capillary to a filter. Both the filter and the oil sample are submersed in a programmable temperature bath. As the oil is cooled at a steady rate, pressure drop across the capillary and filter is noted, and a comparison of these pressure drops is used to determine the cloud point (Monger-McClure et al., 1999). An increase in differential pressure drop indicates the occurrence of wax crystal formation (MongerMcClure et al., 1999). This method is preferred measuring the WAT of live oils, but is not suitable for viscous crude oils. 21 (3) Viscometry Precipitation of wax from "waxy" mixtures changes the flow behavior of the mixture gradually from Newtonian to non-Newtonian (Tiwary, 2002). The rheology of the crude oil and its nonNewtonian behavior in the presence of wax crystals is utilized in this method. At temperatures above the WAT, the sample is Newtonian and its viscosity is a function of temperature only (Tiwary, 2002). When the temperature falls below the WAT, precipitation of wax crystals makes the rheological properties of the sample become increasingly dependent on the shear rate as well. Therefore, by using a rheometer to measure the viscosity of the sample as it is cooled, the temperature at which the viscosity-temperature relationship suddenly starts to change can be recorded as the WAT. Ronningsen et al. (1991) described WAT measurements using this method. (4) Solids Deposition System (SDS) This method of measuring WAT is based on the transmission of light through the sample being tested. The intensity of light transmission through the sample should change dramatically in the presence of wax crystals. As a known volume of sample is cooled isobarically, while mixing continuously, the average transmitted light power and the corresponding temperature are automatically recorded with time using a computerized data acquisition system. The test is stopped a few degrees below the temperature at which there is a dramatic drop in the intensity of the transmitted light (Hammami and Raines, 1999). (5) Cross Polar Microscopy (CPM) This method has been found to give the highest value for WAT measurements when compared with other methods, and is thus regarded as one of the most accurate methods (Ronningsen et al., 1991). The CPM method is based on the theory that all crystalline materials rotate the plane of 22 polarization of transmitted light while liquid hydrocarbons do not. This method requires a light source, an infrared filter, a polarizer, a temperature controller and a microscope. The sample is enclosed in glass cover slides that are placed on the variable temperature microscope stage and viewed through the crossed polarizer. As the sample is cooled, the appearance of wax crystals are observed as isolated points of light using a video camera by the eye (Monger-McClure, 1999). CPM is the method of choice for limited sample volumes. (6) Differential Scanning Calorimeter (DSC) The DSC technique measures the heat released from the sample during the crystallization. As with the CPM method, only a small quantity of sample is required for this method. The heat released or absorbed and the variable specific heats exhibited by the isolated sample as during cooling or heating is determined as the temperature changes. As the heat released is very small at the onset of wax crystallization, care must be taken to obtain a stable baseline and use as large a sample as possible without distorting the DSC signal. The temperature at which a melting peak occurs in the heat flow-temperature curve (thermogram) is taken to be the WAT (Tiwary, 2002). (7) Fourier Transform Infrared (FTIR) The increase in energy scattering associated with solid formation due to wax crystallization is used for detecting the WAT in this method. The mid-infrared spectrum between 650 and 4000 cm-1 contain wavelengths in which little energy is absorbed by hydrocarbons. This spectrum is used because a wavelength that indicates wax crystal formation is in this region and can be detected by spectral subtraction (Monger-McClure et al., 1999). Similar to FP, the FTIR method is suitable for live oil measurements. Near infrared spectroscopy has also been used as a method of determining the WAT (Alex et al., 1991). 23 2.2.4 Wax Precipitation Temperature (WPT) The wax precipitation temperature (WPT) has been used to describe the highest temperature at which the first wax crystals are observed while cooling a “waxy” crude oil or mixture at a controlled and specified cooling rate. Cooling rate influences the phase transition temperature and is known to affect the kinetics of crystallization. The effect of cooling rate on the phase-change temperature for waxy mixtures and crude oils has been described in several studies. Increased cooling rates have been reported to give lower temperature for the onset of crystallization due to the super-cooling effects and the roles of nucleation and crystallization kinetics (Hammami and Mehrotra, 1995; Guo et al., 2006; Paso et al., 2009; Kasumu et al., 2013). Kasumu et al. (2013) reported experimental results for the effect of cooling rate on WPT for several prepared solutions of a wax in a multicomponent solvent. They provided a correlation for the effect of cooling rate and wax concentration on the measured WPT. Their correlation was used by Arumugam et al. (2013) to predict the transition from the 'hot flow' to the 'cold flow' regime in a waxy mixture flowing in a pipeline. 2.2.5 Wax Disappearance Temperature (WDT) The wax disappearance temperature (WDT) is the temperature at which the wax crystals in a “waxy” mixture become completely dissolved in solution while heating the mixture from a temperature well below its WAT. The thermodynamic liquidus temperature was found to be closer to the WDT than the WAT; in addition, the WDT was found to be an average of 3°C higher than the WAT for prepared waxsolvent mixtures comprising a multi-component wax (C20C40) dissolved in different paraffinic solvents (Bhat and Mehrotra, 2004). 24 2.2.6 Pour Point Temperature (PPT) The pour point temperature (PPT) is the lowest temperature at which crude oil or a “waxy” mixture will flow or pour. The oil flow properties is affected by the PPT, which is dependent on the amount of paraffin wax present in the oil. The PPT is the temperature at which the interlocking gel structure, formed as a result of crystallization of wax crystals from the oil, causes the viscosity and flow properties of the oil to change dramatically. It can be determined by cooling a sample in steps of 1°C and determining the lowest temperature at which the liquid sample is able to move (Bhat and Mehrotra, 2004; Fong and Mehrotra, 2007). The PPT depends on the carrying capacity of the fluid solvent. Tiwary (2002) measured the PPT of mixtures containing wax dissolved in different hydrocarbon solvents with widely varying melting points and found the difference between the various PPT to be less than 5°C. 2.2.7 Rheology At temperatures below the WAT, wax crystals precipitate and a rapid increase in viscosity occurs with the onset of non-Newtonian flow behavior (Wardhaugh and Boger, 1991). The crude oil is converted into a complex non-Newtonian fluid whose flow properties are difficult to measure in a reliable and repeatable manner, by the presence of crystallized wax. The non-Newtonian behavior is in part caused by orthorhombic wax crystallites in solution that flocculate together which results in a gel-like mixture with increased viscosity (Dirand et al., 1998). These crude oils, with precipitated wax crystals in them, are thixotropic in nature, and their viscosity decreases isothermally with time, during flow at any particular shearing rate (Cawkwell and Charles, 1987; Tiwary and Mehrotra 2004, Vignati et al., 2005). Because of the 25 yield stress exhibited in this condition, significant pressures are required to restart the flow of gelled crude oil after shut down. Matveenko et al. (1995) studied the time-dependent thixotropic behavior of a highly paraffinic crude oil and found the system to be pseudo-plastic with pronounced thixotropic properties. Below the PPT, the crude oil no longer flows but was found to display viscoelastic rheological properties (Silva and Coutinho, 2004; Visintin et al., 2005). The flow behavior of gelled “waxy” crude oils is affected by many factors, the most important being the thermal history, shear history, aging and composition (Tiwary, 2002; Kané et al., 2004). 2.3 Wax Deposition The precipitation and deposition of wax is of significant importance in the production, transportation and processing of crude oil because wax deposition can damage oil reservoir formations and wells, and cause blockage of pipelines and process equipment. The deposition of wax in pipelines and process equipment leads to increased pressure drop, increased pumping power requirements and/or reduction in efficiency. Most wax deposition studies reported in the literature have focused on single-phase oil and two-phase oil–gas flow. However, water is inevitably found in the produced oil and its fraction in the oil stream, called the water-cut, generally increases with the lifetime of a production well. Relatively few studies have been conducted to study the effects of water on the deposition process (Abdel-Waly, 1999; Couto et al., 2008; Bruno et al., 2008; Zhang et al., 2010a; Zhang et al., 2010b). A literature review showed that the wax deposition process is not well established for two-phase oil–water flow conditions, perhaps due to the increased 26 complexity caused by the addition of the water phase and the difficulty in obtaining consistent results with oil–water mixtures (Couto et al., 2008). 2.3.1 Mechanism of Wax Deposition A number of mechanisms have been suggested for explaining the process of wax deposition, and estimating the amount of deposition that will occur in a system under a particular set of operating conditions. Such mechanisms include molecular diffusion, shear dispersion, Brownian diffusion, gravity settling and heat transfer. Molecular diffusion and heat transfer are currently regarded as the most relevant mechanisms. 2.3.1.1 Molecular Diffusion The molecular diffusion mechanism is based on the assumption that a radial temperature gradient is created when oil flows in a pipeline with the pipeline wall temperature lower than the WAT of the oil, which gives rise to a concentration gradient that causes the diffusion of wax from the region of higher concentration within the bulk, towards the wall where the concentration of dissolved wax is lower. In the underlying pseudo-steady state mathematical model, the amount of deposit is obtained from the rate of mass transfer at the liquid–deposit interface, and an energy balance is used to back-calculate the liquid–deposit interface temperature. An inherent assumption in the molecular diffusion modeling approach is that the deposit–liquid interface temperature is variable, which is predicted to increase with deposit growth from an initial value close to the pipe-wall temperature and ultimately to the WAT at steady state. This mechanism of wax deposition is the most widely studied and has been reported as a dominant mechanism (Burger et al., 1981; Weingarten and Euchner, 1986; 27 Svendson, 1993; Brown et al., 1993; Erickson et al., 1993; Hsu and Brubaker., 1995; Creek et al., 1999; Singh et al., 2000, 2001). 2.3.1.2 Heat Transfer In the heat-transfer mechanism, the deposit formation and growth is taken to be a (partial) solidification or freezing process involving crystallization (Ghedamu et al., 1997; Cordoba and Schall, 2001a; Bidmus and Mehrotra, 2004, 2008a, 2008b, 2009, 2012; Mehrotra and Bidmus, 2005; Bhat and Mehrotra, 2005, 2006, 2008; Mehrotra and Bhat, 2007, 2010; Parthasarathi and Mehrotra, 2005; Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009; Arumugam et al., 2012, 2013; Kasumu and Mehrotra, 2013). The rate of heat transfer through the deposit layer is dependent on the thermal driving force between the bulk “waxy” oil or mixture temperature and the cooler pipe-wall temperature. The overall rate of heat transfer is influenced by the convective (from the flowing crude oil and surroundings) and the conductive (from the pipe wall and deposit layer) thermal resistances in series. Mathematical models have been developed based on the moving boundary problem formulation for heat transfer associated with phase transformation (Bhat and Mehrotra, 2005, 2006, 2008; Mehrotra and Bhat, 2007, 2010; Arumugam et al., 2012, 2013). In the models based on this heat-transfer approach, involving (partial) freezing or solidification, the release of the latent heat of phase change accompanies the growth of a wax deposit layer close to the pipe wall, which is held at a temperature lower than the WAT of the flowing “waxy” crude oil. An assumption made in the heat-transfer mechanism is that the liquid–deposit interface temperature is equal to the WAT of the crude oil, or waxy mixture, throughout the deposition process. This assumption has been confirmed through measurements involving batch cooling experiments under static and sheared conditions (Bidmus and Mehrotra, 2008a, 2008b). It is pointed out that 28 the heat-transfer based deposition mechanism is able to explain solids deposition under both “hot flow” (with the wax mixture or crude oil temperature above the WAT) and “cold flow” (with the wax mixture or crude oil temperature below the WAT) conditions (Bidmus and Mehrotra, 2009, 2012; Arumugam et al., 2013). 2.3.2 Structure of the Wax Deposits The structure of wax deposits formed in pipelines during the deposition process is lamellar in nature and is similar to that of pure n-alkanes except for a conformational disorder that occurs in the interfacial region. The packing of the sub-cell is orthorhombic at room temperature and hexagonal at higher temperatures (Clavell-Grunbaum et al., 1997). Observation of the deposits with a cross-polarized microscope by Holder and Winkler (1965a) revealed that the wax crystallites have structures of platelets that overlap and interlock. The crystallization of the paraffins thus leads to the formation of gel deposits with a complex morphology (Singh et al., 2000). Gelling occurs when an adequate amount of solid paraffin crystals, enough for the formation of a solid network structure, have been formed. Wax deposits are therefore composed of liquid oil entrapped in a network of solid paraffin wax. Wax-oil gelation is due to the flocculation of orthorhombic wax crystallites that appear in solution during cooling (Dirand et al., 1998). The conditions at which the gel was deposited and the rate of gelation affects the composition of the gel. Studies have shown that as little as 2% of precipitated paraffin wax is sufficient to form a gel deposit (Holder and Winkler, 1965b; Singh et al., 2000). 29 2.3.3 Factors Affecting Wax Deposition Wax deposition starts to occur as soon as the pipe wall temperature becomes equal to or lower than the WAT, thus factors affecting the WAT are also important to wax deposition. For the single-phase oil some important factors considered to affect the value of WAT are composition, temperature, flow or shear rate and deposition time (Hammami and Raines, 1999). In addition to these, other factors that come into play in a two-phase oil–water emulsion include water content, flow pattern, emulsion characteristics, and deposition surface properties (Bruno et al., 2008; Zhang et al., 2010a, 2010b). 2.3.3.1 Effect of Composition The lower the paraffin content in the crude oil, the less likely it is that deposition will occur. For the single phase wax deposition, it was shown that when different wax-solvent mixture compositions are exposed to similar temperature conditions with respect to their respective WAT, the same amount of deposition occurs (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Fong and Mehrotra, 2007). However, when all the mixtures were exposed to identical operating conditions, those with a higher wax composition produced more solid deposits. Increasing the wax content of a crude oil increases its WAT, which in turn increases the possibility of deposition. Hammami and Raines (1999) suggested that while both n-paraffins and iso-paraffins tend to cluster together and precipitate from crude oil as wax solids, the iso-paraffins tend to delay the formation of wax nuclei and usually form unstable solids. Naphthenes or cyclo-paraffins tend to disrupt the wax nucleation process because they are stiff and bulky in nature, while aromatics are good solvents for paraffin waxes. Patton and Casad (1970) observed that an oil mixture 30 containing lighter paraffin waxes formed unstable deposits that easily flaked off the deposition surface while the oil mixture with heavier waxes formed structurally stronger deposits. A reduction in paraffin deposition from crude oil, in the presence of asphaltenes has been reported (Woo et al., 1984; Misra et al., 1995). Deposited asphaltenes could serve as nucleation sites for additional wax deposition. The presence of impurities and other amorphous solids in the oil might lower the energy barrier required for the formation of the critical wax nucleus (Hammami and Raines, 1999). Meray et al. (1993) reported that on adding light fractions to crude oil, the WAT of the crude decreased by as much as 15°C depending on the amount of light component added. Similar results were obtained by adding solution gas to the oil, making it live oil (Brown et al., 1993). The presence of water has been reported to decrease the amount of wax deposited, especially on a water-wet surface (Li et al., 1997). Using a cold finger experimental apparatus, a few studies have reported a decrease in the amount of solids deposition with increasing water cut for a two-phase oil–water deposition process (Abdel-Waly, 1999; Couto et al., 2008; Zhang et al., 2010a, 2010b). The same trend was also reported by Bruno et al. (2008) who used a flow loop experimental set-up. They stated that the increase in water cut diminishes the flow path of dissolved wax due to a higher concentration of water droplets. Couto et al. (2008) observed no difference in the amount of wax deposited when salt water was used instead of fresh water. Gao (2003) conducted oil/water two-phase wax deposition experiments with different water cuts in a 1.5-inch flow loop and found that wax deposition rate in the oil/water two-phase flow was higher than that in single phase flow. More recently, Hoffmann et al. (2012) performed two-phase, stratified oil/water flow loop experiments and reported higher deposit mass per unit area at a lower total flow rate. They also reported higher deposit thicknesses at higher water cuts and 31 attributed this to a higher degree of gelation, resulting from decreased shear stress. Sarica and Volk (2004) used the Tulsa loop to study two-phase wax deposition in both horizontal and vertical pipes. They concluded that wax deposition is a flow-pattern dependent phenomenon, with annular flows producing the thickest deposits in horizontal flow tests. In vertical flow tests, they reported that an increase in the oil superficial velocity results in thinner deposits. More recently, Panacharoensawad and Sarica (2013) studied single-phase and two-phase wax deposition, and they concluded that water did not have a direct impact on the deposit thickness and the deposit composition, for the case of water-in-oil dispersed flow. They also suggested that the direct impact of water content on wax deposition is mainly on the change in the shear and heat transfer behaviors which were found to have a strong impact on wax deposition. 2.3.3.2 Effect of Temperatures It was thought that the temperature difference between the bulk oil and the pipe wall or the outside temperature is the driving force required for deposition to occur (Agrawal et al., 1990; Creek et al., 1999; Wu et al., 2002). However, it has been shown that having a higher overall temperature difference does not necessarily translate into greater amount of deposition in wax deposition (Bidmus and Mehrotra, 2004; Mehrotra and Bidmus, 2005; Parthasarathi and Mehrotra, 2005). Wax deposition decreases as the temperatures of the crude oil and pipe wall or coolant increase relative to the WAT. Mehrotra and Bidmus (2005) showed that wax deposition could be prevented if the crude oil flows through a highly conductive pipeline maintained above a certain temperature given by: ℎ 𝑟 𝑇ℎ = WAT+ ℎ 𝑐 𝑟𝑜 (WAT− 𝑇𝑐 ) 2.7 ℎ ℏ 32 Where ℎ𝑐 and ℎℎ are the outside coolant and inside crude oil heat transfer coefficients respectively, 𝑟𝑜 and 𝑟ℏ are outside and inside pipe radii respectively, and 𝑇ℎ and 𝑇𝑐 are the crude oil and coolant temperatures respectively. It was shown that this temperature could be relatively high for sub-sea pipelines and that it would be energy-intensive and uneconomical to maintain the crude oil temperature at this value (Mehrotra and Bidmus, 2005). Bidmus and Mehrotra (2004) indicated that the temperature difference between the oildeposit interface and the pipewall is an important parameter for wax deposition. As the thickness of the wax deposit increases, it creates a thermal insulation that limits the rate of heat transfer and reduces further increases in the deposit mass (Cole and Jessen, 1960). For the two-phase oil–water wax deposition, some studies (Couto et al., 2008; Zhang et al., 2010a, 2010b) stated that wax deposition increases with the temperature difference between the bulk emulsion and the deposition surface, as the deposition surface temperature is reduced below the WAT of the waxy crude oils, while keeping the bulk emulsion temperature constant. However, Kasumu and Mehrotra (2013) reported results from two-phase deposition studies that showed that similar to single-phase wax deposition, the important temperature driving forces were difference between the waxy mixture temperature and the liquid–deposit interface temperature, and between the liquid–deposit interface temperature and the pipe-wall temperature. 2.3.3.3 Effect of Flow Rate and Shear Rate For the single phase wax deposition, it has been shown that the deposit mass decreases as the flow rate of the crude oil or waxy mixture is increased, regardless of flow being laminar or turbulent (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Fong and Mehrotra, 2007; Creek et al., 1999; Patton and Casad, 1970; Bott and Gudmunsson, 1977; Wu et al., 2002; 33 Jennings and Weispfennig, 2005; Tiwary and Mehrotra, 2009). The rate of shear at the wall was proposed to cause a sloughing or shearing off of the deposits that increases with increasing flow rate (Creek et al., 1999). This would start to occur when the cohesive and adhesive forces properties of the paraffin wax molecules and the deposition surface are overcome by the rate of shear (Bott and Gudmunsson, 1977). A cold spot wax deposition tester used by Abdel-Waly (1999), however, showed an initial increase followed by a decrease in the amount of wax deposited on the deposition surface as the shearing rate was increased. Abdel-Waly (1999) stated that the initial increase in deposition was because more and more paraffin was carried out by the moving oil rotation, providing a greater opportunity for deposition upon the cold spot surface, and that the viscous drag was still insufficient to cause wax removal. However, with an increase in stirring speed, the viscous drag exerted by the solution rotation tended to remove some of the accumulated wax. Deposits obtained from an increased flow rate have been found to be harder; containing lower fractions of embedded oil or solvent (Jessen and Howell, 1958; Hsu and Bubaker, 1995; Creek et al., 1999; Singh et al., 2000-2001; Cordoba and Schall, 2001b; Bidmus and Mehrotra, 2004; Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009). To explain the effect of shear rate on the deposition process, Mehrotra and Bhat (2007) proposed a model of the deposit comprising of individual cubical cages made of solid wax, with embedded liquid oil. They proposed that the application of a shear stress causes the tilting of the cubical cage, which causes a portion of the liquid phase to be “squeezed” out of the deposit. It was shown that the shear stress causes an enrichment of the solid wax phase in the deposit at high flow rates. 34 2.3.3.4 Effect of Deposition Time and Aging The rate of wax deposition on a surface decreases with time due to the thermal insulation provided by the initially deposited solids (Cole and Jessen, 1960). Thus, the amount of deposition increases with time, irrespective of the operating conditions, until it reaches an asymptotic value at steady state conditions. Using small scale laboratory set-ups, studies have shown that a thermal pseudo-steady state is attained in less than 30 minutes during deposition from waxsolvent mixtures under laminar and turbulent conditions (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009, Kasumu and Mehrotra, 2013). Laboratory studies also showed a negligible increase in the mass of the deposit after 4 hours. The wax content in the deposit has also been reported to increase with time (Creek et al., 1999; Singh et al., 1999-2001; Cordoba and Schall, 2001a, 2001b; Wu et al., 2002; Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009). This leads to a gradual hardening of the deposit layer with time that is referred to as “aging” (Creek et al., 1999; Singh et al., 1999, 2001). During aging, the gel-like structured deposit comprising a 3-dimensional network of solid wax with liquid oil entrapped in it undergoes a characteristic change with time, whereby it becomes richer in heavier paraffin content while the lighter paraffin content or the amount of entrapped oil simultaneously decreases. Singh et al. (2000) proposed a counter diffusion process in which wax molecules with carbon number below a certain critical value diffused out of the deposit while those with carbon number above this critical value diffused into the deposit. They observed that the aging process depended on the operating conditions and that it was a stronger function of the temperature difference across the deposit than of the compressive force due to the flow rates. Creek et al. 35 (1999) explained deposit aging using the phenomena of Ostwald ripening or the self-organization of the wax molecules in the deposit. From their laboratory studies, Fong and Mehrotra (2007) observed the aging process to be more pronounced at higher Reynolds numbers. 2.3.3.5 Effect of Surface Properties Wax deposition is affected by the material and properties of the pipeline inner surface. Studies indicate that the adhesion of the deposit onto a surface is a function of either wettability (free surface energy) and/or surface roughness. The theory that supports wettability suggests that paraffin deposit crystals are held in place by adsorption forces. These adsorption forces are dependent on the free surface energy possessed by both the paraffin and the surface (Patton and Casad, 1970). Cole and Jessen (1960) studied the effect of wettability on paraffin deposition in single-phase wax deposition experiments and observed that the amount of deposit decreased with decreasing free surface energy for a given temperature difference. They found that the temperature difference and the free surface energy acted independently in determining the amount of wax depositing. As the free surface energy of a deposition surface is reduced, a resultant decrease in the adsorption forces occurs. This results in a decrease in the amount of paraffin that can be retained on the deposition surface for the flow conditions present (Bott and Gudmundsson, 1977). More recently, Quintella et al. (2006) observed less deposition in pipelines lined with polypropylene than with those lined with high-density polyethylene and a vinyl acetate copolymer. This result was attributed to the higher contact angle (and hence, lower wettability) between the flowing crude oil and the polypropylene lined pipes. Li et al. (1997) performed two-phase oil–water wax deposition experiments in steel as well as glass-layered tubes and found that more wax was deposited on the steel tubes than was deposited on the glasslayered tubes. This occurrence was attributed to the greater wettability of the steel tube surfaces. 36 The surface roughness theory suggests that the roughness of the deposition surface is responsible for the adherence of the deposit onto the surface. The rougher the surface, the greater the frictional force on that surface that will keep the deposit from flaking away due to shear or flow rates. Jorda (1966) carried out wax deposition experiments using a cold spot test apparatus and concluded that the quantity, adhesion and the mean molecular weight of the paraffin that accumulates on the deposition surface increases as the surface roughness increases. He attributed the lower amount of wax observed on plastic coated surfaces when compared to metallic surfaces to the smoother surface of the plastic coated surfaces. However, (Patton and Casad, 1970) performed similar experiments and concluded that there was no correlation between surface roughness and amount of deposit. They found that paraffin waxes of lower molecular weight slid off or flaked off smooth surfaces while high molecular weight paraffins did not. The lower amount of deposit observed for plastic-coated surfaces was attributed to thermal insulation provided by the plastic layer. 2.3.3.6 Effect of Emulsion Characteristics Wax deposition in a multiphase flow is a complex process influenced by emulsion characteristics. For the two-phase oil–water system, emulsion preparation patterns including the stirring speed, stirring temperature, and addition method of the water phase have an extremely significant effect on emulsion characteristics (Zhang et al., 2010a). During the course of emulsion preparations, different droplet sizes and distributions generated by varying the mixing speed of the stirrer or varying the water cut may have a significant effect on the wax deposition. Using a cold-finger apparatus, Zhang et al. (2010a) studied the effect of emulsion characteristics on wax deposition from water-in-waxy crude oil emulsions under static cooling conditions and reported that wax deposition rate decreases as the stirring speed at which the emulsions were 37 prepared, increases. In other words, the wax deposition rate decreases with the decreasing droplet diameters of the dispersed phase and the resulting increasing amount of smaller droplets. However, Couto et al. (2008) performed cold finger experiments on two-phase oil–water emulsions using emulsions prepared at different speeds, the differences in the deposit mass observed for both mixing speeds were within the error band of the measurements. This means that either the emulsions prepared had comparable properties or the differences in their characteristics did not affect the deposition process for the range of parameters tested. They could not determine which of the above explanations to be valid as the emulsions were not thoroughly characterized. 2.3.4 Experimental Techniques for Wax Deposition Different types of experimental apparatuses and procedures have been developed over the years to study the wax deposition problem (Bidmus and Mehrotra 2004). The principle behind the operation and design of wax deposition experiments is to create a temperature difference between a surface and the crude oil mixture or sample. This produces the thermal gradient that induces deposition of wax on the surface. The apparatus should be capable of providing a means of measuring and monitoring the amount of deposit obtained under different operating conditions. The deposition data thus obtained can be correlated with an appropriate model. Four types of deposition experimental apparatus that have been developed over the years (Ellison et al., 2000, Bidmus and Mehrotra, 2004; Zougari et al., 2006). These are discussed in the following sub-sections. 38 2.3.4.1 Flow Loop Experiments The preferred apparatus for studying wax deposition is the flow or pipe loop system because it is the nearest in design to actual field conditions. This design has a double pipe heat exchanger in which cold fluid is pumped through the shell side and the oil mixture pumped through the tube side (Bidmus and Mehrotra, 2004). The oil is heated in a reservoir or tank and pumped through a pipeline in the form of a flow loop. Incorporated in the flow loop is the heat exchanger section. A large volume of oil is required in this method to maintain the flow loop, and in reality the loop system does not completely simulate actual field conditions. Also, the initial wax composition of the oil would change gradually as deposition occurs although this may not be significant in a flow loop with a large oil reservoir and a relatively small heat exchanger or deposition section. 2.3.4.2 Cold Spot or Finger After the flow loop, the cold finger apparatus is the next most commonly used experimental setup for wax deposition. It consists of a temperature-controlled cold deposition surface, usually in the shape of a metal finger that is submerged in a sample of the oil mixture at a temperature above its WAT. A cold spot is similar to a cold finger except that a flat disk is used as the deposition surface as opposed to a cylindrical surface. The warm oil mixture may be stirred with an agitator to simulate shear stress on the surface of the cold finger. The oil mixture close to the cold finger is cooled and wax deposits form on the surface of the cold finger. The main advantage of this setup over the pipe loop system is that less oil is required and it is economical and easy to set up. 39 2.3.4.3 Draft Tube Assembly The draft tube assembly is similar to the cold finger setup. It consists of an oil mixture reservoir that has a concentric tube heat exchanger or draft tube inserted within it down the centre (Bidmus and Mehrotra, 2004). Coolant flows through the annulus of the draft tube while deposition occurs on the inside wall of the inner tube. Flow of the oil mixture is created by an axial flow impeller placed at the exit of the draft tube. 2.3.4.4 Co-axial Shearing Cell The co-axial shearing cell is also similar to the cold finger setup. It consists of an outer stationary cylinder and a central rotating cylinder, with the oil mixture sample in the annular space. The cooled deposition surface can either be the outer wall of the central rotating cylinder or the inner wall of the stationary outer cylinder. The problem with the former approach is the difficulty in separating the coolant fluid flowing into the inner cylinder from the oil mixture while this cylinder is rotating simultaneously. The latter approach, where deposition occurs on the stationary cylinder, is easier to design and set up. 2.3.5 Wax Deposition Modeling One group of researchers have used the molecular diffusion approach to model the process of wax deposition from crude oil mixtures (Burger et al., 1981; Majeed et al., 1990; Svendson, 1993; Singh et al., 1999, 2001; Kok and Saracoglu, 2000; Ramirez-Jaramillo and Lira-Galeana, 2004). In this approach, the rate of wax deposition is modeled using a modified form of Fick‟s diffusion equation. The wax deposition flux was estimated this way by Burger et 40 al. (1981) in terms of the wax solubility coefficient for the oil, dC/dT, and the radial temperature gradient dT/dr, given as: dmd dC dT Dm A dt dT dr 2.8 where md is the mass of the deposit, C is the wax concentration, and Dm is the mass diffusivity. The molecular diffusion coefficient, Dm, may be estimated from reported correlations. A form of equation 2.8 was used by Singh et al. (1999, 2000, 2001) to model wax deposition and aging in wax–solvent mixtures. In their approach, the liquid–deposit interface temperature was back calculated from an energy balance, which predicted a gradual increase in its initial value, from close to the pipe-wall temperature, to the WAT at steady state. To determine the amount of wax deposited at equilibrium conditions, Agrawal et al. (1990) developed a mathematical equation by correlating the flow rate and the oil and wall temperatures from wax deposition experiments. Mehrotra (1996) commented on a similar correlation developed by Khan et al. (1995) and pointed out the limitations of interpolating or extrapolating an empirical model that has been fitted to experimental data. Another group of researchers have used the heat transfer approach to model the process of wax deposition from crude oil mixtures. Mehrotra (1990) suggested the use of a heat transfer analogy for wax deposition. He assumed that the heat transfer resistances due to the pipe wall and coolant flow were negligible, and developed the following correlation: hxd 2 xd kd D 2 xd D ln D 2 xd 1 (Td Tc ) (Th Td ) 2.9 41 The (hxd/kd) parameter was plotted against the temperature differential and flow rate results from the experiments performed by Agrawal et al. (1990) and was found to give an average value of 0.29 ± 0.19. This was suggested as a possible parameter for scale up. The pseudo-steady state conditions of wax deposition was examined by Bidmus and Mehrotra (2004). They suggested a dimensionless scale up parameter, d, defined as defined as the thermal resistance offered by the wax deposit relative to the overall thermal resistance. It also represented the ratio of the temperature difference across the deposit layer to the overall temperature difference, given as: d Rd T Twi d Rh Rd Rm Rc Th Tc 2.10 where Td is the temperature at the liquiddeposit interface, Twi is the inner wall temperature of the pipeline, and Th and Tc are the average oil and coolant temperatures respectively. d has been related to the amount of wax deposited for various process variables (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009; Kasumu and Mehrotra, 2013). A transient mathematical model based on heat transfer considerations for solids deposition from “waxy” mixtures in both radial and axial directions for established laminar flow in a pipeline was presented by Bhat and Mehrotra (2005, 2006). They modeled the solids deposition via a moving boundary problem formulation. They found that the rate of heat transfer at the liquid–deposit interface, as well as those in the liquid region and the deposit layer, influenced the growth of the deposit layer. At steady state, a smaller deposit thickness was predicted with pipe length for higher mixture temperature, pipe wall temperature, and inlet 42 Reynolds number. Recently, Arumugam et al. (2013) modified the model of Bhat and Mehrotra (2005), by including a correlation proposed by Kasumu et al. (2013), to predict wax deposition in a waxy mixture flowing in a pipeline in both the hot flow and cold flow conditions. They were able to match their predictions with the trends in laboratory experimental data reported by Bidmus and Mehrotra (2009). 2.4 Control and Remediation The steps involved in controlling wax deposition, in order of priority includes: predict/diagnose, prevent and mitigate/remediate the solid deposition (Leontaritis, 1996). Predicting the extent of wax deposition involves the estimation of WAT of the crude oil and the knowledge of factors that could affect the wax deposition. The factors can be adjusted, as is possible, for prevention. In cases where complete prevention fails, remediation becomes necessary. Various methods are being used in the industry to control the extent of wax deposition such as chemical treatment, mechanical methods, thermal methods and biological methods. In addition, a relatively new technology for controlling wax deposition is the 'cold flow' of crude oil. 2.4.1 Mechanical Methods These methods involve the use of various mechanical devices to physically scrap off the wax deposit from the pipe wall. Some of the devices include rod scrapers, paraffin cutters, plunger lifts and flowline pigs. The removal of wax deposits with these devices is done periodically. Pigs are the most commonly used mechanical devices to scrap off wax deposits. Some problems associated with the use of these devices include tubing wear from removal tools, 43 broken tool wirelines, stuck pigs, requiring flowline excavation, and capital expenditure for the equipment (Newberry et al., 1986; Aiyejina et al., 2011). To mitigate some of the problems, bypass pigs are used, which allows liquid to flow through in case of an accumulation ahead of the pigs to disperse the solids accumulated (Wang et al., 2008). In addition, operation of the pigs at short intervals before there is a large extent of deposition reduces the risk of stuck pigs. Recent improvements to this technology include the use of remote controlled tools on wheels that reduce the use of wirelines thereby eliminating the risk of severed lines. 2.4.2 Thermal Methods Thermal methods involve either the application of external heat on the deposition surface or the minimization of radiation heat losses from the pipeline. The heat losses can be minimized by insulating the pipeline or by maintaining a higher pressure in the flow lines to minimize cooling through dissolved gas expansion (McClaflin and Whitfill, 1984). Singh et al. (2007) demonstrated improved heat retention for wax control in an arctic environment using vacuuminsulated tubing. For the application of external heat, this can be done using several techniques, including the injection of hot water, hot oiling, steaming and the use of an electrical heating element (Becker, 2000). Hot oil serves as both a heater and a solvent for the wax deposits but can plug perforations, pumps or separators due to eventual cooling (Newberry et al., 1986). Heating elements are difficult to use in subsea pipelines and long flow lines. The application of heat on the deposition surface melts the deposit back into the oil. Methods have also been developed to make use of electromagnetic radiation and inductive heating to remove wax deposits in pipelines (Balakirev et al., 2001, Sarmento et al., 2004). Zhang et al. (2013) reported a 50% decrease in oil viscosity and 87.5% decrease in was 44 deposition rate from experiments in which magnetic paraffin control (MPC) was studied in a laboratory-scale oil circulating platform. 2.4.3 Chemical Method This method involves the use of solvents, pour point depressants, wax crystal modifiers, anti-sticking agents or a combination of any of these methods for controlling the deposition of paraffin wax. A generic wax inhibitor/dispersant and anti-sticking agent was developed and tested by Groffe et al. (2001), who suggested that the use of the chemical dispersant with antisticking properties can reduce the severity of wax deposition by lowering the WAT and simultaneously creating less adhesion between the wax deposit and the metal surface. Towler et al. (2011) observed a 59% reduction in deposition using wax inhibitors which are a combination of solvents, pour point depressants and wax crystal modifiers especially for crude oil obtained from the Dakota formation in Wyoming. The applicability of the chemicals for wax inhibition, however, is highly selective for a particular composition of the crude oil and the environmental conditions. The chemicals that are applicable to a particular production field may not be applicable to other fields, or even different wells within the same field. Ferworn et al. (1997) compared the effectiveness of the four different solvents used for inhibiting wax depositions with o-xylene, he found that the wax inhibition ability not only depended on the concentration of the solvents employed, but also on the type of wax being treated. Becker (2000) suggested a combination of the different methods, particularly thermal and chemical methods, for efficient and safer means of removing and controlling deposited solids in pipelines. 45 2.4.4 Biological Methods In this method, biological agents such as bacteria are used to prevent or remove wax deposits. The metabolic activity of select bacteria produce organics acids and alcohols that cause the bio-degradation of alkanes. However, the bacteria blend and treatment volume need to be determined for different crude oils and reservoir environments (Brown, 1992). 2.4.5 Cold Flow of "Waxy" Crude oils Most of the methods of control discussed above have limitations, including cost and selectivity, especially when dealing with long production lines or offshore facilities, and in some cases can lead to more problems in process equipment further downstream (Newberry et al., 1986). 'Cold flow' is considered an alternative approach to controlling and reducing solids deposition problems during the flow of “waxy” crude oil, especially in subsea un-insulated pipelines where the temperature of the surrounding environment can be well below the WAT of the fluid being transported. 'Cold flow' occurs when the liquid oil being transported contains suspended solid wax crystals, in the form of a slurry, and is transported through the pipeline under stable conditions with no wax deposition (Merino-Garcia and Correra, 2008). This can happen when the crude oil temperature falls between its WAT and PPT. Although very few studies can be found in the literature relating to 'cold flow' as a means of preventing wax deposition, there are numerous patents that suggest methods of creating “waxy” slurries. For application of 'cold flow' as an effective technology in controlling wax deposition, the precipitated solids in the bulk liquid phase should only act as nucleation sites and not deposit on the cold walls. Thus, the challenges faced by the cold flow technology include creating a stable slurry and the ability to cool the „waxy‟ crude oil to the pipe wall temperature below the WAT without depositing the solids on 46 the pipe wall (Merino-Garcia and Correra, 2008). Studies have shown 'cold flow' technology to be relatively successful in the prevention of gas hydrate formation during the flow of crude oil and natural gas (Gudmunsson, 2002). 47 Chapter Three: Experimental The experimental work included in this thesis is comprised of three parts; WPT–cooling rate experiments, single- and two-phase flow loop wax deposition experiments, and single- and two-phase cold finger wax deposition experiments. The experimental apparatuses and associated equipment, procedures and experimental designs used in all the different sets of experiments are described in this chapter. The properties and compositional analyses of the materials used are also discussed. Furthermore, the method of data collection and processing are explained. The WPT–cooling rate experiments were designed to investigate the effects of cooling rate and composition. The flow loop wax deposition experiments were designed to investigate the effects of water content, waxy mixture flow rate, waxy mixture temperature and coolant temperature on wax deposition. The cold finger experiments were designed to investigate the effects of deposition time, stirring rate and water content on wax deposition. It is noted that most of the information presented in this chapter on the WPT–cooling rate experiments have been published in Fuel by Kasumu et al. (2013), while most of the information on the flow loop wax deposition experiments have been published in Energy & Fuels by Kasumu and Mehrotra (2013). 3.1 Materials 3.1.1 Paraffin Waxes Two different paraffin waxes were used in this study. These were Conros Parowax supplied by Conros Corporation (Ontario, Canada) and Bernardin Parowax, which was available in retail stores locally. Conros Parowax was obtained in the form of small granules. It consists of n-alkanes in the range of C20 to C50 with a melting point range of 57–62 °C and a density of 915 kg m–3 at 23 °C (Fong, 2007). Bernardin Parowax was obtained in form of rectangular chunks 48 and consists of n-alkanes in the range of C21 to C58, with a melting point range of 57–61 °C and density of 912 kg m–3 at 23 °C. Conros Parowax has an average molecular weight of 414.2 kg kmol–1, equivalent to a carbon number of about 29 while Bernardin Parowax has an average molar mass of 420.9 kg kmol–1 that corresponds to a carbon number of about 30. Both paraffin waxes were characterized by simulated distillation in the In-Situ Combustion Laboratory (University of Calgary), using a HP 6890 series GC system. Details of the equipment and procedure used for the compositional analysis are discussed later. The results of the compositional analysis of the waxes are shown in Table 3.1 and Figure 3.1. 3.1.2 Solvents It was required that the solvents used in this study be non-volatile at temperatures up to 70 °C. One of the solvents used was Norpar13, a petroleum solvent obtained from Imperial Oil (Ontario, Canada). Norpar13 consists of n-alkanes ranging from C9 to C16 and has a density of 754 kg m–3 at 23 °C. It has a flash point of 97 °C. The other solvent used in this study was Linpar1416V obtained from APCO Industries Ltd. (Ontario, Canada), which consists of n-alkanes ranging from C10 to C20, with a density of 763 kg m–3 at 23 °C. Linpar1416V has a flash point of 117 °C. The flash point of both solvents, being greater than 90 °C, made it possible for their mixtures to be heated to 70 °C without the danger of ignition by errant sparks. The results of a compositional analysis of both solvents are as shown in Table 3.2 and Figure 3.1, while other properties of the solvents are shown in Table 3.3. 49 Table 3.1 Component C20 C21 C22 C23 C24 C25 C26 C27 C28 C29 C30 C31 C32 C33 C34 C35 C36 C37 C38 C39 C40 C41 C42 C43 C44 C45 C46 C47 C48 C49 C50 Composition of wax samples used in this study. Bernardin Parowax (mass %) 0.07 0.59 2.29 2.57 4.07 6.08 7.12 8.39 10.07 11.40 11.68 11.39 8.58 6.82 4.04 2.43 1.03 0.68 0.07 0.07 0.07 0.07 0.05 0.05 0.07 0.05 0.06 0.04 0.05 0.04 50 Conros Parowax (mass %) 0.43 1.17 1.80 2.44 3.35 5.23 8.63 10.16 8.85 9.09 8.09 7.07 7.12 4.13 4.94 3.25 3.87 2.26 2.39 1.33 1.23 0.92 0.69 0.34 0.28 0.30 0.20 0.16 0.09 0.09 0.05 80 14 Linpar1416V Bernardin Wax Conros Wax Norpar13 60 10 8 40 6 4 20 2 0 0 10 15 20 25 30 35 40 45 Carbon Number Figure 3.1 Composition of solvents and wax samples. 51 50 Wax Composition (mass%) Solvent Composition (mass%) 12 Table 3.2 Composition of solvents. Component Linpar1416V (mass %) Norpar13 (mass %) C9 - 0.03 C10 0.19 0.20 C11 0.18 1.80 C12 0.68 13.30 C13 2.91 51.30 C14 66.79 32.80 C15 23.42 0.60 C16 5.24 0.01 C17 0.16 ­ C18 0.16 ­ C19 0.15 ­ C20 0.15 ­ 52 Table 3.3 Selected physical and chemical properties of Norpar13 (Imperial Oil MSDS) and Linpar1416V (APCO Industries Ltd. MSDS) Property Value Norpar13 Linpar1416V Clear Liquid Light Yellow Oily Liquid 187 201 Boiling Point (oC) 221 – 248 248 – 284 Melting Point (oC) 0 4 Flash Point (oC) 97 118 Auto-Ignition Temperature ( oC) 229 204 Specific Gravity @ 16oC 0.760 0.768 Vapor Pressure @ 20oC (kPa) 0.01 0.01 Solubility in Water @ 25 oC (%) <0.01 Negligible 2.37 @ 25oC 2.3 - 2.5 @ 40oC 6.48 7.10 Appearance Average Molecular Weight Viscosity (cSt) Vapor Density (g/L, Air = 1) 53 3.1.3 Comparison of Compositions of Waxes and Solvents In Figure 3.1, the carbon number distributions of the waxes and solvents are presented. Norpar13 has an average molecular mass of 187 kg kmol–1 and a corresponding carbon number of approximately 13. The main constituents of Norpar13 are n-C13 and n-C14 with concentrations of 51.3 and 32.8 mass%, respectively. Linpar1416V has an average molecular mass of 201 kg kmol–1 and a corresponding approximate carbon number of 14. The main constituents of Linpar 1416V are n-C14 and n-C15, with concentrations of 64.5 and 22.6 mass%, respectively. Comparing the composition of the waxes and the solvents, it is seen that there is no carbon number distribution overlap between Norpar13 and Conros Parowax, and between Linpar1416V and Bernardin. Thus, all experiments in this study were performed with wax– solvent mixtures of either Conros Parowax + Norpar13 or Bernardin Parowax + Linpar1416V. This ensured that any compositional analysis done on the wax–solvent mixtures or wax deposits in this study could be interpreted easily. 3.2 Wax–Solvent Mixtures Because crude oils have a large number of different components that could either hinder or favor the precipitation and deposition of solids, simple and well-defined wax–solvent or wax– solvent–water mixtures were used, in order to avoid the complexity of crude oils. It was thus possible to work with different compositions without introducing additional uncertainties. The confidentiality constraints and huge costs associated with field samples were also avoided. The compositions of the wax–solvent mixtures used in the WPT–cooling rate experiments were 2, 4, 6, 8, 10, 15 and 20 mass% Parowax–Norparl3 mixtures. 54 The flow loop wax deposition experiments were performed with 6 mass% Bernardin Parowax–Linpar1416V mixture, containing 0, 5, 10, 15, 20, 25, and 30 vol% water. The cold finger wax deposition experiments were performed with 10 mass% Bernardin Parowax– Linpar1416V mixture, containing 10, 20 and 30 vol% water. Each mixture was prepared by dissolving the right amount of wax in the solvent, heating the mixture to about 70°C and holding at this temperature for 1 hour while stirring continuously. Continuous stirring was done to ensure that the wax was completely dissolved and that the mixture was homogenous. For mixtures that contained water, the right amount of tap water was added at a temperature close to that of the wax–solvent mixture. This also ensured that mixtures containing water were well-mixed water­ in-oil transient emulsions. Sample preparation procedures are given in more details in the sections describing the experimental procedures. 3.2.1 WPT Measurements The term WPT has been used in this study to define the temperature for the onset of solid formation under a measured, constant cooling rate, which distinguishes it from the WAT that is measured using the ASTM method. A constant cooling rate was employed using the equipment setup described in Section 3.3. Upon gradual cooling at a constant cooling rate, the highest temperature at which wax crystals were first observed visually (cloudiness) was taken to be the WPT of the waxy mixture. The measurement was done for the various wax concentrations ranging from 2 to 20 mass%, at cooling rates of 0.4, 0.3, 0.2, 0.1 and 0.05 oC/min. 55 3.2.2 WAT, WDT and PPT Measurements The wax appearance temperature (WAT) of seven prepared wax–solvent mixtures, ranging from 2 to 20 mass% Conros Parowax in Norpar13, were measured at atmospheric pressure using a modified ASTM D 2500-09 visual method (Tiwary and Mehrotra, 2004). It is noted that WAT values for Conros Parowax in Norpar13 mixture for some concentrations had been measured and published by other researchers (Fong and Mehrotra, 2007; Bidmus and Mehrotra, 2008b; Bidmus and Mehrotra, 2009). The prepared wax–solvent mixture sample was heated in a pour point tube to a temperature of about 70°C and held for an hour. The sample was then cooled at a cooling rate of 10°C/h to about 50°C, thereafter, the temperature of the sample was decreased in steps of 1°C and the sample held at that temperature for 15 min. At each constant temperature, the samples were checked visually for any sign of turbidity. Holding the sample at a constant temperature for 15 min ensured uniformity in the sample temperature before checking visually for any appearance of wax crystals. The highest temperature at which the sample showed turbidity was recorded as the WAT. Tiwary and Mehrotra (2004) showed that this method gave WAT values that compared well with WAT measurements from other methods. The WAT, WDT and PPT of seven prepared wax–solvent mixtures, ranging from 2 to 20 mass% of Bernardin Parowax in Linpar1416V, were also measured at atmospheric pressure using the same step-cooling method. The WDT, measured while heating, was taken to be the temperature at which all of the wax crystals were completely dissolved. The PPT, measured while cooling, was taken to be the temperature at which the sample ceased to flow. It is noted here that the actual WAT and PPT values may be higher than those obtained using the step-cooling method, giving an error of up to +1°C for this method. Similarly, the error associated with the WDT may be up to –1°C. To determine if the presence of water affected these temperatures, the WAT of the same mixtures, containing 5 vol% water, was measured and the results showed that the 56 presence of water had no effect on the measured WAT. The results of WAT measurements for Conros Parowax–Norpar13 mixtures and WAT, WDT and PPT measurements for Bernardin Parowax–Linpar 146V mixtures and are listed in Table 3.4. The values listed in Table 3.4 are presented graphically in Figure 3.2. The results in Table 3.4 and Figure 3.2 show that the WAT of Conros Parowax in Norpar13 is consistently greater than that of Bernardin Parowax in Linpar 1416V at all concentrations, even though the difference reduces slightly at concentrations higher than 8 mass%. As expected, the PPT of each Parowax–Linpar1416V mixture is less than its WAT; however, the difference between the WAT and PPT is not the same at all wax concentrations. The PPT data show a sharp decline at wax concentrations less than about 10 mass%. Also, the difference between the WDT and WAT for Parowax–Linpar1416V is not the same at all concentrations, this difference increases progressively at wax concentrations higher than 8 mass%. 57 Table 3.4 Experimentally determined WAT, WDT, and PPT Values. wax Conros Parowax Bernardin Parowax concentration WAT WDT PPT WAT (mass%) (oC) (oC) (oC) (oC) 2 28.0* 22.0 2.0 20.0 4 32.0* 27.0 8.0 25.0 6 35.0* 30.0 12.0 28.0 8 36.0 32.0 17.0 30.0 10 38.0** 38.0 22.0 32.0 15 41.0** 43.0 27.0 36.0 20 43.0** 48.0 33.0 38.0 * Bidmus and Mehrotra (2008b, 2009) ** Fong and Mehrotra (2007) 58 50 o Temperature ( C) 40 30 20 WAT - Conros Wax+Norpar13 WDT - Bernardin Wax+Linpar1416V WAT - Bernardin Wax+Linpar1416V WAT - Bernardin Wax+Linpar1416V+5 vol% Water 10 PPT - Bernardin Wax+Linpar1416V 0 0 5 10 15 20 Wax Concentration (mass%) Figure 3.2 Comparison of WAT values for Parowax–Norpar13 mixtures, and WAT, WDT and PPT values for Bernardin Parowax–Linpar 1416V mixtures (Kasumu and Mehrotra, 2013) 59 3.3 WPT–Cooling Rate Experimental Apparatus 3.3.1 Heating Bath A Polyscience temperature-controlled heated/refrigerated bath with an internal circulator, model 1187, supplied by VWR Scientific Products, was used to heat prepared wax–mixtures in copper tubes. Water was used as the heating bath liquid. 3.3.2 Cooling Bath The cooling bath was a Haake DC1-V Refrigerated Bath. In it was immersed a Haake D8 Immersion Circulator with built-in heating element, which was connected to a temperature programmer. Figure 3.3 shows the Haake DC1-V Refrigerated Bath with the Haake D8 Immersion Heater/Circulator. 3.3.3 Cooling Rate Controller A Haake PG 20 Temperature Programmer was used to control the cooling rate. It enabled temperature to be preset externally and varied following a time-linear program by providing resistance or voltage signals to the Haake D8 Immersion Circulator connected to it, in which case, a stepwise change of resistance of 0.1 ohm corresponds to temperature steps of 0.01 oC. It was possible to set this programmer in such a way that a temperature difference above a starting temperature could be specified for a heating phase (at a specified heating rate), a holding time for the hold phase at the attained temperature, and a cooling rate for the cooling phase after the duration of the hold phase. Figure 3.4 shows the Haake PG 20 Temperature Programmer. 60 Figure 3.3 Haake D8 Immersion Circulator immersed in a Haake DC1-V Refrigerated Bath. Figure 3.4 Haake PG 20 Temperature Programmer 61 3.3.4 Copper Pour Point Tubes In order to reduce the thermal resistance from the water bath to wax mixture, 3/8" x 6 inch (OD x L) flanged copper tubes were fabricated and used instead of glass pour point tubes. The bottom of the copper tubes were retrofitted with transparent plexiglass to facilitate visual observation of the wax mixture during the experiments. Figure 3.5 shows a photograph of the fabricated copper tubes. 3.3.5 Underwater Lighting An underwater LED light, model QL-72C purchased from Gulf Coast Consultants Inc. (BC, Canada) was used to project light from the bottom of the copper tubes to aid visual detection of the onset of formation of wax crystals in the wax mixture in the copper tube during the cooling process. Figure 3.6 shows the underwater lighting. 62 Copper tube flange Copper tube Plexiglass bottom Figure 3.5 Fabricated copper tube used for WPT measurements. 63 Figure 3.6 Underwater LED light, model QL-72C. 64 3.3.6 Thermocouple Data Acquisition System Thermocouples used for temperature measurements were the 6 inch T-type thermocouples (Cat. No. TMQSS-062G-6) obtained from Omega (Stamford, Connecticut, USA). A modular distributed input/output (I/O) system called FieldPoint, obtained from National Instruments (Austin TX, USA), was used for recording the thermocouple measurements. The FieldPoint system consisted of three components, namely, FP-TC-120 I/O module, FP-TB-1 terminal base, and the FP-1000 network module. The FP-TC-120 model is an 8-channel input module for direct measurement of thermocouple signals. It has eight individually calibrated channel differential inputs for thermocouples. A high accuracy 16 bit resolution analog-to-digital converter (ADC) with an ultra-stable voltage reference and built-in calibration circuitry digitized input signals in the FP-TC-120 I/O module. The FP-TB-1 terminal base is a general-purpose terminal base that was connected to the I/O module. It provided the screw terminals for the thermocouple wiring connections. It carries communications and power to the I/O module and could be used for any I/O module. The FP-1000 model network interface module, snapped together with the terminal base formed a local high-speed bus that was responsible for managing communications between the host personal computer (PC) and the I/O module. The power supply to the FieldPoint system was a 1 to 30 VDC adapter connected to screw terminals on the FP-1000 network interface module. The three individual units, connected together, formed the FieldPoint system and the thermocouples were wired to the terminal base. The thermocouple readings were recorded, in degrees Celsius, on the PC through National Instruments software, LabVIEW. All of the thermocouples used were calibrated using a mixture of water and ice, and boiling water. It was found that the temperatures deviated slightly from 0°C and 100°C. These temperature deviations were corrected for in a calibration file. 65 3.4 WPT–Cooling Rate Experiments 3.4.1 Experimental Procedure for WPT–Cooling Rate Experiments The compositions of the wax–solvent mixtures used in the experiments of this study were 2, 4, 6, 8, 10, 15 and 20 mass% Parowax–Norparl3 mixtures. After preparing each mixture with the required amount of wax and solvent, the mixture was heated to 70 °C in the Polyscience bath before transferring smaller quantities into the copper pour point tubes used for the experiments. Each mixture was then held in the pour point tubes at this temperature for 2 hours during which it was agitated vigorously every 30 minutes. The agitation was done to ensure not only complete dissolution of the wax in the solvent, but also homogeneity in the mixture. The Haake PG 20 Temperature Programmer connected to a Haake D8 Immersion Circulator with built-in heating element, which was immersed in a Haake DC1-V Refrigerated Bath (also at 70 °C) was preset to the desired cooling rate. After the 2 hour hold period, the flanged copper tube containing the wax–solvent mixture was held in the refrigerated bath directly above the lit underwater LED light, with aid of sheet of a plexiglass support with holes drilled in it. One thermocouple was used to monitor the temperature of the wax mixture in the copper tube while another was used to monitor the temperature of the water in the bath. The highest temperature at which wax crystals were first observed visually (cloudiness) was taken to be the WPT of the waxy mixture. Preliminary experiments showed that due to heat transfer limitations in the cooling bath, the highest cooling rate that could be used without having a lag in temperature between the water in the bath and the temperature reading on the programmer was 0.4 °C/min. Thus cooling rates used for these experiments were 0.4, 0.3, 0.2, 0.1 and 0.05 oC/min and the experiments were performed for the various wax mixtures. Repeatability was established by repeating one 66 experiment from every block of five experiments, and WPT measurements were found to be within ±0.8 oC. 3.4.2 Design of Experiments for WPT–Cooling Rate Experiments The main objective of the WPT–Cooling rate experiments was to determine the effect of cooling rate on WPT, the experiments were performed at five different cooling rates using seven different wax mixture compositions. Apart from the preliminary experiments, a total of 42 experiments (including repeat experiments) were performed for this study. Table 3.5 summarizes the conditions under which the experiments were performed. 67 Table 3.5 Operating Conditions for WPT–Cooling Rate Experiments Composition (Mass% Wax) 2 4 6 8 10 Cooling Rate (oC/min) Run Number 0.4 0.4 0.3 0.2 0.1 0.05 0.4 0.3 0.3 0.2 0.1 0.05 0.4 0.3 0.2 0.2 0.1 0.05 0.4 0.3 0.2 0.1 0.1 0.05 0.4 0.3 0.2 0.1 0.05 0.05 CR1 CR1-R CR2 CR3 CR4 CR5 CR6 CR7 CR7-R CR8 CR9 CR10 CR11 CR12 CR13 CR13-R CR14 CR15 CR16 CR17 CR18 CR19 CR19-R CR20 CR21 CR22 CR23 CR24 CR25 CR25-R 68 Block Number 1 2 3 4 5 Composition (Mass% Wax) Cooling Rate (oC/min) Run Number 0.4 CR26 0.4 CR26-R 0.3 CR27 15 0.2 CR28 0.1 CR29 0.05 CR30 0.4 CR31 0.3 CR32 0.3 CR32R 20 0.2 CR33 0.1 CR34 0.05 CR35 Note: R indicates a repeated run Block Number 6 7 3.5 Flow Loop Wax Deposition Experimental Apparatus 3.5.1 Flow Loop Design The objectives of these experiments were to investigate the effect of water content, mixture and coolant temperatures, and wax mixture flow rate (Reynolds number) in two-phase wax deposition experiments using wax–water–solvent mixtures. A bench-scale flow-loop apparatus was designed and fabricated to conduct the two-phase deposition experiments under turbulent flow conditions. The flow-loop apparatus consisted of a temperature-regulated cooling bath with a submersible pump for circulating the coolant water and a temperature-regulated heating bath holding a 24-L waxy mixture reservoir. Three submersible pumps, each having a flow rate of 0.037L/s were placed in the heating bath to aid circulation in the bath. Each of the temperature-regulated baths was used in conjunction with another temperature-regulated 69 recirculating bath. Other components of the flow loop design include a centrifugal pump for circulating the waxy mixture in the flow loop; a variable speed 4-blade disc turbine stirrer driven by air pressure; a flow sensor and ratemeter; calibrated T-type thermocouples; a temperature data acquisition system; 1” ID copper flow line; an air vent valve; a sample drain valve, a flowregulating valve, and a deposition section. Unlike the wax deposition study by Parthasarathi and Mehrotra (2005), the fabricated flow loop apparatus was not of a submerged pump design. In this design, a hole was drilled on one side of the heating bath as well as the bottom of the wax reservoir. Both were connected together using a 6 x 1.25 inch (L x ID) flanged stainless steel pipe. The other end of the stainless steel pipe was joined to a 1.25 x 0.75 x 1.25 inch copper Tee using reinforced rubber and metal clips, this enabled the draining of the wax reservoir, using a valve on the smaller opening of the copper Tee, without having to remove the wax mixture reservoir from the heating bath. The other end of the copper Tee was also connected to 1.5" male NPT connection leading into the inlet of the wax mixture pump. A 1" female NPT connection from the outlet of the pump was attached to a 1" brass union through a 1" ID copper pipe 2 inches in length, the other end of the brass union was attached to 1" ID copper pipe, which was attached to a 1" 45o copper elbow. The elbow was attached to a 1" ID copper pipe 6.5 inches in length, which was attached to another 1" 45o copper elbow. The second 45o copper elbow was attached to a 1" ID copper pipe, 2.5 inches in length, the copper pipe was attached to a third 45o copper elbow, which was attached to another 1" ID copper pipe, 2.5 inches in length. This copper pipe was attached to a fourth 45o copper elbow, which was attached to a 1" ID copper pipe, 24.5 inches in length. The 24.5 inch long copper pipe was attached to a second 1" ID brass union, which was attached to 1" ID copper pipe, 8.5 inches long and flanged on one end. The flange on the 8.5 inch long copper pipe was 70 used as an attachment to the plexiglass of the deposition section. Attached to the other end of the deposition section was another fanged 1" ID copper pipe, 2 inches in length, and was attached to a third 1" ID brass union. This brass union was attached to 2 inch long 1" ID copper pipe, which was attached to a fifth 45o copper elbow, which was in turn attached to a 2.5 inch long 1" ID copper pipe. This copper pipe was attached to a sixth 45o copper elbow, which was attached to a fourth 1" ID brass union through a 2 inch long 1" ID copper pipe. The other end of the fourth brass union was attached to a 4.25 inch long, 1" ID copper pipe, which was attached to a 1" brass ball valve used for regulating flow rate in the flow loop. The ball valve was attached to a 5.5 inch long, 1" ID copper pipe, which was attached to a seventh 45o copper elbow. The succeeding sections of the flow loop consisted of the following fittings attached in series: a 2.5 inch copper pipe (1" ID), 45ocopper elbow, 2.25" copper pipe (1" ID), 1" brass union, 1.5 inch copper pipe (1" ID), 1"–0.75" copper reducer, 4 inch copper pipe (0.75" ID), 0.75" threaded brass union, flow sensor, 0.75" threaded brass union, 1.5 inch copper pipe (0.75" ID), 0.75"–1" copper reducer (to which a 0.25" tube toggle valve was attached for sample drain), 1.5 inch copper pipe (1" ID), 1" brass union, 1.5 inch copper pipe (1" ID), 45o copper elbow, 2 inch copper pipe (1" ID), 45o copper elbow, and a Tygon® discharge line, 8 inches in length. This flow loop design had so many components and fittings because of the limitations of the available components and desired geometry. For example, an inclined deposition section was desired to aid drainage of the deposition section after each experiment, less pressure drop due to fittings was desired, thus the use of 45o elbows instead of 90o elbows, available flow sensor had a 0.75" inlet and outlet, while the flow line was 1" in diameter, amongst other considerations. In this flow loop, circulation of the waxsolvent and waxsolventwater mixtures was accomplished by using the centrifugal pump that was placed outside the reservoir and connected 71 to it. Downstream from the pump was a deposition section, a valve used for regulating flow rate, a flow sensor connected to a ratemeter used for measuring flow rate. Solids deposition took place on the inner surface of a co-current double-pipe heat exchange deposition section, described in Section 3.5.8. All parts of this flow loop were insulated to minimize heat loss to the surrounding. Figure 3.7 shows a schematic of the flow loop setup while Figure 3.8 shows a picture of the flow loop apparatus. Air Valve Deposition Section TC TC TC Coolant Out Coolant In Coolant Bath Flow Regulating Valve Stirrer Sample Drain Wax Mixture Reservoir Pump Figure 3.7 Flow meter Heating Bath Schematic of bench-scale apparatus for flow loop wax deposition experiments. 72 Figure 3.8 Bench-scale setup for flow loop wax deposition experiments. 73 3.5.2 Heating Bath and Associated Apparatus The Wax mixture reservoir was placed in a Precision Model 270 (Category # 51221036) Circulating Water Bath from VWR International (Cat. No. 13491-010). The bath has a built in heating element, electronic temperature controller, and an internal circulating pump. The internal dimensions of the bath are 36 x 18 x 9.5 inch (L x W x H). The bath also has a bottom tray protecting the heating element, with the bottom tray in place, the internal bath dimensions are 36 x 18 x 8.25 inch (L x W x H). To turn on the heating some hours before the start of the experiment, a power bar with a built in timer was used. As mentioned earlier, to aid the internal circulation of the heating bath and increase heat transfer and uniformity of water temperature in the bath during experiments, three additional pumps, (Model PE-A-PW) obtained from The Little Giant Pump Company (Oklahoma, USA), were used in the bath. To further help control the temperature of the heating bath, a VWR heated/refrigerated recirculating chiller (Model 1179, 230 volts) with an internal pump was used. The inlet and outlet of the heated/refrigerated recirculating chiller were fitted with 75 x 0.375 x 0.25 inch Nylaflow® nylon pressure tubing (GE Polymershapes Plastic, Calgary, AB) and placed in the heated bath to form a closed loop of recirculation of the heating fluid. 3.5.3 Cooling Bath and Associated Apparatus A Haake D8 Immersion Circulator with built-in heating element, which was immersed in a Haake DC1-V Refrigerated Bath, both obtained from Fisher Scientific were used in conjunction with a Polyscience heating/cooling bath (Model No. 1187) with an internal pump, for cooling the water pumped to the annulus of the wax deposition section. Two Tygon® tubings measuring 14 x 0.75 x 0.5 inch (L x OD x ID) were connected to an annealed copper tubing, coiled in a 10 inch diameter section measuring 140 x 0.375 x 0.25 inch (L x OD x ID) (Acklands, 74 Calgary, AB, Cat. No. FAR-CTG6), the other ends of the Tygon® tubings were then connected to the recirculator inlet and outlet. The annealed copper tubing was used as the heat transfer medium in the coolant bath to prevent the water in the recirculator from mixing with the water in the coolant bath. A submersible pump, (Model PE-2F-PW) The Little Giant Pump Company (Oklahoma, USA), was used to pump the coolant water at a rate of 0.0082 L/s. A Swagelok® female connector (B-400-7-8) fitting was used to connect a 49 x 0.25 x 0.1562 inches (L x OD x ID) Nylaflow® nylon pressure tubing to the coolant pump. The Nylaflow® nylon pressure tubing lead to the inlet of the annulus of the deposition section, a similar pressure tubing connected to the outlet of the deposition lead back to the coolant bath. Figure 3.9 shows the coolant bath with the annealed copper tubing connected to the coolant bath recirculator. 75 Figure 3.9 Coolant bath with the annealed copper tubing connected to coolant bath recirculator. 76 3.5.4 Wax Mixture Reservoir It was necessary for the wax reservoir to be made of a high thermal conductivity material and be large enough to contain a sufficient amount of wax mixture. The wax mixture reservoir was an aluminum container, 11.25 inches in diameter and 15.5 inches high. Since the stirrer was held at the center of the container, the lid of the container was cut across from the center to the circumference to enable it slide around the stirrer and still be used to cover the wax mixture during the experiments. A semi-circular cut about 1.2 inches in diameter and 2 inches deep was made from the top of the wax reservoir as a support for the copper pipe discharging wax mixture back into the reservoir at the end of the flow loop. To ensure adequate mixing and prevent formation a vortex during the two-phase experiments with wax–solvent–water mixtures, the wax reservoir was fitted with four baffles, each with a width of 0.94 inch. 3.5.5 Wax Mixture Stirrer Stirring was done with a 4-blade disc turbine mounted on a threaded stainless steel rod. The diameter of the turbine was 3.75 inches while each rectangular blade had dimensions of 0.94 x 0.75 inch (L x W). The stirring unit was connected to a straight-in-line drill and powered by compressed air. The compressed air was fed to the drill through a combined filter-regulator­ lubricator (FRL) unit. The FRL unit and the straight-in-line drill were obtained from AcklandsGrainger, Richmond Hill ON, Canada. The regulator on the FRL unit was pre-calibrated and had a pressure range of 10–150 psig (70–1050 kPag). The height of disc turbine was adjusted to be 0.33 times the height of the liquid in the reservoir during experiments. 77 3.5.6 Photo/Contact Tachometer A photo/contact tachometer obtained from ITM Instruments Inc. was used to measure the rotational speed of the stirrer used for mixing the waxsolventwater mixtures during the experiments. It was used in the photo mode and it measured the rotational speed in rotations per minute (rpm). 3.5.7 Wax Mixture Centrifugal Pump The pump used for circulating the wax mixtures through the flow loop was a centrifugal pump Model # COMSV33 obtained from Cole Palmer Instrument Inc (Chicago IL, USA). The pump head was made of 316 SS and had a maximum allowable operating temperature of 250°F. The pump was placed in a position that made the pump inlet the same vertical level as the bottom of the wax mixture reservoir to enable priming by gravity. The flowrate supplied by the pump was controlled with a valve located downstream from the pump outlet after the deposition section. Figure 3.10 shows the position of the pump. 78 Figure 3.10 Position of Wax mixture centrifugal pump. 3.5.8 Wax Deposition Section As mentioned earlier, the deposition section was a co-current double pipe heat exchanger under co-current flow conditions, such that the coolant flowed in the annulus of the deposition section. Wax deposition occurred on the inside surface of the heat exchanger that was similar to the one used by Fong and Mehrotra (2007). The deposition section consisted of a machined (6061 grade) aluminum tube, 1.0 1.3 4.0 inch (ID x OD x L), which formed the inner-tube of the double-pipe heat exchanger. Figure 3.11 shows the dimensions of the aluminum tube. 79 .125” .15” 1.5” 1” 4” Figure 3.11 Cross-section of Aluminum deposition tube (Fong, 2007). The outer-tube of the heat exchanger was a flanged plexiglass section with dimensions, 1.5 1.8 4.0 inch (ID x OD x L). The entrance flange measured 3.5 x 0.865 inches (OD x Thickness). The center hole on the outside the flange (copper pipe connection) was machined 1.132 x 0.4 inch (OD x Depth) with an inset groove for an O-ring. On the inside of this flange, the center hole was machined with two holes, one was 1.5 x 0.125 inch (OD x Depth) while the other, an inner hole, was machined 1 x 0.335 inch (OD x Depth). The entrance flange to the wax deposition section was sealed with 3 O-rings, sizes 1.125 x 1.3125 x 0.0937 inch (ID x OD x Thickness, #122) and 2.0 x 2.1875 x .0937 inch (ID x OD x Thickness, #136). The first O-ring (#122) was used in an inset groove to seal the entrance pipe to the wax deposition section, while the second O-ring, of the same size was used to seal, and hold in place, the wax deposition tube. The third O-ring (#136) was used to seal the annulus of the deposition section. A 0.125 inch FNPT threaded hole was drilled on the top of the entrance flange, in which a Swagelok ® 1/16” tube – 1/8” male connector (Cat. No. B-100-1-2) fitted with a thermocouple was attached. Four 0.266 inch diameter holes were drilled approximately 0.3 inch (edge to center,) from the edge of 80 the entrance flange. These were used to connect the entrance flange the body of the heat exchanger section. The inlet cooper pipe was attached using stainless steel socket head cap screws. The design of the exit flange was similar to that of the entrance flange except that the top hole was used for a pressurized air inlet (5 psig). The pressurized air inlet was regulated using a Swagelok® plug valve (Cat. No. B-4TA-1-2) in conjunction with ¼” tube – 1/8” NPT male adapter (Cat. No. B-4TA-1-2). Figure 3.12 shows the outside and the inside of the entrance flange while Figure 3.13 shows the plexiglass body of the wax deposition section. a Figure 3.12 b Picture of entrance flange. a) inner side, b) outer side (Fong, 2007) 81 a b Figure 3.13 Plexiglass body of wax deposition section. a) Side view, b) Front view: entrance section (Fong, 2007). The outside surface of the plexiglass tube was insulated with 2-cm thick styrofoam insulation to minimize heat exchange (qgain) with the surroundings. Figure 3.14 shows a cross sectional view of the wax deposition section without the end flanges. 82 Coolant Outlet Coolant Inlet Foam Insulation Coolant Flow Aluminum Tube 1.76" 1.5" Wax-Solvent Flow 1" 1.3" 3.5" Center Line Aluminum Tube Coolant Flow Foam Insulation 2.75" Plexiglass Shell 4.00" Figure 3.14 Plexiglass body of wax deposition section (Fong, 2007) 3.5.9 Wax Mixture Flow Regulator The wax mixture flow regulator was a 1" ball valve. A ball valve was chosen because its internal configuration provided the least obstruction to flow, and therefore minimum pressure drop resulting from the valve fitting. The valve was placed between the wax deposition section and the flow sensor. 83 3.5.10 Flow Sensor and Rate Meter The flow sensor (Model No. PS612BN40) was a pulsed output type flow sensor and was as used in conjunction with a Florite 700 series ratemeter (Part No. M750B1A1A) to measure and display the flow rate of the wax mixture. Both were obtained from Proteus Industries (Mountainview, California, USA). The ratemeter was purchased already pre-calibrated with water, however, Fong (2007) calibrated it with a 10% wax mixture and the measured flow rate was found to follow equation 3.1 as follows: Ah 0.770 Oh 3.025 3.1 where Ah is the flow rate in gal min–1 and Oh is the ratemeter reading in gal min–1. The entrance and exit of the flow sensor were connected to 0.75" ID threaded brass unions, which were connected to 0.75" ID copper pipes. 3.5.11 Wax Mixture Sample Drain For experiments performed with transient emulsions, it was important to make sure that the composition of the mixture in the wax mixture reservoir was the same as that flowing in the flow loop. The sample drain was thus used to collect samples from the flow loop. The samples were centrifuged and the water content of the samples were compared to the water content of the mixture in the wax mixture reservoir. The sample drain was a 0.25" tube toggle valve and was located at the end of the flow loop just before re-entry into the wax mixture reservoir. 84 3.6 Associated Equipment and Measurements 3.6.1 Centrifuge The centrifuge used for wax mixture samples was the VWR Centrifuge Clinical 200 (# C­ 0200-A-VWR). It was capable of centrifuging at speeds in the range of 250-600 rpm and had a timer mode that could be preset up to 30 min. An imbalance sensor is incorporated into the control loop to stop operation of the centrifuge in the case of an improperly loaded rotor. At the end of a run, dynamic braking brings the rotor to a quick and turbulence-free stop. 50 mL graduated conical plastic bottles were used in the centrifuge. 3.6.2 Temperature Measurements The thermocouple temperature data acquisition system is described in detail in section 3.3.6. All temperature measurements were done using 6-inch T-type thermocouples, thermocouples (Cat. No. TMQSS-062G-6) obtained from Omega (Stamford, Connecticut, USA). For the flow loop wax deposition experiments, four thermocouples were used to record temperatures at different locations throughout the deposition process. These temperatures were those of the waxy mixture inlet (Thi), coolant inlet (Tci), and coolant outlet (Tco), and the room (Troom). The outlet temperature of the waxy mixture (Tho,) exiting the deposition section, could not be measured reliably due to the existence of a radial temperature gradient (Fong and Mehrotra, 2007; Bidmus and Mehrotra, 2009; Tiwary and Mehrotra, 2009); hence, it was estimated from the energy balance given by equation 5.1 (included in Chapter 5). The thermocouple measuring the wax-solvent inlet temperature was attached using a Swagelok® male connector (Cat. No. B-100-1-2) while those measuring the coolant temperatures were attached using Swagelok® nylon male run tees (Cat. No. NY-200-3TMT) and Swagelok® reducing unions (Cat. No. NY-200-6-1). 85 3.6.3 Density Measurements A 25-mL pycnometer, was used to determine the densities of the wax and wax deposits. After collecting the wax deposit sample, it was homogenized by melting with a heat gun. Normal pycnometer procedure was used in wax deposit density measurement except that the wax deposit was melted to the bottom of the pycnometer to ensure that it did not float to the top when water was added. The densities of the wax–solvent mixtures were measured at different temperatures between WAT and about 65 °C using a 100 mL volumetric flask. 3.6.4 Viscosity Measurements The viscometer used in measuring the viscosities of the solvent and wax–solvent mixtures was a Haake rotational-type concentric cylinder viscometer, Model RotoVisco 1, obtained from ThermoFisher Scientific (Nepean ON, Canada). The viscosity measurements of the different wax solvent mixtures were done at atmospheric pressure, and at temperatures above their respective WAT. A temperature-regulated bath was connected to the viscometer for controlling the wax–solvent mixture temperatures during measurements. Tiwary (2002) showed that, for the range of temperature and at the shear rate used in this study, these waxy mixtures behave as Newtonian fluids. These measurements were done at a constant shear rate. 3.6.5 Titrator For all two-phase experiments performed with wax–solvent–water mixtures, the water content of the deposits was determined using a C20 Compact Karl Fischer Coulometer utilizing a generator cell without diaphragm. The Karl Fischer method is a chemical analysis procedure which is based on the oxidation of sulphur dioxide by iodine in a methanolic hydroxide solution. In the coulometric procedure, the iodine participating in the reaction is generated directly in the 86 titration cell by electrochemical oxidation of iodide until again a trace of unreacted iodine is detected. Faraday's law is used to calculate the amount of iodine generated from the quantity of electricity required. 3.6.6 GC Analysis of Samples Compositional analyses were carried out on the waxes, solvents, different compositions of mixtures of wax dissolved in solvent, and some deposit samples. These were performed in the In-Situ Combustion Laboratory of the Department of Chemical and Petroleum Engineering at the University of Calgary (Calgary, AB). The characterization was performed using a HP 6890 series Gas Chromatography (GC) system that used a simulated distillation method. The system was equipped with a fused-silica non-polar column measuring 10 m x 0.53 mm x 0.88 μm film (Separation Systems Inc., Florida, USA). A flame ionization detector (FID) was used to detect the hydrocarbon contents and HP ChemStation software was used to collect data. This method of analysis utilized a capillary column that was used to elute the hydrocarbons components in order of increasing boiling point. SimDist Expert V6.3 software was used in analyzing the GC results. Before each set of analysis, an n-alkane standard (C5-C66) SD-SS3E-5, obtained from Separation Systems, was used for calibrating the GC using ASTM D2887 extended method. The sample was prepared by dissolving it in carbon disulphide to produce an approximate 2% sample solution. 87 3.7 Flow Loop Experiments 3.7.1 Experimental Procedure for Flow Loop Experiments After assembling the flow-loop apparatus, the 24-L mixture reservoir was filled with the waxy mixture heated to about 65 oC and allowed to remain at this temperature for one hour, while stirring continuously to ensure homogeneity and to erase any thermal history. The temperatures of the heating, cooling and recirculating baths were set to the desired temperatures for each experiment. During trial experiments, it was observed that the temperature of the wax mixture was increased by energy input from the centrifugal pump. Similarly, the temperature of the coolant water was increased slightly as it flowed from the coolant bath to the inlet of the deposition section, thus these were accounted for in the temperature settings of the heating and coolant baths. The deposition tube was weighed with a precision of ±0.1 mg before inserting into the wax deposition section. Because the WAT of the used wax mixture was higher than the room temperature, the deposition tube was heated to a temperature above the WAT of wax mixture, to prevent premature wax deposition prior to turning on the coolant water pump. After attaining the desired heating bath and cooling bath temperatures, the wax-solvent pump and the temperature data acquisition system were turned on and the flow-regulating valve was adjusted to achieve the desired flow rate. The deposition process was commenced by turning on the coolant water pump to circulate the coolant water from the refrigerated-bath, through the annular-side of the heat exchanger. A timer was also started at the same time as the coolant water pump. During each deposition experiment, the readings of Troom, Thi, Tci and Tco were recorded using the temperature data acquisition system described in section 3.3.6. The wax mixture flow rate was also measured and recorded using the device described in section 3.5.10. The flow line downstream of the pump 88 was sufficiently long to provide fully-developed hydrodynamic flow conditions, leading into the removable deposition section. After a predetermined duration, the deposition experiment was terminated by stopping the wax mixture pump, followed by quickly draining the wax mixture from the deposition section (by opening the air-vent valve). It is noted here that previous deposition studies from our laboratory (Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009) have reported the likelihood of continued deposition unless the deposition tube is drained quickly. The draining process was aided by quickly opening the air-vent to a pressure of about 5 psig after each run, as well as an upward inclination of the heat-exchanger assembly. The coolant circulation was then discontinued and, after draining the coolant, the deposition section was dismantled to carefully recover the aluminum tube. The tube was then weighed on a Sartorius BP 210S balance with a precision of ±0.1 mg. The mass of the deposition tube was subtracted from the mass of the deposition tube with deposit to obtain the deposit mass. For all experiments performed with wax mixtures containing water, it was considered important to provide sufficient agitation to ensure the homogeneity of the mixture throughout the apparatus. For these experiments, the wax–solvent–water mixture in the wax reservoir was stirred with the stirrer described in section 3.5.5 and the rotational speed of the stirrer was measured with the photo/contact tachometer, described in Section 3.5.6. Stirring was done for about 15 minutes at a rate of 500 rpm at the beginning of each experiment to ensure complete dispersion of the water phase in the oil phase. The stirring was continued throughout the duration of the experiments. It was also important to ensure that the composition of the two-phase mixture in the wax mixture was the same as that flowing through the deposition section, thus samples of the waxy mixture were taken using the sample valve located at the end of flow loop 89 just before the mixture exited into the reservoir. The samples of wax mixture flowing through the deposition tube and held in the reservoir were centrifuged to measure their water contents. The water contents of the two samples were compared to confirm that the water fraction in the wax mixture flowing through the flow loop was the same as that in the reservoir. Results of this comparison are presented in Chapter 5. Another set of batch experiments was conducted to study the stability of the oil–water wax mixtures by observing phase separation in the suspension, under gravity, with time. These experiments indicated that the time required for a significant extent of phase separation was in the order of minutes and much more than about 1-2 second residence time in the flow loop. Wax deposits obtained from the two-phase experiments had water globules attached to them. The water content of the deposit was determined by dissolving the complete deposit in the Tetrahydrofuran and titrating the solution in a C20 Coulometric KF Titrator, already described in section 3.6.5. 3.7.2 Experimental Design for Flow Loop Experiments The factors that were studied in the two-phase flow loop wax deposition experiments were the inlet wax solvent temperature (Thi), inlet coolant temperature (Tci), the water content of the mixture and the wax mixture flow rate (Fh) or Reynolds number. A total of 43 flow loop wax deposition experiments, including 6 repeat experiments, were performed according to a design of experiments summarized in Table 3.6. The values of Thi were (WAT+7 °C) and (WAT+15 °C) while the values of Tci were (WAT–10 °C) and (WAT–20 °C). The wax concentration was 6 mass% , the water contents used were 0, 5, 10, 15, 20, 25, and 30 volume%, while the flow rate of wax mixtures was varied over 0.50–1.05 L/s (corresponding to 5600 < Re < 25300). A 90 constant coolant flow rate of 0.0082 L/s was used in all experiments, which produced a high enough heat transfer coefficient, hc. From the 6 repeated experiments, the average variability in the deposit mass was estimated to be 4.1% for the total deposit mass (including water) and 8.1% for the deposit mass on a water-free basis. Each deposition experiment was run for 1 hour. To ensure that steady state was achieved within the 1-h duration, four extended experiments were conducted over durations of 2 and 4 hours of deposition time. These extended experiments were performed at Re ≈ 10000, with Th = (WAT+7 °C) and Tc = (WAT–10 °C). Results, presented in Chapter 5, indicated that a deposition time of 1 hour was sufficient to achieve a thermal steady state and a relatively constant deposit mass. To avoid any significant compositional changes of the wax mixture in the reservoir between experiments, each prepared batch of waxy mixtures was used for up to 6 deposition experiments. It was estimated that the wax depletion from the wax mixture reservoir was not more than 3.5% of the original concentration. 91 Table 3.6 Conditions of flow loop wax deposition experiments (Wax concentration = 6 mass%, WAT = 28 °C ) variable number of levels values of each variable tested wax concentration, mass% 1 6 water content (total volume basis), vol% 7 0, 5, 10, 15, 20, 25, 30 inlet temperature of waxy mixture (Thi), ºC 2 WAT+7 and WAT+15 inlet temperature of coolant (Tci), ºC 2 WAT–10 and WAT–20 Reynolds number of 3 5600 < Re < 25300 waxy mixture (Re) (plus 1 repeat) time for deposition, h all experiments 1 1h extended experiments 2 2 and 4 h at Th = WAT+7, Tc = WAT–10, Re = 10000 92 3.8 Cold Finger Wax Deposition Experimental Apparatus All the heating, cooling and recirculation baths, wax mixture reservoir, wax mixture stirrer and photo/contact tachometer used for the flow loop wax deposition experiments were used for the cold finger wax deposition experiments. Other associated apparatuses such as the temperature data acquisition system, centrifuge, coulometric titrator and GC analysis equipment used for the cold finger wax disposition experiments were also the same as those used for the flow loop wax deposition experiments. 3.8.1 Cold Finger Design The cold finger was designed and fabricated to enable the study of the effects of water content on wax deposition, and to investigate the effects of shear rate and time (aging) on the wax deposits. The design of the finger was such that the coolant flowed within a pipe that was inserted in the reservoir of sheared wax mixture kept at constant temperature above the WAT of wax mixture. With this configuration, the wax deposition took place on the outside of the pipe wall, with heat being transferred from the outside of the pipe wall, across the pipe wall, and into the coolant flowing in the pipe. The cold finger apparatus consisted of a 0.375" OD Aluminum rod (used for clamping), 8.25 inches in length attached to a 0.375"–0.25" NPT copper reducer, which was connected to a copper tee (tee #1) having one 0.25" NPT and two 0.25" tube fittings. One of the 0.25" tube fittings on tee #1 was connected to a 0.25" OD stainless steel tube, 1 inch long. The 1 inch long stainless steel tube was used as a link for connecting another tee (tee #2) having one 0.25" NPT and two 0.25" tube fittings. The 0.25" NPT on tee #2 was connected to a 0.0625" tube used to hold a thermocouple in place for measuring the inlet coolant water to the cold finger apparatus, while the second 0.25" tube on tee #2 was the inlet of the coolant water. The second 0.25" tube 93 fitting on tee #1 was connected 0.25" OD stainless steel tube, 8.75 inch in length, which was the inner tube of the cold finger apparatus through which the coolant water flowed into the annulus of the cold finger. A 0.25"–0.375" tube male insert was attached to the stainless steel tube 0.32" below tee #1, the 0.375" connection of the tube male insert was connected to a 0.375" copper tee (tee #3), having three 0.375" tube fittings. One of the 0.375" tube fittings was attached to a 0.375" tube male insert, which was in turn attached to 0.25" stainless steel tube fitting. This tube fitting was attached to a 0.25" stainless steel tube, 0.875 inch long, which was connected to another tee (tee #4) having one 0.25" NPT and two 0.25" tube fittings. The 0.25" NPT was connected to a 0.063" tube fitting used to hold the thermocouple measuring the outlet coolant water temperature. The second 0.25" tube fitting on tee #4 was used as the coolant water outlet for the cold finger apparatus. The third 0.375" tube fitting on tee #3 was connected to a 0.375" OD copper tube, 5.75 inches long, which served as the wax deposition section. Only 3 inches of the total length of the copper tube was exposed as the deposition section, 2.125 inches of the length at the top and 0.325 inch of the length at the bottom were covered with 0.625" OD teflon. Teflon was used because of its insulating properties and very low affinity to wax. Figure 3.15 shows the schematic of the cold finger apparatus, while Figure 3.16 and Figure 3.17 are photographs of the cold finger apparatus in assembled and dismantled positions, respectively. 94 Coolant inlet Coolant outlet Stainless steel tube Copper tube Teflon insulator Figure 3.15 Schematic of cold finger apparatus. 95 Figure 3.16 Assembled cold finger apparatus. 96 Figure 3.17 Dismantled cold finger apparatus. 97 3.9 Associated Equipment and Measurements 3.9.1 Microscopy For the effect of deposit aging with time, samples of the wax deposits from experiments period for different period of time were studied under the microscope and pictures of the wax crystals were taken. A Carl Zeiss Axiovert S100 inverted optical microscope equipped with an Axiocam video camera was used to capture the images at 20X magnification. AxioVision software was used for image analysis. The microscope was connected directly to a computer on which the images of the wax crystals from the deposit samples were captured. The pictures taken were in .zvi format, but they were converted to jpeg format using the AxioVision LE software. 3.10 Cold Finger Experiments 3.10.1 Experimental Procedure for Cold Finger Experiments The experimental procedure used for the cold finger experiments was similar to the one used for the flow loop experiments, the difference being that the wax mixture was not being pumped by any pump, rather the cold finger assembly was inserted into the stirred wax mixture kept at a constant temperature in the heating bath. It was ensured that the cold finger was inserted into the wax mixture at the same position in the wax mixture reservoir as much as possible, for all experiments, and that the stirrer was at the same position as much as possible. However, the height of the stirrer was adjusted according to the height of the fluid in the reservoir. This was done to reproduce the similar hydrodynamic and shearing conditions for all experiments. After the wax mixture and coolant had attained the desired set temperatures, the deposition process was commenced by turning on the coolant water pump to circulate the coolant water from the refrigerated-bath, through the stainless steel tube and then filling up the annular region between the stainless steel tube and the copper tube, such that the inside of the copper 98 tube was constantly at a temperature lower than the WAT of the wax mixture. A timer was also started at the same time as the coolant water pump to determine the duration of the each experiment. During each cold finger deposition experiment, four thermocouples were used to record the temperature of the wax mixture above its WAT, Th, the inlet and outlet temperatures of the coolant, Tci and Tco respectively, and the temperature of the room, Troom, using the temperature data acquisition system described in section 3.3.6. At the end of the predetermined duration of the experiment, the deposition experiment was terminated by removing the cold finger from the wax mixture reservoir. The mass of the deposited wax was determined by scraping the deposit off the cold finger into a pre-weighed sample bottle with a spatula, while passing warm water through the cold finger. The sample bottle with the deposit in it was then weighed on a Sartorius BP 210S balance with a precision of ±0.1 mg. For all experiments performed with wax mixtures containing water, to ensure adequate dispersion of water in the oil–water dispersion, samples of the wax mixture in the reservoir were withdrawn at depths similar to that of the exposed surface of the cold finger (while stirring), these samples were centrifuged to determine the water content of the samples. The water content in the samples were compared to those of that of the wax mixture in the reservoir. Stirring was done at a rate of 500 rpm at the beginning of each experiment to ensure adequate dispersion of the water phase in the oil phase. The stirring was continued throughout the duration of the experiments. Results of this comparison are presented in Chapter 6. Determination of the water content of wax deposits from two-phase cold finger experiments was done the same way as was done for deposits from flow loop experiments. 99 3.10.2 Experimental Design for Cold Finger Experiments The factors that were studied in the 2-phase cold flow wax deposition experiments were the effect of time (aging), water content of the mixture, and the stirring rate of the wax mixture. Apart from the preliminary experiments, a total of 43 cold finger wax deposition experiments, including 7 repeat experiments, were performed according to a design of experiments summarized in Table 3.7. The values of Th was (WAT+3 °C) while the value of Tci was (WAT– 15 °C). The wax concentration was 10 mass% while the water contents used were 0, 10, 20, and 30 volume%. Two stirring rates of 250 and 500 rpm were used and experiments were done for different durations ranging from 5 min to 24 h. Two very short duration experiments were performed for 30 s and 2 min. The short duration experiments were performed at a stirring speed of 250 rpm. A constant coolant flow rate of 0.0303 L/s was used in all experiments, which allowed for a high enough heat transfer coefficient, hc. Again, to avoid any significant compositional changes of the wax mixture in the reservoir between experiments, each prepared batch of waxy mixtures was used for up to 6 deposition experiments. It was estimated that the wax depletion from the wax mixture reservoir was not more than 1.5% of the original. 100 Table 3.7 Conditions of cold finger wax deposition experiments (Wax concentration = 10 mass%, WAT = 32 °C) variable number of levels values of each variable tested wax concentration, mass% 1 10 water content (total volume basis), vol% 4 0, 10, 20, 30 inlet temperature of waxy mixture (Th), ºC 1 WAT+3 inlet temperature of coolant (Tci), ºC 1 WAT–15 stirring speed 2 250, 500 rpm all experiments 9 0.1, 0.2, 0.5, 1, 2, 4, 8, 12, 24 h short duration experiments 2 0.01 and 0.03 h, 250 rpm stirring speed (0% water content) time for deposition, h 101 Chapter Four: Results of WPT–Cooling Rate Experiments The results presented in this chapter have been published in Fuel by Kasumu et al. (2013). As suggested by Paso et al. (2009), the term WPT has been used in this study to define the temperature for the onset of solid formation under a constant cooling rate, which distinguishes it from the WAT, that is measured using a stepwise cooling (and at an uncontrolled rate) as in the ASTM method. The main objective of the WPT–Cooling Rate experiments was to investigate the effect of cooling rate and wax concentration on WPT. As described earlier, experiments were carried out using mixtures of seven different wax concentrations and at five different cooling rates. The effects of cooling rate and wax concentration in the wax mixture are discussed in this chapter. Tiwary and Mehrotra (2004) reported WAT measurements on six prepared wax–solvent mixtures using a modified ASTM D 2500-09 visual method and found the results to compare well with those obtained from other methods, including CPM, DSC and viscometry. The average absolute differences between the WAT measurements from the visual method and the other methods were reported to vary from 0.3% to 5.8%, with an overall average absolute difference of 1.7%. As mentioned previously, the WAT measurements are performed typically without taking into consideration the cooling rate during the cooling process. For example, the visual method prescribed in ASTM Standard D 2500-09 does not specify any specific cooling rate to be used. However, the effect of cooling rate on the crystallization process and the phase transformation temperature has been reported for pure paraffins and mixtures (Hammami and Mehrotra, 1995). 102 4.1 Effect of Cooling Rate Figure 4.1 shows the variation of experimental and predicted WPT values for different compositions of the prepared Conros Parowax–Norpar13 mixtures using the modified visual method at constant cooling rates in the range of 0.05–0.4 oC/min. The effect of cooling rate on the measured WPT values is nearly linear such that the WPT is higher at a lower cooling rate. Figure 4.1 also shows values of WAT for all of the seven compositions, using a 1oC stepwise cooling process in which the cooling rate was not controlled or measured (Fong and Mehrotra, 2007; Bidmus and Mehrotra, 2008b; Bidmus and Mehrotra, 2009). It is observed that the WAT values match the WPT values at cooling rates varying between 0.2 and 0.4 oC/min. 103 45 20% 15% 40 8% o WPT ( C) 10% 35 6% 4% 30 2% WAT 25 0.0 0.1 0.2 0.3 0.4 0.5 Cooling rate (o C/min) Figure 4.1 Variation of WPT with cooling rate for different Conros Parowax– Norpar13 mixture compositions. 104 All of the WPT data obtained in this study were fitted to several correlations and Equation 4.1 was found to be the best fit. It relates WPT to the cooling rate and the wax concentration. WPT = f1 + f2x + f3lny 4.1 In Equation 4.1, WPT is in oC, x is cooling rate in oC/min, and y is wax concentration in mass %. The regressed values of parameters f1, f2 and f3 were 24.17±0.21, –4.155±0.494 and 6.684±0.087, respectively. The t-values for parameters f1, f2 and f3 were 114.2, –8.40 and 76.9, respectively. For the data used, Equation 4.1 was found to have a coefficient of determination, r2, of >0.99 and a standard error of 0.37. The average absolute difference between experimental and calculated WPT values was less than 0.3 oC. Calculations were made using Equation 4.1 to obtain the variation of WPT with cooling rate and composition. Figure 4.2 is a scatter plot of the experimental and calculated values of WPT, which shows that except for one data point all data are fitted by Equation 4.1 within 95% confidence limits. 4.1.1 Significance of Cooling Rate Recently, Arumugam et al. (2013) used the relationship between WPT, x and y in Equation 4.1 to achieve the transition from the 'hot flow' to the 'cold flow' regime in a wax mixture flowing in a cylindrical pipeline. The significance of the cooling rate in transitioning from the 'hot flow' to the 'cold flow' regime is illustrated in Figure 4.3. The solid line in Figure 4.3 represents the WPT predictions from Equation 4.1 as the cooling rate is varied for a 6 mass % wax–solvent mixture. The area above the WPT line is the one-phase liquid region (corresponding to the „hot flow‟ regime) whereas the area below the WPT line is the two-phase liquid–solid region (corresponding to the „cold flow‟ regime). The points a, b and c in Figure 4.3 105 represent the different states for the 6 mass% mixture at 35 oC, when cooled at different cooling rates of 0.4, 0.27 and 0.1 oC min–1. Between points a and b, the mixture would be one-phase liquid; however, from points b to c, the mixture would exist in the two-phase (liquid + solid) state. That is, starting from point a, when the cooling rate decreases to approximately 0.27 oC min–1 (at point b), Equation 4.1 predicts the transition from one liquid phase to two (liquid and solid) phases. Line d–e–f in Figure 4.3 illustrates the cooling of the same mixture from 36.5 oC to 35.5 oC at a constant cooling rate of 0.1 oC min–1, for which the solid phase is predicted to precipitate at a temperature of 35.7 oC (at point e). Line g–h–i in Figure 4.3 corresponds to the cooling of the same mixture from 34.8 oC to 33.8 oC but at a higher constant cooling rate of 0.4 C min–1, for which the solid phase is predicted to precipitate at a temperature of 34.5 oC (at o point h). Thus, for the same 6 mass% wax–solvent mixture, an increase in the cooling rate from 0.1 oC min–1 to 0.4 oC min–1 is predicted to decrease the WPT from 35.7 oC to 34.5 oC. It is pointed out that the wax precipitation process illustrated by Line a–b–c in Figure 4.3 is more relevant for the transition from the hot flow regime to the cold flow regime of the waxy mixture used in this study, flowing in a pipeline under cooling conditions. 106 45 o Calculated WPT ( C) 40 35 30 25 25 30 35 40 45 Experimental WPT (oC) Figure 4.2 Comparison of calculated and experimental WPT values for Conros Parowax– Norpar13 mixtures (dotted curves show 95% confidence limits). 107 37 one phase region (liquid) temperature (T), oC d 36 e f b a 35 c g h 34 two phase region (liquid+solid) 33 0.0 0.1 i 0.2 0.3 0.4 0.5 cooling rate (|dT/dt|), oC min-1 Figure 4.3. The effect of cooling rate on the wax precipitation temperature and liquid-to-solid phase transformation for w29 = 6 mass%. 108 4.2 Effect of Composition Figure 4.4 shows the variation of WPT with the mixture composition, where the effect of Conros Parowax concentration on WPT, for all cooling rates, is seen to be more pronounced at lower wax concentrations. The WPT values increased with increasing concentration of Conros Parowax in Norpar13. This is an expected trend that has been reported previously in literature (Hammami and Mehrotra, 1995; Guo et al., 2006; Paso et al., 2009). 109 50 0.1 oC/min 0.2 oC/min WPT (oC) 45 0.3 oC/min 0.4 oC/min 40 35 30 25 0 5 10 15 20 parowax concentration (mass%) Figure 4.4 Variation of WPT with Parowax–Norpar13 mixture composition at different cooling rates as predicted by Equation 4.1. With the WPT being dependent on the cooling rate, it may not correctly represent the thermodynamic liquidus temperature for the liquid-to-solid phase transformation process. It is emphasized that Equation 4.1 is based on experimental results for prepared waxy mixtures over a 110 cooling rate range of 0.05–0.40 oC/min and a wax concentration range of 2–20 mass %. Since Equation 4.1 was obtained by fitting the WPT data, its extrapolation to other waxy mixtures or “waxy” crude oils, at wax concentrations or cooling rates outside the range of the experimental measurements of this study, should be done with caution. 111 Chapter Five: Results of Two-Phase Flow Loop Wax Deposition Experiments In this chapter, results are presented from the 2-phase wax deposition experiments using the flow loop apparatus. This study extends the single-phase laminar (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005) and turbulent flow (Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009) deposition studies from our laboratory into the two-phase regime. The experimental program investigated the effects of water content, waxy mixture temperature (above the WAT), coolant temperature (below the WAT), and Reynolds number (or shear rate). Since all experiments were performed with the waxy mixture temperature held above the corresponding WAT, the liquid phase did not contain any solid phase; that is, all of the experiments were performed under the “hot flow” conditions. Also presented is the steady-state heat transfer model that was used to analyze the results from the flow loop wax deposition experiments. This model has been successfully utilized to analyze experimental results from "hot flow" wax deposition under laminar and turbulent flow conditions (Bidmus and Mehrotra, 2004; Parthasarathi, 2005; Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2008; Bidmus and Mehrotra, 2009). 5.1 Steady State Heat Transfer Model In the steady-state heat-transfer model used for the flow loop experiments, the „hot‟ waxy mixture (comprising wax, solvent and water), held at a temperature higher than its WAT (Th > WAT) and flowing through a tube, is cooled by a coolant, held at a temperature below its WAT (Tc < WAT) and flowing through an annular region. Heat transfer from the waxy mixture to the coolant results in a radial temperature gradient, which leads to the formation of a deposit-layer, provided the inside tube-wall temperature, Twi, is less than the WAT. The rate of heat transfer is 112 decreased because of the additional thermal resistance offered by the deposit-layer. The depositlayer continues to grow in thickness until a thermal steady-state is attained, when all thermal resistances become constant. At thermal steady-state, the rate of heat transfer across the waxy mixture, the deposit layer, the tube wall, and the coolant will be equal. The temperature profile across the four thermal resistance in series, during the wax deposition process, is shown schematically in Figure 5.1. For the double-pipe heat exchanger configuration, used co-currently in the flow loop apparatus, the rate of heat transfer at steadystate is equal to the rate of thermal energy released by the waxy mixture and the rate of thermal energy accepted by the coolant, as follows: Thi Tci Tho Tco h C h (Thi Tho ) m c C c (Tco Tci ) q gain U i Ai qm lnThi Tci / Tho Tco 5.1 where m h and m c are mass flow rates of the wax mixture and coolant streams respectively, Ch and Cc are the average specific heat capacities of the mixture and coolant streams respectively, Thi and Tho are the inlet and outlet wax mixture temperatures respectively, Tci and Tco are the inlet and outlet temperatures of the coolant respectively, Ui is the inside overall heat-transfer coefficient, and Ai is the inside pipe surface area. The term qgain accounts for the rate of thermal energy gained by the coolant from the ambient. From the heat transfer calculations, qgain was estimated to be less than 2% of the rate of heat transfer, q. 113 C wax deposit Th pipe wall Td Two Twi Tc xd ri ro Figure 5.1 Temperature profile during wax deposition. 114 The combined thermal resistance can be expressed as a sum of four individual thermal resistances in series, i.e. ln( ri /( ri x d )) ln( ro /ri ) 1 1 1 = Rh + Rd + Rm + Rc 2πk d L 2πk m L 2ro Lhc U i Ai 2 (ri x d ) Lh h 5.2 where, Rh = [2π(ri–xd)Lhh]–1, Rd = [(2πLkd)/ln{ri/(ri–xd)}]–1, Rm = [(2πLkm)/ln{ro/ri}]–1 and Rc = [2πroLhc]–1. Next, the following equalities are obtained by equating the heat flux through each of the four thermal resistances included in UiAi: k d (Td Twi ) k (T Two ) hc (Two Tc ) q hh (Th Td ) m wi Ai ri /(ri xd ) ri ln( ri /(ri xd )) ri ln( ro /ri ) ri /ro 5.3 where hh and hc are the individual convective heat-transfer coefficients for the wax mixture and coolant streams respectively, xd is the average deposit-layer thickness, kd and km are the average thermal conductivities of the deposit and pipe-wall respectively, and Td is the liquid–deposit interface temperature. Using the experimental data for q, Ai, Th, Tc, hh, hc, ri, ro, xd and km, the four equalities in equation 5.3 can be solved simultaneously to obtain Twi, Two, Td and kd. The two important quantities of interest in the heat-transfer modelling approach are Td and kd. Note that, at steady-state, xd, kd and Td are assumed to be constant over the entire deposition surface. Bidmus and Mehrotra (2004) proposed a dimensionless ratio, d, which is the ratio of the deposit layer thermal resistance to the combined or total thermal resistance under thermal steady state conditions. It represents the fractional thermal resistance offered by the deposit layer and is given by the ratio of the temperature drop across the deposit layer to the overall temperature difference as follows: d Rd T Twi d Rh Rd Rm Rc Th Tc 5.4 115 where Rh, Rd, Rm, and Rc, are the thermal resistances corresponding to the waxy mixture, the deposit layer, the tube or pipe wall, and the cold stream respectively, and are defined in equation 5.2. Similar ratios can be obtained for the other three thermal resistances, as follows: h T Td Rh h Rh Rd Rm Rc Th Tc m T Two Rm wi R h Rd R m Rc Th Tc 5.5 5.6 c Rc T Tc wo R h Rd R m Rc Th Tc 5.7 Note that, at all times, (h +d + m +c) = 1. Heat transfer calculations were performed over the range of experimental conditions used in this study, to predict the effect of the deposit layer thickness on h, d, m, andc during the 2-phase deposition process. Figure 5.2 shows a set of predicted results from the calculations showing the effect of the deposit layer thickness (relative to the inside pipe radius), xd/ri, on each of the individual fractional thermal resistances. It can be observed that for a small deposit thickness, the convective thermal resistance due to the wax-solvent mixture (h) is the predominant thermal resistance. However, as the deposit layer thickness increases, h decreases while d (due to the deposit layer) increases sharply until the deposit layer begins to offer the dominant thermal resistance when xd exceeds about 3% of ri. As shown in Figure 5.1, the largest temperature gradient at this point would occur across the deposit layer. Figure 5.2 also shows that, for a typical set of experimental conditions, the thermal resistances due to convection in the coolant 116 (c) and conduction through the pipe walls (m) are negligible, compared to the combined thermal resistance. 1.0 d Predicted Fractional Thermal Resistance, Re = 20000 0.8 h 0.6 0.4 0.2 c m 0.0 0.00 0.05 0.10 0.15 0.20 Deposit Thickness, (xd / ri) Figure 5.2 Predicted effects of deposit-layer thickness on fractional thermal resistances (kd = –1 –1 0.38 W m K , Re = 10000). 117 5.2 Estimation of Heat Transfer Coefficients, hh and hc To solve equation 5.3, estimates of the convective heat transfer coefficients for the waxy mixture and coolant fluid, hh and hc, were required. These were obtained by performing a series of non-depositing calibration experiments, in which both the waxy mixture and the coolant were held at temperatures above the WAT of the wax mixture. These calibration experiments were performed using the same coolant flow rate of 0.0082 L/s used in the actual deposition experiments, thus hc was assumed to be constant. For the relatively small temperature ranges involved in the experiment, any variation in the properties of the waxy mixtures was ignored and it was assumed that hh Re. These assumptions simplified equation 5.2 for the non-depositing calibration experiments. Equation 5.2 was simplified as follows: Ui = ( Re– + )–1 5.8 The calibration experiments were carried out for wax mixtures containing 0 and 10 vol% water. Data for the average specific heat capacity, Cc, and density of water were obtained from Perry‟s Handbook (Perry et al., 1997). Using equation 5.1, the experimental Ui was obtained, a regression analysis with equation 5.8 yielded estimates of the values of to be 0.8 and to be 0.00037 and 0.00051 for waxy mixtures containing 0 and 10 vol% water respectively. The values of were 0.001 and 0.0007 for waxy mixtures containing 0 and 10 vol% water respectively. With = 0.00037 and km = 237.8 W m–1 K–1, hc was estimated to be 2137 W m–2 K–1. Values for hh for all other waxy mixtures containing different amounts of water were extrapolated and hh varied between approximately 465 W m–2 K–1 and 1900 W m–2 K–1, depending on the flow rate (or Re) and water content of the waxy mixtures. Figure 5.3 shows a comparison of the experimental and correlated Ui for all four compositions of waxy mixtures used. The average relative deviations between the experimental 118 and calculated Ui were 8.0% and 2.9% waxy mixtures containing 0 and 10 vol% respectively. As shown in Figure 5.2, at xd/ri > 0.02–0.03, the deposit offered the dominant thermal resistance; hence, the deposition calculations were not affected significantly as a result of any uncertainty in the estimation of hh or hc. 119 800 Calculated U i (W m-2 K-1 ) 700 0% Water 10% Water 600 500 400 300 300 400 500 600 700 800 Experimental U i (W m-2 K-1 ) Figure 5.3 Comparison of experimental and correlated overall heat transfer coefficient, Ui, for wax mixtures (obtained from experiments performed under non-depositing conditions). 120 5.3 Properties of Wax–Solvent, Wax–Solvent–Water Mixtures and Deposit Samples 5.3.1 Density of Wax–Solvent and Wax–Solvent–Water Mixtures All flow loop experiments were performed with wax mixtures containing Bernardin Parowax as the wax and Linpar1416V as the solvent. The density of the Bernardin Parowax– Linpar 1416V mixtures was required for the determination of flow characteristics, such as the Reynolds Number at each flow rate. The densities of the Linpar1416V and 6, 10 and 20 mass% Bernardin Parowax-Linpar1416V mixtures were measured at different temperatures above the WAT as described previously. The density data were fitted using the following linear correlation to express density as a function of temperature (with r2 > 0.99): so ln a1 a2Th 5.9 The regression constants a1 and a2 are listed in Table 5.1 while Figure 5.4 shows the variation of density with temperature for the solvent and wax mixtures. The density of two-phase wax mixtures containing water was estimated as a weighted average of those for the wax–solvent mixture and water. 121 Table 5.1 Density regression constants for equation 5.9. wax concentration, constants in density correlation mass % a1 (kg m-3) a2 (kg m-3K-1) 0 774.6 0.2 –0.522 0.005 6 779.3 0.1 –0.535 0.003 10 792.6 0.4 –0.533 0.008 122 775 770 soln (kg m-3) 765 760 755 750 10 mass% 6 mass% APCO 1416V fitted, eq 5.9 745 740 735 20 30 40 50 60 70 Temperature (oC) Figure 5.4 Variation of the density of Bernardin Parowax-Linpar1416V mixtures with Temperature. 123 5.3.2 Specific Heat Capacity of Wax–Solvent and Wax–Solvent–Water Mixtures Energy balance calculations and estimation of the mixture outlet temperature (Thout) required the use of the specific heat capacity of Bernardin Parowax-Linpar1416V mixtures. The average specific heat capacity of each mixture, Ch, was estimated as the weighted-average of the heat-capacities of the components in the mixture. The component specific heat capacities were estimated from a group contribution method developed by Jin and Wunderlich (1991). The effect of temperature on the specific heat capacity of the three mixtures is shown in Figure 5.5. The following correlation (with r2 ≈ 1.00) was used to fit the estimated specific heat capacities: Ch = c1 + c2 Th 5.10 The regression constants for equation 5.10 are listed in Table 5.2. The specific heat capacity of two-phase wax mixtures containing water was estimated as a weighted average of those for the wax–solvent mixture and water. 124 2420 -1 -1 Specific Heat Capacity, Ch (J kg K ) 2410 2400 2390 2380 2370 2360 10 mass% 6 mass% Linpar1416V fitted, eq 5.10 2350 2340 10 20 30 40 50 60 70 Temperature (oC) Figure 5.5 Specific heat capacities of Bernardin Parowax-Linpar1416V mixtures. 125 Table 5.2 Regression constants for equation 5.10, the specific heat capacity of mixtures of Bernardin Parowax in Linpar1416V. wax concentration constants in specific heat capacity correlation mass % c1 (J kg-1 K-1) c2 (J kg-1 K-2) 0 2326 1.313 6 2330 1.305 10 2333 1.300 126 5.3.3 Viscosity of Wax–Solvent and Wax–Solvent–Water Mixtures The viscosity of Bernardin Parowax–Linpar1416V mixtures was required for the calculation of Reynolds numbers at different temperatures. The results obtained from viscometer measurements are shown in Figure 5.6, which presents the variation of the viscosity of the mixtures with temperature. It is observed that viscosity of the mixture increases with concentration of wax in the mixture. The viscosity–temperature data for each mixture were fitted to Equation 5.11 (with r2 > 0.99): = 10–3 exp [b1 + b2 / (Th + 273.15)] 5.11 The regression constants b1 and b2 are shown in Table 5.3. The viscosity of the two-phase waxy mixture was estimated using the Brinkman correlation (Brinkman, 1952) for the viscosity of dispersions, given in equation 5.12. m = c (1 – φd) –2.5 5.12 where m is the viscosity of the mixture, c is the viscosity of the continuous phase, and φd is the volume fraction of the dispersed phase. 127 0.7 0.6 ln (), in mPa s 0.5 0.4 0.3 0.2 10 mass% 6 mass% Linpar1416V fitted, eq 5.11 0.1 0.0 2.9 3.0 3.1 3.2 3 3.3 3.4 -1 1/T X 10 (K ) Figure 5.6 Viscosities of various Bernardin Parowax-Linpar1416V mixtures at wax concentrations from 0-10 mass%. 128 Table 5.3 Viscosity regression constants for viscosity equation 5.11. wax concentration, constants in viscosity correlation mass% b1 b2 0 –4.25 0.04 1442 12 6 –4.53 0.02 1540 5 10 –6.28 0.03 2129 9 129 5.3.4 Density of Deposit Samples The deposit density was required for estimating the average deposit-layer thickness, xd, and for relating the deposit density to the average temperature and the Reynolds number. The deposit samples used in these measurements were all from the 1-h experiments performed with wax mixtures containing no water and at Thi = (WAT+7°C) and Tci = (WAT–10°C). A pycnometer was used to measure the deposit density. The correlation relating deposit density to the Reynolds number and the average temperature is shown in equation 5.13, which gave the best overall fit for the data (out of several other forms of correlations tested). d = d1 + d2 Re–1 + d3 (WAT – Tdavg) 5.13 where Tdavg denotes the average deposit temperature. Regression constants d1, d2 and d3 in equation 5.13 are 788.1, -358000 and 0.784 respectively. The extent of deposition was expressed as the mass of deposit per unit inside tube or deposition surface area, , and it is related to the deposit layer thickness, xd, and the deposit density, d, as follows: Ω = d [{ri2 – (ri – xd)2}/2ri] 5.14 Equation 5.14 was used along with the experimental deposit density and deposit mass per unit area to determine the average deposit thickness. 130 5.4 Thermal Steady State For the steady heat transfer model to be used in predicting the extent of wax deposition, it was necessary to ensure that the experiments had attained a thermal pseudo steady state before stopping the experiments. Previous deposition experiments carried out with similar waxy mixtures in both the laminar and turbulent flow regimes showed that a thermal steady state was attained within 30 min (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009). To ensure that steady state was achieved within the 1-h duration, four extended experiments were conducted over durations of 2 and 4 hours of deposition time. These extended experiments were performed at Re ≈ 10000, with Th = (WAT+7 °C) and Tc = (WAT–10 °C). Results, shown in Figure 5.7, indicated that a deposition time of 1 hour was sufficient to achieve a thermal steady state and a relatively constant deposit mass. 131 0.40 Deposit Mass with Water (kg m-2) Deposit Mass without Water (kg m-2) -2 Deposit Mass/Area, (kg m ) 0.35 0.30 0.25 0.20 0.15 0.10 0 1 2 3 4 5 Time (h) Figure 5.7 Variation of deposit mass per unit area, with time for extended experiments. 132 Deposition experiments indicated that the thermal steady-state was attained within 10-20 min. The data for the gain in coolant temperature, (Tco – Tci), versus deposition time are shown in Figure 5.8 for the experiments at Th = (WAT+7 °C) and Tc = (WAT–10 °C) with 0, 10, 20 and 30 vol% water at three levels of Re. In all experiments, (Tco – Tci) was high initially but it decreased rapidly to about 1-3 °C within 10 min, and the thermal steady-state was reached in less than 10-20 min. The temperature profiles in Figure 5.8 are similar to those reported previously for single-phase deposition studies under laminar (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005) and turbulent flow (Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009) which also showed the deposition process to be relatively fast, requiring less than 10-20 min to reach the thermal steady-state in the benchscale apparatus. The temperature profiles in Figure 5.8 also show that (Tco – Tci) is larger at higher Re of the wax mixture. This is attributed to a decrease in the convective thermal resistance, Rh, and a corresponding smaller deposit-layer thickness at higher Re. As shown in equation 5.1, (Tco – Tci) is directly proportional to the rate of heat transfer. Thus, an increase in the Re would yield a higher rate of heat transfer at steady-state. 133 6 0% Water Re = 12500 Re = 18900 Re = 25300 5 4 3 2 1 0 10% Water Re = 10000 Re = 15300 Re = 20100 20% Water Re = 7600 Re = 11600 Re = 15400 5 o Gain in Coolant Temperature, [Tco - Tci] ( C) 6 4 3 2 1 0 6 5 4 3 2 1 0 6 30% Water Re = 5600 Re = 8600 Re = 11500 5 4 3 2 1 0 0 10 20 30 40 50 60 Time (min) Figure 5.8 Approach to thermal steady-state during deposition shown by the difference in coolant temperature for 1-hour experiments at Thi = (WAT+7ºC) and Tci = (WAT–10ºC) for wax mixtures with 0, 10, 20 and 30 vol% water content. 134 5.5 Estimation of Liquid–Deposit Temperature (Td) and Deposit Thermal Conductivity (kd) The results were analyzed with equations 5.1 and 5.3 to predict the liquid–deposit interface temperature, Td, and the average deposit thermal conductivity, kd. The four heat-flux equalities in equation 5.3 were solved to obtain Twi, Two, Td and kd. From the steady-state data of each experimental run, the measured Tc was used to estimate Two, which was then used to estimate Twi. The measured Th was then used to estimate Td, which was in turn used to estimate the average thermal conductivity of the deposit, kd. The ratio ri/(ri – xd) in the first two equalities of equation 5.3 can be written as (1 – xd/ri)–1. When xd/ri 1, Td estimated from the first equality of equation 5.3 is less sensitive to xd. The heat flux through the deposit layer, described by the second equality in equation 5.3, contains Td, kd and xd, which makes the calculated kd more sensitive to xd. This is because, even though the term (1 – xd/ri) remained close to 1 for most experiments, the term –ln(1 – xd/ri) in the second equality in equation 5.3 varied with xd/ri. Thus, a small experimental uncertainty in xd caused a relatively larger variation in the estimated kd than in Td. Using the heat transfer calculations for all 1-h deposition experiments, the calculated Td was found to be 28.5±2.0 oC, which compares very well with the experimentally measured WAT of 28.0 oC. These results support similar findings from single-phase wax deposition studies by Bidmus and Mehrotra (2004), Parthasarathi and Mehrotra (2005), Fong and Mehrotra (2007) and Tiwary and Mehrotra (2009). Note that Bidmus and Mehrotra (2008a, 2008b) also reported the experimentally measured liquid–deposit interface temperature to be approximately equal to the WAT of waxy mixtures. The summary of all 1 h experiments is presented in Table 5.4. 135 Table 5.4 Average Reynolds number, Re, estimated average liquid–deposit interface temperature, Td, and average deposit thermal conductivity, kd, at different hot and cold stream temperatures . wax mixture temperature, Th coolant temperature, Tc (oC) (oC) WAT+7 WAT-10 WAT+7 measured average estimated (Td) average deposit thermal conductivity, kd (W m-1 K-1) 8900 28–29 27.8±1.4 0.35±0.11 WAT-10 13400 28–29 28.3±1.0 0.40±0.11 WAT+7 WAT-10 17900 28–29 28.4±1.4 0.42±0.10 WAT+7 WAT-20 9300 28–29 27.4±1.5 0.29±0.12 WAT+15 WAT-10 16200 28–29 30.9±2.9 0.33±0.13 WAT+15 WAT-20 16600 28–29 28.7±3.2 0.47±0.21 28.5±2.0 0.38±0.13 WAT (oC) Average Re All 1 h experiments 136 As shown in Table 5.4, the average deposit thermal conductivity, kd, was calculated to be 0.38±0.13 W m–1 K–1, which compares well with those reported for single-phase deposition experiments under turbulent flow (Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009). The relatively high standard deviation, indicated by ±0.13 W m–1 K–1, in the calculated average kd, can be attributed partly to the variations in Re, which resulted from changes in the viscosity of waxy mixtures because of the addition of water. The results did not show any trend between the deposit water content and the estimated deposit thermal conductivity. The average kd of 0.38 W m–1 K–1 is higher than those reported for deposits under laminar flow (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005). The higher kd values could be attributed to the higher deposit wax-content due to turbulent flow. 5.6 Effect of Deposit-layer Thickness (xd) on the Rate of Heat Transfer (q) and the Inside Tube-wall Temperature (Twi) Calculations were performed with the above heat-transfer model to explore the effects of deposit-layer thickness (xd) on the rate of heat transfer (q) and the inside tube-wall temperature (Twi). As shown in Figure 5.9, it was found that, at typical experimental conditions used in this study, both q and Twi decreased sharply with an increase in xd. For example, for an average deposit layer thickness of 1 mm (or xd /ri = 0.079), q was predicted to decrease by 67% with a corresponding lowering of Twi by about 3 oC. These results confirm a recent observation by Bidmus and Mehrotra (2012) that the average tube-wall temperature, Twi, should not be assumed to remain constant after the deposition process begins because of the significant thermal resistance offered by the deposit layer. 137 1.0 4 0.8 o 3 q/q o 0.6 2 0.4 1 0.2 0.0 0.0 [(Twi)o - Twi] ( C) q/qo [(Tw i)o - Tw i] 0.1 0.2 0.3 0.4 0 0.5 x d /r i Figure 5.9 Predicted effect of deposit-layer thickness (xd) on the rate of heat transfer and inside tube-wall temperature (Twi) 138 5.7 Effect of Process Conditions on Flow Loop Wax Deposition The results for the mass of the deposit-layer from 1-h experiments performed with waxy mixtures of different water content, flow rate (or Re) and the temperatures of the waxy mixture (hot) and coolant water (cold) streams are presented and discussed below. The deposit mass per unit deposition area is denoted by Ω (in kg m–2). For the deposition experiments performed in this study, xd varied from about 0.1 mm (Ω 0.075 kg m–2) to about 0.9 mm (Ω 0.639 kg m–2). Thus, for the 2.5-cm diameter deposition tube, the relative deposit thickness, xd/ri, varied from about 0.008 to 0.068. It is noted that the deposit-layer thickness values in this study are much smaller than those obtained under single-phase laminar flow (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005), but are comparable to those from single-phase turbulent flow (Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009) of similar waxy mixtures. 5.7.1 Effect of Water Content on Deposit Mass For the hot and cold stream temperatures of (WAT+7) and (WAT–10), respectively, Ω increased as the water content increased from 0 vol%, reaching a peak at 10 vol% water content. As the water content in the waxy mixture increased further, Ω decreased and remained almost constant until the water content reached 30 vol%, when another increase was observed. This same trend was noted for all three average Re. Figure 5.10 is a plot of the ratio (Ω/Ωo), which relates the deposit masses obtained from waxy mixtures with water and without water. It shows that increasing the water content in the waxy mixture increases Ω/Ωo at 10 and 30 vol% water content. It also shows the variation of the average values of Ω/Ωo (at all three Re values) with water content. 139 1.4 Re=8900, Th=WAT+7, Tc=WAT-10 Re=13400, Th=WAT+7, Tc=WAT-10 Re=17900, Th=WAT+7, Tc=WAT-10 Average for all Three Re Values 1.3 1.2 1.1 1.0 0.9 0.8 0.7 0 5 10 15 20 25 30 35 r(vol%) Figure 5.10 Effect of the water content in the wax mixtures on the deposit mass per unit area, Ω. 140 Figure 5.11 presents the results for the variation in the deposit mass with the water content in the waxy mixture. The three plots in Figure 5.11 show the individual effects of the waxy mixture temperature, Th, the coolant temperature, Tc, and the Reynolds number, Re. The specific effects of these parameters on the deposition process and the deposit mass are discussed in the following sub-sections. 5.7.1.1 Effect of Th on Deposit Mass For the two-phase wax deposition study, the effect of Th was evaluated relative to the WAT of each waxy mixture in terms of (Th – WAT). Figure 5.11(a) shows that the deposit mass increased with decreasing Th. That is, the deposit mass was observed to be higher for a lower (Th – WAT). These results are consistent with those reported previously from single-phase experiments in both laminar (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005) and turbulent (Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009) flow regimes as well as the model predictions (Bhat and Mehrotra, 2005; Bhat and Mehrotra, 2006; Mehrotra and Bhat, 2007; Mehrotra and Bhat, 2010). Previous experimental investigations (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009; Bidmus and Mehrotra, 2009) have established that the deposit mass is not directly related to the overall thermal driving force for heat transfer, (Th – Tc); instead, the extent of solid deposition has been shown to depend on two thermal driving forces, namely (Th – WAT) and (WAT – Tc). As mentioned previously, in the thermally-controlled wax deposition approach, it is assumed that Td ≈ WAT throughout the deposition process, which has been verified through batch deposition experiments under static and sheared cooling (Bidmus and Mehrotra, 2008a; Bidmus and Mehrotra; 2008b). 141 5.7.1.2 Effect of Tc on Deposit Mass Previous studies on single-phase wax deposition (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009; Bidmus and Mehrotra, 2009) have shown that the deposit mass increases with a decrease in Tc or an increase in (WAT – Tc). Again, this observation has been supported by the predictions from a mathematical model based on the moving boundary problem formulation (Bhat and Mehrotra, 2005; Bhat and Mehrotra, 2006; Mehrotra and Bhat, 2007; Mehrotra and Bhat, 2010). The effect of Tc in this two-phase wax deposition study was also evaluated relative to the WAT of each waxy mixture in terms of (WAT – Tc). Figure 5.11(b) shows that the deposit mass increased with decreasing Tc. That is, the deposit mass was observed to be higher for a higher (WAT – Tc) or a lower Tc. These results are consistent with those reported previously from the same single-phase experiments in both laminar and turbulent flow regimes as well as the model predictions. 5.7.1.3 Effect of Flow Rate or Reynolds Number on Deposit Mass Figure 5.11(c) shows the variation of Ω with water content at three average Reynolds numbers. As shown by the three sets of results in Figure 5.11 (c), the deposit mass per unit area, Ω, decreases with an increase in Re. This is because an increase in Re causes an increase in hh (and a corresponding decrease in the convective thermal resistance, Rh). For the same Th and Tc, a lower Rh implies that the deposit thermal resistance, Rd, would also decrease, which implies a decrease in the deposit-layer thickness, xd, and consequently a lower deposit mass or Ω. The overall effect of these changes is that the rate of heat transfer is higher at higher Re due to a lower convective thermal resistance, Rh, as well as a lower conductive thermal resistance, Rd, offered by the deposit-layer. 142 (a) Tc=WAT-10 0.6 Th =WAT+7, Re=13400 0.4 Th =WAT+15, Re=16200 0.2 -2 Deposit Mass/Area, (kg m ) 0.0 (b) Th =WAT+7 0.6 0.4 0.2 Tc=WAT-10, Re=8900 Tc=WAT-20, Re=9300 0.0 (c) Th =WAT+7 0.6 Tc=WAT-10 0.4 0.2 Re=8900 Re=13400 Re=17900 0.0 0 5 10 15 20 25 30 Water Content of Waxy Mixture (vol%) Figure 5.11 Variation in the deposit mass at different water contents; (a) Effect of waxy mixture temperature, Th, (b) Effect of coolant temperature, Tc, and (c) Effect of Reynolds number, Re. 143 5.7.2 Effect of Wax Mixture Water Content on Deposit Water Content Figure 5.12 shows a scatter plot of the variation of the measured water content in the deposit with the water concentration in the waxy mixture. The water content in the deposit is observed to be consistently lower than that in the waxy mixture; however, a trend or correlation between the two quantities is not observed. That is, there does not appear to be a relationship between the water content in the deposit and the water concentration in the waxy mixture. As shown in Figure 5.12, the water content of several deposit samples was measured to be close to 0 vol%. It is, therefore, likely that the measured water content of the deposit may not be related to the deposition process but it might represent “wetness” of the deposit surface. 144 Water Content of Deposit (vol%) 30 25 20 15 10 5 0 0 10 20 30 Water Content of Waxy Mixture (vol%) Figure 5.12 mixture Comparison of the water content of deposit to the water content of the wax 145 5.7.3 Effect of Reynolds Number on Deposit Water Content The scatter plot in Figure 5.13 shows the variation of the measured deposit water content with Re, where no trend is observed between these two quantities. Since the deposit mass is known to decrease with an increase in Re, the results in Figure 5.13 offer further confirmation that the measured water content of the deposit may not be related to the deposition process. 146 Water Content of Deposit (vol%) 30 25 20 15 10 5 0 5000 10000 15000 20000 25000 Re Figure 5.13 Variation of the water content of the deposits with Reynolds Number, Re. 147 5.7.4 Effect of Reynolds Number on Deposit Mass per unit Area Figure 5.14 shows a scatter plot for the variation of Ω with Re for all deposition experiments at Th = (WAT+7 ºC) and Tc = (WAT–10 ºC). The results indicate the deposit mass decreases with an increase in Re; a similar trend has been reported previously from single-phase deposition experiments under both laminar (Singh, P. et al; 2000; Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Bidmus and Mehrotra, 2009) and turbulent flow conditions (Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009). 148 Deposit Mass/Area, (kg m-2 ) 0.5 0.4 0.3 0.2 0.1 0.0 5000 10000 15000 20000 25000 Re Figure 5.14 Variation of water-free deposit mass per unit area, Ω, with Reynolds number, Re, for all deposition experiments at Th = (WAT+7 ºC) and Tc = (WAT–10 ºC). 149 5.8 Homogeneity and Stability of Wax–Solvent–Water Mixtures in the Flow Loop For the two-phase transient emulsions, it was considered important to provide sufficient agitation to ensure the homogeneity of the mixture throughout the apparatus. For the experiments with two-phase waxy mixtures, samples of the waxy mixture were taken using the sample valve located at the end of flow loop just before the mixture exited into the reservoir. The samples of waxy mixture flowing through the deposition tube and held in the reservoir were centrifuged to measure their water contents. The water contents of the two samples were compared to confirm that the water fraction in the waxy mixture flowing through the flow loop was the same as that in the reservoir. Figure 5.15 presents a comparison of the water content in the waxy mixture flowing in the flow loop versus the water content of the waxy mixture held in the reservoir. For all experiments performed, the absolute average deviation between the water contents of the two sets of samples is 3.8%. Another set of batch experiments was conducted to study the stability of the oil–water waxy mixtures by observing phase separation in the suspension, under gravity, with time. These experiments indicated that the time required for a significant extent of phase separation was in the order of minutes and much more than about 1-2 s residence time in the flow loop. 150 35 f (vol%) Th=WAT+7, Th=WAT+7, Tc=WAT-10, Re=8900 Tc=WAT-10, Re=13400 30 Th=WAT+7, Tc=WAT-10, Re=17900 Th=WAT+7, Tc=WAT-20, Re=9300 Th=WAT+15, Tc=WAT-10, Re=16200 25 Th=WAT+15, Tc=WAT-20, Re=16600 20 15 10 5 0 0 5 10 15 20 25 30 35 r(vol%) Figure 5.15 Comparison of the water content of the waxy mixture in the reservoir with the water content of the waxy mixture flowing in the flow-loop. 151 Chapter Six: Results of Two-Phase Cold Finger Wax Deposition Experiments In this chapter, results are presented from the single-phase and two-phase wax deposition experiments using the cold finger apparatus. The experimental program investigated the effects of deposition time, stirring speed (shear rate), and water content on two-phase wax deposition using an experimental apparatus that is different from the flow loop apparatus. Similar to the flow loop experiments, all experiments were performed with the wax mixture temperature held above the corresponding WAT (i.e., under the „hot flow‟ conditions) such that the liquid phase did not contain any solid phase as wax crystals. The experimental results are evaluated with a steady-state heat-transfer model, similar to that presented in Chapter 5. In Chapter 7, the time-dependent deposition results will be compared with the predictions from a transient, or unsteady-state, heat-transfer model, which is based on the moving boundary problem formulation. 6.1 Steady-State Heat Transfer Model In the steady-state heat-transfer model developed to simulate the cold finger experiments, the „hot‟ waxy mixture (comprising wax, solvent and water) is considered to be held in a large vessel or reservoir, whose temperature was maintained constant and higher than its WAT (i.e., Th > WAT). This was achieved by placing the reservoir in a water bath set at the desired temperature. The wax mixture was stirred continuously throughout the deposition experiment. The cold finger assembly (described previously in Chapter 3, Section 3.8.1) was inserted in the wax mixture. Cold water at a constant temperature, below the WAT (i.e., Tc < WAT) of the wax mixture, was allowed to flow through the cold finger at a constant flow rate at all times. Heat transfer from the wax mixture to the coolant resulted in a radial temperature gradient, which 152 caused the formation of a deposit-layer on the outside of the copper cold finger, provided the cold finger wall temperature, Tw, was less than the WAT. The rate of heat transfer decreased because of the additional thermal resistance offered by the deposit-layer. The deposit-layer continued to grow in thickness until a thermal steady-state was attained, when all thermal resistances became constant. At the thermal steady-state, the rate of heat transfer across the wax mixture, the deposit layer and the tube wall would be equal to the rate of heat gained by the coolant. Similar to the steady-state heat-transfer model used for the flow loop apparatus, described in Chapter 5, the steady-state rate of heat transfer for the cold finger apparatus is equal to the rate of thermal energy accepted by the coolant, as follows: q m c C c (Tco Tci ) U i Ai Th Tc 6.1 where m c is the mass flow rate of the coolant streams, Cc is the average specific heat capacity of the coolant stream, Tci and Tco are the inlet and outlet temperatures of the coolant respectively, Ui is the inside overall heat-transfer coefficient, Ai is the inside pipe surface area, and Th and Tc are the average temperatures of the wax mixture and coolant, respectively. The combined thermal resistance can be expressed as a sum of four individual thermal resistances in series, i.e. ln(( ro xd )/ro ) ln( ro /ri ) 1 1 1 = Rh + Rd + Rm + Rc U i Ai 2 (ro xd ) Lh h 2πk d L 2πk m L 2ro Lh c 6.2 where, Rh = [2π(ri–xd)Lhh]–1, Rd = [(2πLkd)/ln{ri/(ri–xd)}]–1, Rm = [(2πLkm)/ln{ro/ri}]–1 and Rc = [2πroLhc]–1. Next, the following equalities are obtained by equating the heat flux through each of the four thermal resistances included in UiAi: k d (Td Two ) k (T Twi ) hc (Twi Tc ) q hh (Th Td ) m wo Ai ri /(ro xd ) ri ln(( ro xd )/ ro ) ri ln( ro /ri ) ri /ro 153 6.3 where hh and hc are the average individual convective heat-transfer coefficients for the wax mixture and coolant streams respectively, xd is the average deposit-layer thickness, kd and km are the average thermal conductivities of the deposit and pipe-wall respectively, and Td is the average liquid–deposit interface temperature. With a relatively high flow rate of the coolant through a small cross-sectional area in the cold finger, its convective heat transfer coefficient would be large and this convective resistance can be neglected. Since the cold finger wall was made of copper, with a high thermal conductivity and small wall thickness (~ 0.9 mm), its thermal resistance can be neglected. With these two simplifying assumptions, the temperature of the cold water flowing inside the cold finger (Tc) would be equal to the temperatures at the inner and outer walls of the cold finger, such that Tc = Twi = Two = Tw, where Tw denotes the average wall temperature of the cold finger. Similarly, with a relatively small thickness of the copper tube wall, the inner tube radius is assumed to be equal to the outer radius, such that ri = ro = rw. With the above simplifications, the combined thermal resistance in equation 6.2 can therefore be expressed as a sum of only two individual thermal resistances in series, i.e. ln(( rw xd )/ rw ) 1 1 UAw 2 (rw xd ) Lh h 2πk d L = Rh + Rd 6.4 where, Rh = [2π(rw+xd)Lhh]–1 and Rd = [(2πLkd)/ln{rw+xd/(rw)}]–1. Next, the following equalities are obtained by equating the heat flux through the two thermal resistances included in UAw: h (T Td ) k d (Td Tc ) q h h Aw rw /(rw xd ) rw ln((rw xd )/rw d ) 6.5 Note that the two unknowns in equation 6.5 are xd and kd, which can be estimated by solving the two equalities using experimental measurements. 154 From the experimental data, the average difference in coolant temperature between the inlet and the outlet was typically of the order of 0.1–0.2 oC, which is of the same order of magnitude as the error associated with the thermocouple measurements. It was thus not possible to estimate q in equation 6.5 with a reasonable degree of accuracy, which resulted in only one equality in equation 6.5. Previous laboratory studies (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005; Fong and Mehrotra, 2007; Tiwary and Mehrotra, 2009) as well as the results in Chapter 5 have shown conclusively that the liquid–deposit interface temperature, Td, is equal to the WAT. For the steady-state calculations, therefore, Td in equation 6.5 was taken to be equal to the WAT of the mixture, leaving kd as the only unknown. Using the experimental data for Aw, Th, Tc, hh, rw, and xd, the equality in equation 6.5 was solved to obtain kd. As explained previously in Chapter 5, xd, kd and Td were assumed to be constant over the entire deposition surface. It is important to note that, for the estimation of kd using equation 6.5, the steady-state model was applied only to experimental data from the 12-h and 24-h experiments, where a thermal steady-state had already been achieved. The dimensionless ratio, d, for the cold finger set up is the ratio of the deposit layer thermal resistance to the combined or total thermal resistance under thermal steady state conditions. In this case, it is given by the ratio of the temperature drop across the deposit layer to the overall temperature difference as follows: d Rd T Tc d Rh Rd Th Tc 6.6 where, similar to the flow loop steady-state analysis, Rh and Rd are the thermal resistances corresponding to the wax mixture and the deposit layer, respectively, and are defined in equation 6.4 A similar h ratio can be obtained for the convective thermal resistance as: 155 h T Td Rh h Rh Rd Th Tc 6.7 Heat transfer calculations were performed within the range of experimental conditions used in this study, to predict the effect of the deposit layer thickness on hand d for the onephase and two-phase cold finger deposition process. Figure 6.1 presents a set of predicted results from the calculations showing the effect of the deposit layer thickness (relative to the cold finger outer radius), xd/rw, on hand d for the single-phase deposition process. At a stirring rate of 500 rpm, it can be observed that, for a small deposit thickness, the convective thermal resistance due to the wax-solvent mixture (h) is the predominant resistance. However, as the deposit layer thickness increases, h decreases while d increases sharply until the deposit layer begins to offer the dominant thermal resistance when xd exceeds about 4% of rw. As shown in Figure 6.1, the largest temperature gradient at this point would occur across the deposit layer. When a lower stirring rate of 250 rpm was used, corresponding to a lower heat transfer co-efficient in the wax mixture, similar trends are observed, but the deposit layer begins to offer the dominant thermal resistance when xd exceeds about 6% of rw. 156 Predicted fractional thermal resistance, 1.0 500 rpm 250 rpm 0.8 d 0.6 0.4 h 0.2 0.0 0.0 0.1 0.2 0.3 0.4 0.5 Deposit thickness, xd/rw Figure 6.1 Predicted effects of deposit-layer thickness on fractional thermal resistances (0% water content). 157 6.2 Estimation of Heat Transfer Coefficient, hh To solve equation 6.5, an estimate of the convective heat transfer coefficient for the waxy mixture, hh, was required. This was obtained by performing a series of non-depositing calibration experiments, in which both the wax mixture and the coolant were held at temperatures above the WAT of the wax mixture. These calibration experiments were performed using the same coolant flow rate of 0.0303 L/s that was used in the actual deposition experiments. With the thermal resistances of the coolant water and copper pipe-wall assumed to be negligible, and without any deposit layer, the heat transfer coefficient of the wax mixture became equal to the overall heat transfer coefficient as follows: U ≈ hh = q/[Aw*(Th - Tc)] 6.8 The calibration experiments were carried out for wax mixtures containing 0% water only. Using equation 6.8, the experimental U was obtained from the calibration experiments to be 610±200 W m–2 K–1 at the 250-rpm stirring rate and 980±205 W m–2 K–1 at the 500-rpm stirring rate. The relatively high average deviations are attributed to the error margin in the temperature measurements relative to the difference between the inlet and outlet coolant water temperatures. 6.3 Density of Deposit Samples The deposit density was required for estimating the average deposit-layer thickness, xd, and for relating the deposit density to the deposition time. The deposit samples used in these measurements were from experiments performed with wax mixtures containing no water. A pycnometer was used to measure the deposit density. The deposit density data were fitted using a natural logarithm regression and the correlation relating deposit density to deposition time is shown in equation 6.9. 158 d = e1lnt + e2 6.9 where t denotes the deposition time in hour. Regression constants e1 and e2 in equation 6.9 are shown in Table 6.1. The extent of deposition was expressed as the mass of deposit per unit deposition surface area, , and it is related to the deposit layer thickness, xd, and the deposit density, d, as follows: Ω = d/[2r (xd2 +2rxd)] 6.10 Equation 6.10, along with the experimental deposit density and deposit mass per unit area, was used to estimate the average deposit thickness, xd. 159 Table 6.1 Density regression constants for equation 6.9. Stirring rate, constants in the density correlation, Eq 6.9 rpm e1 e2 250 4.85 0.37 756.3 0.7 500 13.38 1.03 761.9 2.0 160 6.4 Estimation of Deposit Thermal Conductivity (kd) Since there was no increase in the deposit mass after 12 h of deposition time, the results of the 12 h and 24 h experiments were analyzed with equation 6.5 to predict the average deposit thermal conductivity, kd. As mentioned previously, with q in equation 6.5 being subject to a significant error, Td was assumed to be equal to WAT and the heat-flux equality in equation 6.5 was solved to obtain kd. From the steady-state data of each experimental run for the 12 h and 24 h runs, and with Td being equal to WAT, the second term in equation 6.5 could be estimated easily, which was in turn used to estimate the average thermal conductivity of the deposit, kd. Using the steady state heat transfer calculations for all 12 h and 24 h deposition experiments, the overall average deposit thermal conductivity, kd, was calculated to be 0.18±0.02 W m–1 K–1. As shown in Table 6.2, unlike the average thermal conductivity estimated for the flow loop experiments, which was comparable to those reported for single-phase flow loop experiments in the turbulent flow regime, the overall average thermal conductivity estimated for the cold finger experiments is comparable to values reported for single-phase flow loop experiments in the laminar flow regime. Table 6.2 also shows that the average thermal conductivity for single-phase experiments performed with at a stirring rate of 250 rpm is 0.15 W m–1 K–1, while the average value for experiments performed with a stirring rate of 500 rpm is 0.19 W m–1 K–1. Furthermore, it is observed from Table 6.2 that the average estimated thermal conductivity of deposits from the two-phase experiments performed with wax mixtures containing water (0.20 W m–1 K–1) is higher than that of deposits from single-phase experiments (0.17 W m–1 K–1). This may be due to the presence of water droplets attached to the deposits from the two-phase experiments. 161 Table 6.2 Average estimated deposit thermal conductivities for deposits from 12 h and 24 h experiments. deposition time stirring speed water content deposit thermal conductivity, kd h rpm % vol water W m-1 K-1 CF8 12 250 0 0.16 CF9 24 250 0 0.15 CF17 12 500 0 0.20 CF18 24 500 0 0.18 CF23 24 500 10 0.21 CF27 12 500 20 0.18 CF28 24 500 20 0.20 CF33 24 500 30 0.19 run no. 162 6.5 Effect of Deposit-layer Thickness (xd) on the Rate of Heat Transfer (q) Calculations were performed with the above heat-transfer model to explore the effects of deposit-layer thickness (xd) on the rate of heat transfer (q). As shown in Figure 6.2, it was found that, at typical experimental conditions used in this study, q decreased sharply with an increase in xd. For example, for an average deposit layer thickness of 0.3 mm (or xd/rw = 0.063), q was predicted to decrease by 60%. 163 1.0 0.8 q/qo 0.6 0.4 0.2 0.0 0.0 0.1 0.2 0.3 0.4 0.5 xd/rw Figure 6.2 Predicted effect of deposit-layer thickness (xd) on the rate of heat transfer, q, for Th = (WAT+3) oC, (Tc = WAT–15) oC, and hh = 980 W m-1 K-1. 164 6.6 Effect of Process Conditions on Cold Finger Wax Deposition The results for the mass of the deposit-layer from all experiments performed with wax mixtures of different water contents, and at different stirring rates and deposition times are presented and discussed in the following sub-sections. Selected results from 5 min, 12 h and 24 h experiments are shown in Table 6.3. The deposit mass per unit deposition area is denoted by Ω (in kg m–2). For the deposition experiments performed in this study, xd varied from about 0.5 mm (Ω 0.37 kg m–2) to about 1.1 mm (Ω 0.97 kg m–2). Thus, for the 0.95-cm outer diameter deposition tube, the relative deposit thickness, xd/rw, varied from about 0.100 to 0.238. 165 Table 6.3 Deposit mass per unit area, Ω, for 5 min, 12 h and 24 h experiments. deposition time stirring speed wax mixture water content deposit water content deposit mass per unit area, Ω h rpm % vol water % vol water kg m-2 CF1 0.1 250 0 0 0.637 CF1R 0.1 250 0 0 0.584 CF8 12.0 250 0 0 0.973 CF9 24.0 250 0 0 0.933 CF10 0.1 500 0 0 0.395 CF10R 0.1 500 0 0 0.391 CF17 12.0 500 0 0 0.779 CF18 24.0 500 0 0 0.733 CF19 0.1 500 10 7.8 0.378 CF19R 0.1 500 10 1.8 0.412 CF23 24.0 500 10 0.5 0.859 CF27 12.0 500 20 9.5 0.751 CF28 24.0 500 20 1.3 0.812 CF29 0.1 500 30 24.1 0.366 CF33 24.0 500 30 1.0 0.773 run no. R indicates repeat experiments 166 6.6.1 Effect of Water Content on Deposit Mass For the hot and cold stream temperatures of (WAT+3) and (WAT–15), respectively, Ω increased with water content for up to 4 h, then decreased for up 12 h and then increased after 12 h. However, the increase or decrease in Ω with water content was not found to depend on the water content of the waxy mixture. Figure 6.3 is a plot of the ratio (Ω/Ωo), which relates the deposit masses obtained from wax mixtures with water and without water at different times. It shows that increasing the water content in the wax mixture increases Ω/Ωo up to 4 h and after 8 h for wax mixtures containing 10 and 30 vol% water content. For wax mixtures having 20 vol% water content, Ω/Ωo decreased initially up to 2 h, increased up to 4 h, decreased up to 12 h, and then increased up to 24 h. 167 1.4 1.2 1.0 0.8 10 vol% water 20 vol% water 30 vol% water 0.6 0 5 10 15 20 25 Time (h) Figure 6.3 Effect of the water content in the wax mixtures on the deposit mass per unit area, Ω, at different deposition times. 168 6.6.2 Effect of Deposition Time on Deposit Mass Deposition experiments were carried out at nine different deposition times (5 min, 10 min, 30 min, 1 h, 2 h, 4 h, 8 h, 12 h and 24 h). For the single-phase cold finger wax deposition experiments, the effect of time is shown in Figure 6.4(a). For the single-phase experiments, it is observed from Figure 6.4(a) that the deposit mass per unit area stopped increasing after approximately 12 h. This observation applies to both sets of experiments performed at 250 rpm stirring and 500 rpm stirring rate. It was observed that the deposit samples from the shorterduration experiments were softer (and less dense). On the other hand, the deposits from the longer-duration experiments were harder (and more dense). This is attributed to a higher fraction of solid wax in the longer-duration deposits as a result of aging effects, where with time, the lower carbon number wax components are "squeezed" out of the deposit, leaving a higher fraction of higher carbon number wax components, as explained by Mehrotra and Bhat (2007), Bhat and Mehrotra (2008), and Tiwary and Mehrotra (2009). Figure 6.4(b) shows the effect of time on the deposit mass per unit area for the two-phase experiments. It is observed that, unlike the results of the single-phase experiments, the deposit mass per unit for the wax mixture containing 20 vol% water increases slightly after 12 h. The 12­ h experiment was not conducted for the two-phase wax mixture containing 10 vol% water. 6.6.3 Effect of Stirring Rate on Deposit Mass To investigate the effects of stirring rate on wax deposition, experiments were performed at two different stirring speeds of 250 rpm and 500 rpm. The effect of stirring rate is also shown in Figure 6.4(a), where deposits from experiments performed at a stirring rate of 250 rpm have a higher deposit mass per unit area than the corresponding deposits from experiments performed at a stirring rate of 500 rpm. This is expected because of the higher heat transfer coefficient of the 169 wax mixture, hh, (and a corresponding decrease in the convective thermal resistance, Rh) at the higher stirring rate. For the same Th and Tc, a lower Rh implies that the deposit thermal resistance, Rd, would also decrease, which implies a decrease in the deposit-layer thickness, xd, and consequently a lower deposit mass or Ω. 170 1.2 (a) 1.0 -2 deposit mass per unit area, (kg m ) 0.8 0.6 0.4 250 rpm 500 rpm 0.2 0.0 1.2 (b) 1.0 0.8 0.6 0.4 500 rpm, 0 vol% water 500 rpm, 10 vol% water 500 rpm, 20 vol% water 500 rpm, 30 vol% water 0.2 0.0 0 5 10 15 20 25 Time (h) Figure 6.4 Variation of deposit mass per unit area, Ω with deposition time, t. (a) single phase mixtures at stirring rates of 250 and 500 rpm; (b) two-phase mixtures at a constant stirring rate of 500 rpm. 171 6.6.4 Effect of Wax Mixture Water-Content on Deposit Water-Content Figure 6.5 shows a scatter plot for the variation of the measured water content in the deposit with the water concentration in the wax mixture for different deposition times. Similar to the results of the two-phase flow loop experiments (in Section 5.7.2), the water content in the deposit is observed to be consistently lower than that in the wax mixture; however, a trend or correlation between the two quantities is not observed. That is, there does not appear to be a relationship between the water-content in the deposit and the water-content in the wax mixture. Again, as shown in Figure 6.5, the water content of several deposit samples was measured to be close to 0 vol%, which supports the postulation from the flow loop experiments that the measured water content of the deposit is not related to the deposition process but it might represent a random “wetness” of the deposit surface or physical attachment of water droplets to the deposit surface or entrapment of water droplets with the deposit matrix. 172 30 0.1 h 0.2 h 0.5 h 1.0 h 2.0 h 4.0 h 8.0 h 12.0 h 24.0 h water content of deposit (vol%) 25 20 15 10 5 0 0 10 20 30 water content of waxy mixture (vol%) Figure 6.5 Comparison of the water content of deposit to the water content of the wax mixture for different deposition times. 173 6.6.5 Effect of Time on Deposit Water-Content The scatter plot in Figure 6.6 shows the variation of the measured deposit water content with time for different water content of the wax mixture. Again, no apparent trend is observed between these two quantities. It is also observed that deposits from the 24 h experiments have consistently low water content for all three wax mixture water content of 10, 20 and 30 vol%. Again, since the deposit mass is known to increase with time (up to 12 h), the results in Figure 3.15 offers further confirmation that the measured water content of the deposit may not be related to the deposition process. 174 30 10% water 20% water 30% water water content of deposit (vol%) 25 20 15 10 5 0 0 5 10 15 20 25 water content of waxy mixture (vol%) Figure 6.6 Variation of the water content of the deposits with time, for different wax mixture water content. 175 6.7 Short-Duration Experiments Apart from the objective of using a different experimental apparatus, with a different geometrical arrangement, to study the wax deposition process, the most important reason that the cold finger apparatus was used in addition to the flow loop experimental apparatus was to be able to investigate the rate of the deposition process by performing experiments over different deposition times. Two very short duration wax deposition cold finger experiments were performed with very short deposition times of 30 s and 2 min. Table 6.4 presents the results of these short-duration experiments. It was observed that more than half of the deposit was actually formed within a deposition time of 30 s, and almost two-thirds of the deposition process was completed within the first 2 min! Assuming that it takes 12 h to reach steady-state, 56% of the deposition process was completed in 0.07% of the time for the deposit to stop growing, while 62% of the deposition process was completed in 0.28% of the time. The results in Table 6.4 further confirm that the wax deposition is a very fast process. It is well known that, when exposing a system to a change in thermal and compositional state conditions (i.e., a system under unsteady-state), the thermal equilibrium is accomplished much faster than the diffusional equilibrium. The experimental evidence of a relative fast deposition process further supports the wax deposition process to be primarily thermally-driven. In some ways, we believe that it is similar to the solidification or freezing processes encountered in the metallurgical industry, which have been modelled successfully as thermally-driven liquid-to­ solid phase transformation processes (Bhat and Mehrotra, 2005, 2006; Mehrotra and Bhat, 2010; Arumugam et al. 2012, 2013). 176 Table 6.4 Deposit mass per unit area for short-duration experiments of 30 s and 2 min, in comparison to the deposit mass per unit area at 12 h. Deposition Time Deposit mass per unit area, min kg m-2 0.5 0.546 56 2.0 0.608 62 720.0 0.973 100 177 % of 12-h deposit mass per unit area 6.8 Homogeneity of Wax–Solvent–Water Mixtures During Cold Finger Experiments Just as it was considered important to provide sufficient agitation to ensure the homogeneity of the mixture throughout the apparatus during flow loop experiments, it was also desirable to have a well-mixed transient emulsion in the wax reservoir during the cold finger experiments. For the experiments with two-phase wax mixtures, samples of the wax mixture were taken using a syringe at depths of the deposition surface during the cold finger experiments. These samples of were centrifuged and their water content was measured. The water content of the samples were compared to that of the reservoir wax mixtures to ensure that the wax mixture in the reservoir was well mixed and that cold finger deposition surface was actually exposed to a homogeneous and desired composition. Figure 6.7 presents a comparison of the water content in the reservoir wax mixture versus the water content of the samples taken. For all experiments performed, the absolute average deviation between the water contents of the two sets of samples is 3.4%. 178 water fraction during cold finger experiments (vol%) 30 20 10 0 0 10 20 30 reservoir water content of waxy mixture (vol%) Figure 6.7 Comparison of the water content of the waxy mixture in the reservoir with the water content of samples taken. 179 6.9 Aging of Deposit Samples "Deposit aging" has been used to describe the change in deposit composition with time. To investigate the effect of time, through aging of deposit samples from the cold finger experiments, two methods were used; microscopy and GC analysis. Samples from the 5 min and 12 h experiments performed with water-free wax mixtures at both 250 and 500 rpm stirring speeds were selected for analysis. The equipment and procedures employed have been described previously in Chapter 3. The results of the both methods are discussed in the following sub­ sections. 6.9.1 Deposit Sample Microscopy Visual microscopy sample analysis using the equipment previously described was done at 20X magnification. Figure 6.8 and Figure 6.9 show microscopy pictures from samples of 5 min and 12 h cold finger deposition experiments performed at a stirring rate of 500 rpm. Figure 6.10 and Figure 6.11 show microscopy pictures from samples of 5 min and 12 h cold finger deposition experiments performed with at a stirring rate of 250 rpm. It is observed that, at both stirring rates, pictures of samples from 5 min experiments show a much lower wax crystal density, indicating a lower fraction of solid wax crystals, than those from the 12 h experiments. Figure 6.9 and Figure 6.11 also show a higher wax crystal density for the sample from the 250 rpm stirring rate experiment than that of the sample from the 500 rpm stirring rate experiment. Fong and Mehrotra (2007) reported that, for extended single-phase flow loop experiments performed in the turbulent flow region for up to 8 h, deposit aging was evident in the results at a lower Re of 11400, but that there was a relatively lower extent of deposit aging at a higher Re of 27600. It was further reported that for extended experiments (8 h), unlike 1-h duration 180 experiments, the effects of deposit aging diminish as the Reynolds number is increased. A similar trend is observed here, where an increase in the stirring rate for the cold finger apparatus can be compared to an increase in Re in the flow loop apparatus. Thus the observed higher wax crystal density for the 250 rpm stirring rate experiment when compared to that from the 500 rpm stirring rate experiment demonstrates an increased extent of deposit aging in the deposit from the 250 rpm stirring rate experiment. 181 Figure 6.8 rate. Microscopy pictures of deposit sample from 5 min experiment at 500 rpm stirring 182 Figure 6.9 rate. Microscopy pictures of deposit sample from 12 h experiment at 500 rpm stirring 183 Figure 6.10 Microscopy pictures of deposit sample from 5 min experiment at 250 rpm stirring rate. Scale is the same as that of Figure 6.8 184 Figure 6.11 Microscopy pictures of deposit sample from 12 h experiment at 250 rpm stirring rate. Scale is the same as that of Figure 6.8 185 6.9.2 Deposit Sample GC Analysis The same deposit samples that were used for microscopy were also used for the GC analysis. In addition to the GC analysis of the deposit samples from the 5 min and 12 h experiments, GC analysis was also done for the 10 mass% wax mixture used for the cold finger experiments. The results of the compositional analysis for the samples from the experiments performed at 500 rpm and 250 rpm are shown in Figure 6.12 and Figure 6.13, respectively. Figure 6.12 and Figure 6.13 show that for both the 500 and 250 rpm experiment deposit samples, the composition of the deposit sample from the 5 min experiment was almost the same as that of the 10 mass% wax mixture. However, the composition of the deposit sample from the 12 h experiment was very different, having a lower solvent fraction and a much higher wax fraction, indicative of a decrease in the solvent fraction and an increase in the wax fraction from 5 min to 12 h. However, the deposit sample from the experiment performed at 250 rpm is seen to have more solid wax fraction than the deposit sample form the experiment performed at 500 rpm. This confirms observations from the microscopy analyses. 186 60 5 500 rpm waxy mixture 5 min deposit 12 h deposit 50 40 3 30 2 20 wax composition (mass%) solvent composition (mass%) 4 1 10 0 10 20 30 40 0 50 carbon number Figure 6.12 GC analyses of 10 mass% wax mixture and deposit samples from 5 min experiment and 12 h experiments at 500 rpm stirring rate. 187 60 5 250 rpm waxy mixture 5 min deposit 12 h deposit 50 40 3 30 2 20 wax composition (mass%) solvent composition (mass%) 4 1 10 0 10 20 30 40 0 50 carbon number Figure 6.13 GC analyses of 10 mass% wax mixture and deposit samples from 5 min experiment and 12 h experiments at 250 rpm stirring rate. 188 Chapter Seven: Predictions from Transient Heat-Transfer Model Bhat and Mehrotra (2005) presented a mathematical model for solids deposition from “waxy” mixtures under static conditions. The model utilized the moving boundary problem formulation and was used to describe the growth of the deposit layer from a binary eutectic mixture in a circular pipe, with time, under non-flowing or static conditions. Their model considered heat transfer in the liquid phase to be by conduction and ignored any convection effects in the liquid region. Predictions from the model of Bhat and Mehrotra (2005) showed a temperature profile in the liquid region with the liquid temperature decreasing from the pipe center to the liquid-deposit interface temperatures, held at the WAT of the liquid mixture, within a few minutes. However, cooling experimental results from Bidmus and Mehrotra (2008a, 2008b) showed that the temperature throughout the liquid phase remained uniform while the liquid cooled from an initial temperature above the WAT, until reaching the WAT of the liquid phase. That is, there was no radial temperature gradient during the deposition process, until the bulk liquid temperature had decreased to WAT of the liquid. Bidmus (2008) and Mehrotra et al. (2012) modified the model of Bhat and Mehrotra (2005) by using an effective liquid thermal conductivity of the liquid much higher than that used by Bhat and Mehrotra (2005), to account for the convective effects in the liquid region, resulting in model predictions that gave a reasonable match with the experimental liquid-region temperature profiles. The moving boundary formulation was also used to predict the extent of wax deposition under laminar flow conditions (Bhat and Mehrotra, 2005, Bhat and Mehrotra, 2006) and turbulent flow conditions (Mehrotra and Bhat, 2010). More recently, the moving boundary problem formulation was used by Arumugam et al. (2013) to successfully model the deposition of solids in a cylindrical pipeline under both "hot flow" conditions and "cold flow" conditions of 189 a "waxy" mixture flowing in the turbulent flow regime. In their model, Arumugam et al. (2013) also considered heat transfer in the liquid region during "hot flow" (with no solid wax particles present) to be governed by convection, instead of conduction. The heat-transfer based model developed by the researchers mentioned previously has been modified and used to predict the deposition of wax on the outside of the cold finger used in this study. For the cold finger wax deposition experiments, the results presented in Chapter 6 showed that the deposit mass per unit area continued to increase till about 12 h. A transient heat transfer model was therefore required to model the growth of the deposit thickness with time. The calculations were performed with a pseudo-binary mixture, comprising n-C14H30 (denoted by C14) and n-C30H62 (denoted by C30), to represent the lighter and the heavier fractions of the wax mixture, respectively. The model predictions are presented for the effects of deposition time and heat transfer coefficient. The trends in the model predictions are compared with the experimental results of the single-phase cold finger experiments performed at both 250 and 500 rpm stirring rates, and the two-phase cold finger experiments performed at 500 rpm. 7.1 Moving Boundary Problem Formulation As mentioned previously, the transient heat transfer model is based on the moving boundary problem formulation. The moving boundary problem approach deals with problems involving transient heat transfer during phase transformations, such as in melting and solidification processes. Numerous applications of the moving boundary formulation have been reported, especially in studies related to metallurgical systems that involve melting and solidification of metals and alloys. These processes are typically characterized by the presence of a solid–liquid interface where the liquid-solid phase transformation occurs. The location of the 190 interface changes with heat transfer during phase transformation; however, the interface location is not known a priori, which makes the numerical solution procedure challenging. The phase transformation associated with the solidification of the liquid layer adjacent to the deposit layer has been assumed to be an equilibrium process controlled primarily by the rate of heat transfer. Furthermore, the small difference in the densities of the liquid and solid phases can be neglected in the moving boundary approach; however, this density difference typically causes a small movement of the liquid during solidification at the interface (Boley, 1978). In order to simplify the calculations, the model developed by Bhat and Mehrotra (2005) assumes that the densities of the liquid and solid to be the same. 7.2 Model Development for Transient (Unsteady-State) Wax Deposition In the development of the unsteady state heat transfer mathematical model, as is done in the moving boundary problems, any mass transfer resistance, due to molecular diffusion within the deposit or convective diffusion across the liquid–deposit interface, was not taken into consideration. It was also assumed that the liquid–deposit interface is hydrodynamically smooth and the liquid-to-solid phase transformation is instantaneous and governed only by thermodynamic considerations. 7.2.1 Energy Balance Equations and Heat Transfer Considerations In the one-dimensional problem considered by Bhat and Mehrotra (2005), a liquid mixture at an initial temperature Th, (> WAT) was held statically inside a circular pipe of radius, R. Following the lowering of the pipe-wall temperature to Tw < WAT (or Td), deposition was commenced due to an outward radial heat transfer. The deposition occurred as a result of the liquid temperature adjacent to the pipe wall decreasing below the WAT (or Td). With the liquid­ 191 deposit interface assumed to be at Td, at all times during the deposition process, continued solids deposition would increase the deposit-layer thickness. The liquid–deposit interface would divide the pipe cross-section into regions, with 0 < r < s as the domain of the liquid region and s < r < R as the domain of the deposit region. The relationship for unsteady-state heat transfer by conduction in the liquid region was expressed as: 1 Tl 1 Tl , r r r r l t 0r s 7.1 where s is the radial location of the liquid–deposit interface and αl is the liquid region thermal diffusivity. Note that any natural convection effects in the liquid region were ignored in the model by Bhat and Mehrotra (2005). The actual temperature for liquid-to-solid phase transformation of waxy mixtures was observed to be lower than the thermodynamic liquidus temperature, which was attributed to the supercooling effects involved during crystallization (Bhat and Mehrotra, 2004). It was assumed that the temperature at the liquid–deposit interface (Td) is equal to the WAT, which is lower than the liquidus temperature, TL (Bidmus and Mehrotra, 2004; Parthasarathi and Mehrotra, 2005). The two-phase deposit region would consist of a solid phase mass fraction (f ) and a liquid-phase mass fraction, (1 - f), with f as a function of temperature and mixture composition, which was estimated from the equilibrium calculations. The unsteady state heat transfer relationship for the deposit layer was obtained by combining the conduction and energy balance terms as follows (Bhat and Mehrotra, 2005): 1 Tδ r r r r 1 Tδ t ρλ df , k dt s rR 192 7.2 In equation 7.2, the term ρλ(df/dt) accounts for the heat released in the liquid–solid two-phase region due to the increased solid-phase fraction in the deposit-layer. Equation 7.2 was re-written in the following form (Bhat and Mehrotra, 2005): 1 Tδ r r r r 1 Tδ , s rR t 7.3 where represents a modified thermal diffusivity value for the deposit-layer, as follows: 1 1 f k Tδ 7.4 The energy balance at the liquid–deposit interface was given by equation 7.5: k ds Tδ T k l l f s , rs r r dt 7.5 where fs was used to represent the equilibrium solid-phase fraction at the liquid-deposit interface (i.e., at r = s) corresponding to the interface temperature (Td). The transient heat transfer model modified for the cold finger apparatus is thus given in the following section. 7.3 Model for Transient Heat Transfer during Cold Finger Wax Deposition When a cold finger assembly is inserted into a wax mixture or crude oil, and the inside of the cold finger is exposed to cooler temperatures lower than the WAT of the wax mixture or crude oil, a solid layer would start to deposit, via a partial freezing process, on the outer cold finger surface. The deposit layer thickness would increase with time as thermal energy (including both the sensible heat and the latent heat of phase change) is transferred radially inwards. Thus, the deposition in the cold finger would occur on the outer cylindrical surface, as opposed to the deposition on the inner surface of a pipe considered in previous studies. 193 The wax mixture, stirred continuously in the wax reservoir is held at a constant temperature, Th (> WAT of the wax–solvent mixture), while the cooler cold finger surface is held at a constant temperature, Tc (< WAT of the wax–solvent mixture) throughout the deposition process. The deposit-layer growth, which takes place is predicted with time until a steady state deposit thickness is attained. Figure 7.1 shows a cross-sectional view of wax deposition on the cold finger with the different phases accounted for in the model development. In addition to the assumptions previously stated for the transient heat transfer model, the one-dimensional model for the wax deposition using the cold finger apparatus did not account for the effect of shear stress on the wax deposit formation and growth, and did not account for any shear stripping of the deposit layer due to stirring of the wax mixture. Furthermore, any deposit aging effects were not considered. Other assumptions in the cold finger transient heat transfer model are as follows: Wax mixture temperature remains at a constant average value throughout the deposition process The temperature of the cold pipe-wall is a constant average value throughout the deposition process The deposit thermal conductivity is a constant average value 194 liquid-deposit interface at Td = TWAT liquid phase at Th > TWAT T wax deposit (solid + liquid) at Tc < T < TWAT coolant at Tc < TWAT cold wall at Twall = Tc < TWAT T Figure 7.1 Cross-sectional view of wax deposition on cold finger with different phases and their relative temperatures. 195 As stated previously, for the cold finger experimental apparatus used in the current study, since the liquid wax mixture was held at a constant temperature throughout the deposition process by a water bath, no calculations were performed for the liquid wax mixture i.e., Th = Constant. Also, the deposition occurred on the outside of the cold finger tube-wall, rather than on the inside surface of the pipe, as in previous studies. The one-dimensional energy balance equation for unsteady state radial heat transfer by conduction in the deposit layer is given as: 1 Tδ 1 Tδ , r r r r δ' t rw < r < rw+s 7.6 where, rw is the location of the cold finger wall and s is the location of the liquid-deposit interface, and the modified thermal diffusivity in the deposit phase, δ is given as: ' 1 1 f δ , ' δ δ kδ Tδ 7.7 In equation 7.7, fβ is the mass fraction of solid phase in the deposit, λ is the latent heat of fusion, and kβ is the thermal conductivity of the deposit at Tβ. The energy balance at the liquid–deposit interface is given as: kδ Tδ ds , h(Th Td ) f s dt r r=s 7.8 where, fs is the equilibrium solid phase fraction at the liquid–deposit interface, at r = s, corresponding to the interface temperature, Td. 7.3.1 Boundary and Initial Conditions The following boundary and initial conditions were used for solving equations 7.6 and 7.8, which constitute the moving boundary formulation. 196 At t > 0, the pipe wall temperature is maintained at a constant temperature, Tw = Tc < WAT. The liquid–deposit interface temperature, Td, was set at the WAT of the wax mixture at all times during the deposition process. Thus the boundary conditions for equations 7.6 and 7.8 are as follows: Tβ = Tw = Tc r = rw, t>0 7.9a Tβ = Td = WAT r = rw+s, t>0 7.9b Prior to starting the coolant flow in the cold finger and without any deposit formation, the initial condition for the cold finger deposition process is given as: s = rw, 7.3.1 t=0 7.9c Thermodynamic Considerations The wax and solvent used in this cold finger experiments had average carbon numbers of 14 and 30, respectively. To keep the thermodynamic calculations simple, the wax–solvent mixture was treated as a pseudo binary mixture comprising C14 (representing the liquid or solvent fraction) and C30 (representing the wax fraction). It was assumed that the C14–C30 binary mixture is an ideal eutectic mixture, i.e. with no heat of mixing and no change in volume. The temperature–composition phase diagram for an ideal binary eutectic system can be obtained from the freezing point depression equation as follows: ln xi (H m ) i 1 1 , i 1, 2 R (TL ) i (Tm ) i 7.10 where (Tm)i, (TL)i and (H m ) i are the melting-point temperature, the liquidus temperature and the enthalpy of melting (or fusion) of component i, respectively. The values of Tm and H m for C14 and C30 were taken to be 272.8 K and 337.8 K, and 45.3 MJ/kmol and 111.2 MJ/kmol, 197 respectively. The solid-phase mass fraction, f, in an equilibrium mixture held at Tβ was obtained * by applying the lever-rule between w30 and w30 = 1.0, as follows: f ( w30 w30* ) /(1.0 w30* ) 7.11 * where w30 is the corresponding liquid-phase mass fraction of C30 at Tβ. 7.3.2 Simulation Procedure The input quantities for the numerical calculations were the mixture composition (w30), the constant mixture temperature (Th), the constant cold finger wall temperature (Tw), the cold finger radius (r), and the deposition time (t). The density and viscosity values were obtained from the property estimation methods reported by Bhat and Mehrotra, (2005, 2006). The solution methodology involved discretization of the computational domain in the radial direction. The equations in the moving boundary formulation were solved simultaneously and then used to predict the deposit thickness (s) with time. These results yielded the profiles for the depositthickness and temperature in the radial direction. As mentioned previously, at time t = 0, there is no deposition initially anywhere on the cold finger surface. At time, t > 0, while the wax mixture temperature = Th, the temperature of the pipe wall, at r = rw, is held at Tw = Tc < WAT. This would cause the wax mixture temperature near the cold finger wall to decrease below the WAT, thereby initiating the deposition process. The first deposit layer, adjacent to the cold finger wall corresponds to a radial location (r+Δr). The movement of the liquid–deposit interface would cause changes in the boundary between the liquid region and the deposit region. Equation 7.6 along with equations 7.8, 7.9a, 7.9b and 7.9c, were solved numerically using the finite difference method to obtain the deposit region temperature profile and the 198 location of the liquid–deposit interface as the deposition time progressed. The discretized equations were solved simultaneously and MATLAB™ was used for performing the computations. 7.3.3 Estimation of Liquid and Solid Phase Properties The required physical, thermal and thermodynamic properties were estimated in solving equations 7.6 and 7.8, particularly the thermal diffusivity ( = k/ρCp) and the thermal conductivity of the liquid and deposit phases. The thermal conductivity of the deposit, kd, was calculated by assuming the thermal resistances of the solid and liquid phases in the deposit to be in parallel. Different values of heat transfer coefficient of the liquid wax mixture were tried, starting with values obtained from the calibration experiments. Furthermore, as previously mentioned, the small density change that could result from a partial solidification of the liquid at the interface was neglected, i.e. l mix f . The liquid and deposit specific heat capacities (Cp,l and Cp,) were calculated as a weighted average of the individual components. All liquidphase properties were estimated at the constant temperature of the liquid wax mixture. 7.3.4 Numerical Solution Methodology The set of equations was solved numerically, using Matlab™, to obtain the temperature profile in the deposit and the radial movement of the liquid–deposit interface with time, for each axial element. Equations were discretized using an explicit scheme, where the dependant variables were estimated from the known values at the previous time interval. The time increment, Δt, and the radial increment, Δr, were chosen such that to satisfy the following stability criterion (Bhat and Mehrotra, 2005; Bhat and Mehrotra, 2006): 199 t / r 2 1 / 2 7.6 Several sets of preliminary calculations were used to select the number of radial grids as 2001. A larger number of radial grids could yield "smoother" deposit thickness profiles, especially when the deposit thickness became small, but the computational time increased significantly; however, the numerical results did not change appreciably. With 2001 radial grids, one complete simulation typically required about 3 hours of computation time on a desktop computer with 8 GB of RAM and a quad core processor with a processing speed of 3.30 GHz. 7.4 Model Predictions 7.4.1 Predicted WAT Values The predicted values of WAT for C14–C30 binary mixtures corresponding to 2, 4, 6, 8, 10, 15 and 20 mass% wax in the solvent, and the experimentally measured WAT values for the same wax–compositions are shown in Figure 7.2. A good agreement between the predicted and the experimental WAT values was observed, especially for the 10 mass% composition (used in this study) and lower compositions. At compositions above 10 mass%, the predicted WAT values were slightly lower than the experimental WAT values. 200 40 temperature (oC) 35 30 measured WAT predicted WAT 25 20 15 0 5 10 15 20 25 wax concentration (mass%) Figure 7.2 Predicted and experimental values of WAT for Bernardin Parowax– Linpar1416V mixtures. 201 7.4.2 Deposit Thickness Profiles As stated previously, results from heat transfer calibration experiments performed with the coolant temperature above the WAT of the wax mixture yielded heat transfer coefficients of 610 and 980 W m-2 K-1 at 250 and 500 rpm, respectively. Figure 7.3 shows an increase in the predicted deposit thickness with time, for the single-phase cold finger wax deposition from the transient model. It also shows the values of calculated deposit thickness from experimental data at stirring rates of 250 and 500 rpm. It is observed that deposit thickness profile from the transient model compares well with the experimental deposit thickness values. For experimental deposit thickness values from the 250 rpm stirring rate experiments, the transient model deposit thickness profile fits the experimental data when the heat transfer coefficient of the wax mixture is between 750 and 850 W m-2 K-1. For experimental deposit thickness values from the 500 rpm stirring rate experiments, the transient model deposit thickness profile fits the experimental data when the heat transfer coefficient of the wax mixture is between 900 and 1100 W m-2 K-1. It is emphasized that, despite the error that could be associated with the temperature measurements used in estimating the heat gained by the coolant, which was used for estimating the experimental heat transfer coefficients, the experimental heat transfer coefficients values of 610 and 980 W m–2 K–1 (as reported in Section 6.2) are of the same order of magnitude, and actually close to the heat transfer coefficients predicted by the model, in developing the deposit thickness profiles. According to equation 7.8, the first term on the L.H.S. of the equation, which corresponds to the heat transfer across the deposit is initially much higher than the second term on the L.H.S. which corresponds to the heat transfer across the liquid, providing the thermal driving force for deposition to occur. The deposit thickness will continue to increase until the values for these two terms become equal, i.e. until the heat transfer across the deposit and the liquid phases balances 202 out. Thus having a higher heat transfer coefficient, h, (as a result of the higher stirring rate) means that the value of the term corresponding to the heat transfer across the liquid is set to be higher, and will thus become equal to the heat transfer across the deposit faster, thereby leading to a lower deposit thickness. The experimental deposit thickness of the deposits from the two-phase experiments, along with the deposit profile from the transient model at using heat transfer coefficients between 900 and 1100 W m-2 K-1 is presented in Figure 7.4. Again, there is a good agreement between the experimental and predicted results from the transient model. Having set the interface temperature in the transient model to be equal to the WAT of the wax mixture, and getting values of heat transfer coefficients close to the experimentally determined heat transfer coefficient of the wax mixture at the stirring rates, is an indication of the validity of the constant interface temperature assumption. 203 0.0014 deposit thickness (m) 0.0012 0.0010 0.0008 250 rpm 500 rpm 750 W m-2 K-1 800 W m-2 K-1 850 W m-2 K-1 900 W m-2 K-1 1000 W m-2 K-1 1100 W m-2 K-1 0.0006 0.0004 0.0002 0 5 10 15 20 25 time (h) Figure 7.3 Deposit thickness profile from transient heat transfer model compared to deposit thickness from experimental data for single-phase experiments at 250 and 500 rpm. 204 0.0014 500 rpm deposit thickness (m) 0.0012 0.0010 0.0008 10 vol% water 20 vol% water 30 vol% water 900 W m-2 K-1 1000 W m-2 K-1 1100 W m-2 K-1 0.0006 0.0004 0.0002 0 5 10 15 20 25 time (h) Figure 7.4 Deposit thickness profile from transient heat transfer model compared to deposit thickness from experimental data for two-phase experiments 500 rpm. 205 7.4.3 Deposit Temperature Profiles Figure 7.5 shows the predictions of the temperature profile of the deposit-layer at different times, ranging from 5 min to 24 h from the cold wall temperature to the deposit interface temperature. The predictions were made using a heat transfer coefficient of 750 W m-2 K-1. As expected, the temperature across the deposit layer increases from the cold wall temperature value to the deposit interface temperature value, with the temperature gradient decreasing with deposition time. Figure 7.5 also shows that the rate of change of temperature gradient decrease as the deposition time increases. 206 34 32 30 temperature (oC) 28 26 24 5 min 30 min 2h 4h 8h 12 h 24 h 22 20 18 16 0.00 0.05 0.10 0.15 0.20 0.25 0.30 /rw Figure 7.5 Predictions of temperature profile across the deposit layer at different deposition times, ranging from 5 min to 24 h. 207 Chapter Eight: Conclusions and Recommendations 8.1 Conclusions Novel experimental procedures were developed to study the effects of cooling rate and composition on the wax precipitation temperature of well-defined wax–solvent mixtures; to study the deposition of wax from two-phase wax–solvent–water mixtures in a flow loop experimental apparatus under turbulent flow conditions; and to study the deposition of wax from single-phase wax mixtures and two-phase wax–solvent–water mixtures using the cold finger experimental apparatus. The effects of different process variables on the deposition process were investigated. Furthermore, the results were used to validate the predictions from steady-state and transient heat transfer calculations. A procedure was developed to investigate the effects of cooling rate and composition on the wax precipitation temperature (WPT) of seven compositions of a multicomponent waxy mixture of Conros Parowax in Norpar13. A modified visual method was used to measure the WPT of the waxy mixtures at five controlled cooling rates. A comparison of the measured WPT values with WAT values published by other researchers showed that the WAT values match the WPT values at cooling rates varying between 0.2 and 0.4 oC/min. The measured WPT values were found to decrease with an increase in the cooling rate and increase with an increase in the wax concentration of the waxy mixture. A relationship was proposed to describe the dependence of WPT on cooling rate and composition. The effect of wax concentration on WPT, for all cooling rates, was observed to be more pronounced at lower wax concentrations. With the WPT being dependent on the cooling rate, WPT and WAT may not correctly represent the thermodynamic liquidus temperature for the liquid-to-solid phase transformation process. 208 A benchscale flow loop experimental apparatus was fabricated to study wax deposition from two-phase wax–solvent–water mixtures under turbulent flow conditions. The effects of water content, wax mixture temperature, coolant temperature, and flow rate (or Re) on the deposition process were investigated. The deposition experiments were performed with a wax concentration of 6 mass%, with seven water fractions of 0, 5, 10, 15, 20, 25 and 30 vol% (total volume basis), at three levels of Reynolds number, two levels of wax mixture temperature, and two levels of coolant temperature. Extended experiments, lasting up to 4 h, were performed to ascertain that steady state was achieved within the 1-h duration of the deposition experiments. Similar to the previous single-phase deposition experimental studies under laminar and turbulent flow, the deposition process in the two-phase experiments under turbulent flow was found to be relatively fast, attaining a thermal steady-state in less than 10-20 min. For a wax mixture temperature of Th = (WAT+7 ºC) and coolant temperature of Tc = (WAT–10 ºC), it was observed that, as the water content of the waxy mixture was increased from 0 vol%, the mass of the deposited solid increased, with a maximum at 10 vol% water content. As the water content in the mixture increased further, the deposit mass per unit area decreased and remained fairly constant thereafter. A decrease in the temperature of both the waxy mixture and the coolant, relative to the WAT, resulted in an increase in the mass of deposited solid, while increasing the flow rate of the waxy mixture resulted in a decrease in the mass of deposited solid. The liquid–deposit interface temperature, Td, for all experiments was found to be approximately equal to the experimentally measured WAT. The average deposit thermal conductivity was estimated to be 0.38 W m–1 K–1. The deposition data were analyzed with a steady-state heattransfer model. Overall, the results of this study confirmed the solids deposition from waxy mixtures to be primarily a thermal process that can be explained by heat-transfer considerations. 209 In order to study the wax deposition process using a different experimental apparatus, and more importantly, to study the effects of time, a benchscale cold finger experimental apparatus and procedure were developed. The cold finger apparatus was used to study the effects of deposition time and stirring rate in one-phase waxy mixtures, and the effects of deposition time and water content in two-phase waxy mixtures. The deposition experiments were performed with a wax concentration of 10 mass%, with four water fractions of 0, 10, 20, and 30 vol% (total volume basis), at two levels of stirring rate (250 and 500 rpm), and seven levels of time ranging from 30 min to 24 h. The growth of the deposit layer was observed to have stopped at about 12 h for all the single-phase experiments, while a slight increase was observed for the 20% water content two-phase experiment after 12 h. The deposit mass per unit area from the single-phase experiments performed at 500 rpm stirring rate were found to be consistently lower than those from single-phase experiments performed at 250 rpm. The effect of water on the amount wax deposit during the cold finger experiments were found to vary at different deposition times. No definite relationship was observed between the waxy mixture water content and the deposit mass per unit area. Similar to results from the flow loop experiments, the water content of the waxy mixture was found to be not related to the deposit water content. The deposit water content was also found to be not related to the deposition time, even though deposits from the 24 h two-phase experiments had extremely low water contents for all waxy mixture water content of 10, 20 and 30 vol%. To further investigate the rate of the deposition process, two short-duration experiments of 30 s and 2 min were performed. It was observed that more than half of the deposition process actually occurred within a deposition time of 30 s, and almost two-thirds of the deposition process was completed within the first 2 min! If steady state was attained in about 12 h, 56% of 210 the deposition process was completed in 0.07% of the time for steady state, while 62% of the deposition process was completed in 0.28% of the time for steady state. This further confirms that wax deposition is a very fast process. Because thermal equilibrium is known to be accomplished much faster than diffusional equilibrium, this provides even further support for the wax deposition process to be primarily thermally-driven. The 12-h and 24-h deposition data were analyzed with a steady-state heat-transfer model, and the overall average thermal conductivity of the was found to be 0.18 W m–1 K–1, which is comparable to values reported for wax deposits from single-phase flow loop experiments in the laminar flow regime. The moving boundary problem formulation of Bhat and Mehrotra (2005) was modified and used to predict the transient results from the cold finger experiments. With the interface temperature set at the WAT of the wax mixture, the transient heat-transfer model predictions matched well the experimental results The experimental heat transfer coefficients values were close to the values estimated from the transient model. This is another confirmation of the validity of the constant interface temperature assumption of the heat transfer model. The results of this study consistently showed that the liquid–deposit interface temperature, Td, at all times during wax deposition in both single and two-phase wax deposition, under steady state and unsteady state modeling, is equal to the WAT of the liquid phase. This supports the constant-interface-temperature assumption in the heat-transfer approach for modeling solids deposition. The results did not show any indication of an increase in the interface temperature, Td from an initial value close to the wall (or coolant) temperature, to the WAT, at the interface, which is an important assumption in the molecular diffusion approach for modeling wax deposition. 211 The major contributions of this research work are as follows: Quantitatively expressing the dependence of WPT on cooling rate and composition for waxy mixtures Establishing that the presence of water is not related to the extent of wax deposition, using two different experimental apparatuses Quantitatively establishing that the wax deposition process is a relatively very fast process Modelling the transient wax deposition process using a cold finger experimental apparatus. 8.2 Recommendations This study provided an experimental framework for the investigation of the deposition of wax under steady and transient state conditions. It has established that heat transfer is the controlling mechanism during wax deposition, and has improved the understanding of the effect of water on wax deposition in two-phase wax mixtures. It has also established that the wax deposition process is a relatively very fast one, compared to other transfer processes. For the two-phase flow loop and cold finger experiments, transient emulsions, and not stable emulsions, were formed by the addition of water to the wax mixtures, the use of emulsifiers in forming stable emulsions for the experiments can be done. Emulsion characterization can be done, and the effects of emulsion properties on the deposition process could be investigated. The moving boundary approach for modeling the cold finger transient deposition process can be improved upon. Some of the modifications may include accounting for the effects of 212 shear stress on the wax deposit formation and growth as a result of stirring of the wax mixture, and accounting for deposit aging. The use of a longer deposition section may be considered in the flow loop apparatus, this will increase the length to pipe diameter ratio, and decrease the disparity between the values of this ratio for the flow loop apparatus, and what obtains in the industry. Deposition experiments were done with simple well-defined mixtures of wax dissolved in paraffinic solvents, however, crude oil is a complex mixture of many components. The understanding of the influence of other components (such as asphaltenes) in crude oil, if any, may be achieved by replicating experiments with mixtures containing other crude oil components, or by using actual crude oil samples, although the increased cost might be a detriment. Currently, relatively few studies have been conducted on two-phase wax deposition involving oil–water mixtures or emulsions. Additional studies are needed to improve the understanding of wax deposition from two-phase mixtures. Available software used by flow assurance groups for modeling and predicting wax deposition are based on the molecular diffusion approach, perhaps a review of the mechanism of wax deposition used in these software is needed. 213 References Abdel-Waly, A. A., "The factors affecting paraffin deposition in oil wells", Journal of Engineering and Applied Science, 46, 381, 1999. Agrawal, K.M., Khan, H.U., Surianarayanan, M. and Joshi, G.C., "Wax Deposition of Bombay High Crude Oil under Flowing Conditions", Fuel, 69, 794-796, 1990. Aiyejina, A., Chakrabarti, D. P., Pilgrim, A. and Sastry, M. K. S., “Wax Deposition in Oil Pipeline: A Critical Review”, International Journal of Multiphase Flow, 37, 671-694, 2011. Alex, R. F., Fuhr, B. J., Klein, L. L., "Determination of Cloud Point for Waxy Crudes Using a Near-Infrared/Fiber Optic Technique", Energy and Fuels, 5(6), 914-923, 1991. Anderson, T., Peters, H. S., Torres, R. S., Nagy, N. A., Schruben, D. L., “Wax Crystal Size Distribution Versus Composition”, Fuel, 80:1635-1638, 2001. Arumugam, S., Kasumu, A.S. and Mehrotra, A.K., "Modeling the static cooling of wax-solvent mixtures in a cylindrical vessel", Proceedings of 9th International Pipeline Conference, Calgary, Alberta, Canada, Sept 24-28, 2012, IPC2012-90691, 2012. Arumugam, S., Kasumu, A. S. and Mehrotra, A. K., "Modeling of solids deposition from "waxy" mixtures in "hot flow" and "cold flow" regimes in a pipeline operating under turbulent flow", Energy & Fuels, 27, 6477-6490, 2013. Balakirev, V. A., Sotnikov, G. V., Tkach, Y. V., Yatsenko, T. Y., “Removal of Asphalt- Paraffin Deposits in Oil Pipelines by a Moving Source of High-Frequency Electromagnetic Radiation”, Technical Physics, 46(9), 1069-1075, 2001. Barton, D. and Ollis, W.D., "Comprehensive Organic Chemistry", Pergamon Press Oxford, p 50, 1979. Becker, J. R., "Oilfield Paraffin Treatments: Hot Oil and Hot Water compared to Crystal Modifiers", Proceedings 2000 SPE Ann. Tech. Conf. & Exhib. - Prod. Oper. & Eng. Gen., Oct 1-4, Dallas, 2000. Bello, O. O., Fasesan, S. O., Teodoriu, C., Reinicke, K. M., "An Evaluation of the Performance of Selected Wax Inhibitors of Paraffin Deposition in Nigerian Crude Oils", Petroleum Science and Technology, 24, 195-206, 2006. Bernadiner, M. G., "Advanced Asphaltene and Paraffin Control Technology", SPE Paper No. 25192, March 1993., Paper presented at SPE International Symposium on Oilfield Chemistry, New Orleans, LA, USA. 214 Beyer, A. H. and Osborn, D. E., "Downhole Emulsification for Improving Paraffinic Crude Production", SPE paper 2676, 1969. Bhat, N. V. and Mehrotra, A. K., “Measurement and Prediction of the Phase Behaviour of Wax– Solvent Mixtures: Significance of the Wax Disappearance Temperature”, Industrial and Engineering Chemistry Research, 43: 3451-3461, 2004. Bhat, N. V. and Mehrotra, A. K., "Modeling of Deposit Formation from "Waxy" Mixtures via Moving Boundary Formulation: Radial Heat Transfer under Static and Laminar Flow Conditions" Industrial and Engineering Chemistry Research, 44, 6948, 2005. Bhat, N. V. and Mehrotra, A. K., "Modeling of Deposition from "Waxy" Mixtures in a Pipeline under Laminar Flow Conditions via Moving Boundary Formulation" Industrial and Engineering Chemistry Research, 45(25), 8728-37, 2006. Bhat, N.V. and Mehrotra, A.K., "Modeling the effect of shear stress on the composition and growth of the deposit layer from „waxy' mixtures under laminar flow in a pipeline", Energy & Fuels, 22(5), 3237-3248, 2008. Bidmus, H.O. and Mehrotra, A.K., "Comments on: The effect of operating temperatures on wax deposition (by Huang et al.)", Energy & Fuels, 26(6), 3963-3966, 2012. Bidmus, H. O., and Mehrotra, A. K., “Solids Deposition during “Cold Flow” of Wax-Solvent Mixtures in a Flow-loop Apparatus with Heat Transfer,” Energy & Fuels, 23, 3184– 3194, 2009. Bidmus, H. and Mehrotra, A. K., "Measurement of the Liquid-Deposit Interface Temperature during Solids Deposition from Wax-Solvent Mixtures under Static Cooling Conditions", Energy and Fuels, 22(2), 1174-82, 2008a. Bidmus, H. and Mehrotra, A. K., "Measurement of the Liquid–Deposit Interface Temperature during Solids Deposition from Wax–Solvent Mixtures under Sheared Cooling", Energy and Fuels, 22(6), 4039-48, 2008b. Bidmus, H. O., "A Thermal Study of Wax Deposition from Paraffinic Mixtures", M.Sc. Thesis, Department of Chemical and Petroleum Engineering, University of Calgary, 2003. Bidmus, H.O. and Mehrotra, A. K., “Heat-Transfer Analogy for Wax Deposition from Paraffinic Mixtures”, Industrial and Engineering Chemistry Research, 43: 791-803, 2004. Boley, B. A., “An Applied Overview of Moving Boundary Problems”, In Moving Boundary Problems, Wilson, D. G., Solomon, A. D., Boggs, P. T. (eds), Academic Press: London, 1978, p205-231. 215 Bott, T. R. and Gudmunsson, J. S., "Deposition of Paraffin Wax from Kerosene in Cooled Heat Exchanger Tubes", Can. J. Chem. Eng., 55, 381-385, 1977. Bott, T. R., "Fouling of Heat Exchangers", Elsevier, The Netherlands, p132, 2005. Brown, F. G., “Microbes: The Practical and Environmental Safe Solution to Production Problems, Enhanced Production, and Enhanced Oil Recovery”, Presented at the 1992 SPE Permian Basin Oil and Gas Recovery Conference, Texas, March 18-20, 1992. Broadhurst, M. G., "Extrapolation of Orthorhombic n-paraffin Melting Properties to Very long Chain Lengths", Journal of Research of the National Bureau of Standards. Section A, Physics and Chemistry, 66, 241, 1962. Brown, T. S., Niesen, V. G. and Erickson, D. D., "The Effects of Light Ends and High Pressure on Paraffin Formation", SPE paper 28505, 1993. Bruno, A., Sarica, C., Chen, H. and Volk, M., "Paraffin deposition during the flow of water-in­ oil and oil-in-water dispersion in pipes", SPE paper 114747, 2008 Burger, E. D., Perkins, T. K. and Striegler, J. H., "Studies of Wax Deposition in the Trans Alaska Pipeline", SPE paper 8788, 1981. Cawkwell, M. G. and Charles, M. E., “An Improved Model for Start-up of Pipelines containing Gelled Crude-Oil.” J. Pipelines, 7 (1), 41-52, 1987. Chang, C. and Boger, D. V., “The Yielding of Waxy Crude Oils”, Ind. Eng. Chem. Res., 37(4), 1551-1559, 1998. Chen, X.T., Butler, T., Volk, M. and Brill, J. P, "Techniques for Measuring Wax Thickness During Single and Multiphase Flow", SPE paper 38773, 1997. Chossat, P., and Iooss, G., "The Couette-Taylor Problem", In Applied Mathematical Sciences, John, F., Marsden, J. E., Sirovich, L. (eds), Vol. 102, Sringer-Verlag, New York, 1994, p4-5. Clavell-Grunbaum, D., Strauss, H. L., Snyder, R. G., “Structure of Model Waxes: Conformational Disorder and Chain Packing in Crystalline Multicomponent n-Alkane Solid Solutions”, Journal of Physical Chemistry B, 101, 335-343, 1997. Cole, R. J. and Jessen, F. W., "Paraffin deposition", Oil & Gas J., 58 (38), 87-91, 1960. Cordoba, A. J. and Schall, C. A., “Application of a Heat Transfer Method to determine Wax Deposition in a Hydrocarbon Mixture”, Fuel, 80, 1285-91, 2001a. Cordoba, A. J. and Schall, C. A., “Solvent Migration in a Paraffin Deposit”, Fuel, 80, 1279-84, 2001b. 216 Coutinho, J. A. P., Andersen, S. I., Stenby, E. H., "Evaluation of Activity Coefficient Models in Prediction of Alkane Solid-Liquid Equilibria", Fluid Phase Equilibria, 103(1), 23-39, 1995. Couto, G. H., Chen, H., Dellecase, E., Sarica, C., Volk, M., "An Investigation of Two-Phase Oil/Water Paraffin Deposition", SPE Production and Operations, 23(1), 49-55, 2008. Creek, J. L., Lund, H. J., Brill, J. P. and Volk, M., "Wax deposition in single phase flow", Fluid Phase Equil., 158-160, 801-811, 1999. Deo, M., “Wax Control in the Presence of Hydrates”, RPSEA 07121-1201, University of Utah, 2011. Dick, M. F. and McCready, D. W., "The Thermal Conductivities of Some Organic Liquids", Trans. ASME, 76, 831-839, 1954. Dirand, M., Chevallier, V., Provost, E., Bouroukba, M. and Petitjean, D.; “Multicomponent paraffin waxes and petroleum solid deposits: structural and thermodynamic state.” Fuel, 77 (12), 1253-1260, 1998. Dole, M. J., “Crystallinity from Thermal Measurements”, Journal of Polymer Science Part C, 18, 57-68, 1967. Dollhopf, W., Grossman, H.P. and Leute, U., "Some Thermodynamic Quantities of n-Alkanes as a Function of Chain Length", Coll. Polym. Sci., 259 (2), 267-278, 1981. Ellison, B. T., Gallagher, C. T., Frostman, L. M. and Lorimer, S. E., "The Physical Chemistry of Wax, Hydrates, and Asphaltene", Offshore Technology Conference, 2000. Erickson, D. D., Niesen, V. G., Brown, T. S., "Thermodynamic Measurement and Prediction of Paraffin Precipitation in Crude Oil", SPE Paper No. 26604, 933-948, 1993. Farayola, K. K., Adeboye, Y. B., Adekomaya, O. A., and Olatunde, A. O., 2010, “Thermodynamics Prediction of Wax Precipitation Using the Patel–Teja Equation of State,” SPE Paper No. 136964, 2010. Ferworn, K. A., Hammami, A. and Ellis, H., "Control of Wax Deposition: An Experimental Investigation of Crystal Morphology and an Evaluation of Various Chemical Solvents", Proc. - SPE Int. Symp. on Oilfield Chem., Feb 18-21, Houston, 1997. Filippov, L. P., "Liquid Thermal Conductivity Research at Moscow University", Int. J. Heat Mass Trans., 11, 331-345, 1968. 217 Finke, H. L., Gross, M. E., Waddington, G., Huffman, H. M., “Low-Temperature Thermal Data for the Nine Normal Paraffin Hydrocarbons from Octane to Hexadecane”, Journal of the American Chemical Society, 76:333-341, 1954. Fong, N. and Mehrotra, A. K., "Deposition under Turbulent Flow of Wax-Solvent Mixtures in a Bench-Scale Flow-Loop Apparatus with Heat Transfer", Energy and Fuels, 21, 1263, 2007. Fong, N., “An Experimental Investigation of Deposition from Wax-Solvent Mixtures Under Turbulent Flow with Heat Transfer”, M.Sc. Thesis, Department of Chemical and Petroleum Engineering, University of Calgary, 2007. Gao, C., "Investigation of long term paraffin deposition behavior for South Pelto Oil", PhD dissertation, University of Tulsa, 2003. Ghedamu, M., Watkinson, A. P., Epstein, N., "Mitigation of Wax Buildup on Cooled Surfaces, In Fouling Mitigation of Industrial Heat-Exchange Equipment", Panchal, C. B., Bott, T. R., Somerscales, E. F. C., Toyama, S., Editors.; Begel House: New York, 1997, p 473­ 489. Groffe, D., Groffe, P., Takhar, S., Andersen, S. I., Stenby, E. H., Lindeloff, N., Lundgren, M., "A wax inhibition solution to problematic fields : A chemical remediation process", Petroleum Science and Technology, 19, 205-217, 2001. Gudmunsson, J. S., "Cold Flow Hydrate Technology", 4th International Conference on Gas Hydrates, Yokohama, Japan, May 19-23 2002. Guo, X., Pethica, B. A., Huang, J. S., Adamson, D. H. and Prud‟homme, R. K., "Effect of Cooling Rate on Crystallization of Model Waxy Oils with Microcrystalline Poly(ethylene butene)", Energy and Fuels, 20, 250, 2006. Guthrie, S. E., Mazzanti, G., Steer, T. N., Stetzer, M. R., Kautsky, S. P., Merz, H., Idziak, S. H. J., “An In situ Method for Observing Wax Crystallization Under Pipe Flow”, Review of Scientific Instruments, 75(4), 873-877, 2004. Haji-Sheikh, A., Eftekhar, J. and Lou, D.Y.S., "Some Thermophysical Properties of Paraffin Wax as a Thermal Storage Medium", Paper 82-0846, 3rd AIAA/ASME Thermophy., Fluids, Plasma & Heat Trans. Conference, St. Louis, June 7-11, 1982. Hammami, A., “Thermal Behaviour and Non-isothermal Crystallization Kinetics of normalAlkanes and their Waxy Mixtures under Quiescent Conditions”, PhD Thesis, University of Calgary, 1994. Hammami, A. and Mehrotra, A. K., "Thermal Behavior of Polymorphic n-Alkanes: Effect of Cooling Rate on the Major Transition Temperatures", Fuel, 74, 96, 1995. 218 Hammami, A. and Raines, M. A., Paraffin Deposition from Crude Oils. Comparison of Laboratory Results with Field Data", SPE J., 4 (1), 9-18, March 1999. Hammami, A., Ratulowski, J., Coutinho, J. A. P., "Cloud Points: Can we Measure or Model Them", Petroleum Science and Technology, 21(3-4), 345-358, 2003. Hoffmann, R., Amundsen, L., Huang, Z., Zheng, S. and Fogler, H. S., "Wax deposition in stratified oil/water flow", Energy and Fuels, 26, 3416, 2012. Holder, G. A. and Winkler, J, "Wax Crystallization from Distillate Fuels: I. Cloud and Pour Phenomena Exhibited by Solutions of Binary n-Paraffin Mixtures", J. Inst. Pet., 51, 228, 1965a. Holder, G. A. and Winkler, J, “Wax Crystallization from Distillate Fuels: II. Mechanism of Pour Depression”, J. Inst. Pet., 51, 235, 1965b. Hsu, J. J. C. and Brubaker, J. P., "Wax Deposition Measurement and Scale-Up Modeling for Waxy Live Crudes under Turbulent Flow Conditions", SPE paper 29976, 1995. Huffman, H. M., Parks, G. S., Barmore, M., “Thermal Data on Organic Compounds. X. Further Studies on the Heat Capacities, Entropies and Free Energies of Hydrocarbons”, Journal of the American Chemical Society, 53:3876-3888, 1931. Hunt, A., "Uncertainties Remain in Predicting Paraffin Deposition", Oil and Gas Journal, 94(31), 96-103, 1996. Jamieson, D. T., “Thermal Conductivity of Liquids”, Journal of Chemical Engineering Data, 24(3), 244-246, 1979. Jamieson, D. T., Irving, J. B. and Tudhope, J. S., "The Thermal Conductivity of Petroleum Products", Inst. Pet., IP 74-015, 1974. Jennings, D. W. and Weispfennig, K., "Effects of Shear and Temperature on Wax Deposition: Coldfinger Investigation with a Gulf of Mexico Crude Oil", Energy Fuels, 19, 1376, 2005. Jessen, F. W. and Howell, J. N., “Effect of Flow Rate on Paraffin Accumulation in Plastic, Steel, and Coated Pipe”, Pet. Trans. AIME, 213, 80-84, 1958. Jin, Y. and Wunderlich, B., "Heat Capacities of Paraffins and Polyethylene", J. Phys. Chem., 95, 9000-9009, 1991. Jorda, R. M., "Paraffin Deposition and Prevention in Oil Wells", SPE paper 1598, 1966. Kané, M., Djabourov, M., Volle, J.-L., “Rheology and Structure of Waxy Crude Oils in Quiescent and Under Shearing Conditions”, Fuel, 83, 1591-1605, 2004. 219 Karasz, F. E., Hamblin, D. J., Report BPR 15, National Physical Laboratory, Teddington, England, 1963. Kasumu, A. S. and Mehrotra, A. K., "Solids deposition from two-phase wax–solvent–water “waxy” mixtures under turbulent flow", Energy & Fuels, 27, 1914-1925, 2013. Kasumu, A.S., Arumugam, S. and Mehrotra, A.K., "Effect of cooling rate on the wax precipitation temperature of 'waxy' mixtures", Fuel, 103, 1144-1147, 2013. Keating, K. B., Chemical Engineering Progress Symposium Series, 60(48), 15-21, 1964. Khan, H. U., Dilawar, S. V. K., Nautiyal, S. P. and Madhwal, D. C., “Influence of n alkanes on the cold flow properties of their solution in different solvent systems”, Fuel, 74 (5), 704­ 707, 1995. Khan, H. U., Handoo, J., Agrawal, K. M. and Joshi, G. C., “A Comparative Study of Parafin Deposition of Ratna and Borholla Crude Oils”, Indian Journal of Technology, 31, 697­ 701, 1993. Kok, M. V., Letoffe, J. M., Claudy, P., "DSC and Rheometry Investigations of Crude Oils", Journal of Thermal Analytical Calorimetry, 56, 959, 1999. Kok, M. V., Saracoglu, O., "Mathematical Modelling Of Wax Deposition In Crude Oil Pipelines (Comparative Study)", SPE Asia Pacific Oil and Gas Conference, SPE Paper No. 64514, 2000. le Roux, J. H., Smith, R. D. F., Turner, R. and Weidema, O., "The Thermal Conductivity of Hard Wax", J. Appl. Chem. Biotech., 24, 81-91, 1974. Lee, H. S., “Computational and Rheological Study of Wax Deposition and Gelation in Subsea Pipelines”, Ph.D Thesis, The University of Michigan, 2008. Leontaritis, K. J., "Offshore asphaltene and wax deposition: problems/solutions", World Oil, 217 (5), 57-63, 1996. Li, M., Su, J., Wu, Z., Yang, Y. and Ji, S., “Study of the Mechanisms of Wax Prevention in a Pipeline with Glass Inner Layer.” Colloids and Surfaces A: Phys. and Eng. Aspects, 123­ 124, 635-649, 1997. Majeed, A., Bringedai, B. and Overa, S., "Model Calculates Wax Deposition for N. Sea Oils", Oil & Gas J., 18, 63-69, 1990. Makagon, T. Y., Johnson, T. L., Angel, K. F., “Successful Pigging Frequency Optimization with Field Wax Content Data”, Proceedings of the 4th International Conference on Petroleum Phase Behavior and Fouling, Norway, 2003. 220 Matveenko, V. N., Kirsanov, E.A. and Remizov, S.V., "Rheology of Highly Paraffineous Crude Oil", Colloids Surfaces A: Physicochem. Eng. Aspects, 101, 1-7, 1995. Mazee, W. M., “On the properties of paraffin wax in the solid state”, Journal Institute of Petroleum, 35, 97, 1949. McClaflin, G. G., Whitfill, D. L., "Control of Paraffin Deposition in Production Operations", SPE Paper No. 12204, 1984. Mehrotra, A. K., “Comments on: Wax deposition of Bombay high crude oil under flowing conditions”, Fuel, 69, 1575-1576, 1990. Mehrotra, A. K., “Comments on: Influence of n-alkanes on the cold flow properties of their solution in different solvent systems”, Fuel, 75 (2), 246-248, 1996. Mehrotra, A. K. and Bhat, N. V., "Modeling the Effect of Shear Stress on Deposition from “Waxy” Mixtures under Laminar Flow with Heat Transfer", Energy and Fuels, 21, 1277, 2007. Mehrotra, A. K. and Bidmus, H. O., “Heat-Transfer Calculations for Predicting Solids Deposition in Pipeline Transportation of „Waxy‟ Crude Oils”, In Heat Transfer Calculations, M. Kutz (ed), McGraw-Hill: New York, NY, Chapter 25, 2005. Mehrotra, A. K. and Bhat, N. V., "Deposition from 'waxy' mixtures under turbulent flow in pipelines: Inclusion of a viscoplastic deformation model for deposit aging", Energy & Fuels, 24(4), 2240-2248, 2010. Meray, R. V., Volle, J.L., Schranz, C. J. P., Le Marechal and Behar, E., "Influence of Light Ends on the Onset Crystallization Temperature of Waxy Crudes Within the Frame of Multiphase Transport", SPE paper 26549, 1993. Merino-Garcia, D. and Correra, S., "Cold Flow: A Review of a Technology to Avoid Wax Deposition" Petroleum Science Technology, 26, 446, 2008. Misra, S., Baruah, S. and Singh, K., "Paraffin Problems in Crude Oil Production and Transportation: A Review", SPE Prod. Facil., 10 (1), 50, 1995. Missenard, F. A., foreword to "Measurement of the Thermal Conductivity of Several Liquids" by Tufeu et al., Revue Generale Thermique, 7 (76), 365-377, 1968. Monger-McClure, T. G., Tackett, J. E. and Merrill, L. S., "Comparisons of Cloud Point Measurement and Paraffin Prediction Methods", SPE Prod. & Facilities, 14 (1), 4-16, 1999. Morrison, R. T. and Boyd, R. N., "Organic Chemistry", Prentice Hall, USA, 6 ed., p.93, 1992. 221 Mozes et al., "Paraffin Products: Properties, Technologies, Applications", Elsevier, Amsterdam, 1982. Mullin, J. W., "Crystallisation", Butterworth & Co., 2ed., London, p. 85, 1973. Newberry, M. E., Addison, G. E. and Barker, K. M., "Paraffin Control in the Northern Michigan Niagaran Reef Trend", SPE Prod. Eng., 1 (3), 213-220, 1986. Oliveira, N. S., Dorgan, J., Coutinho, J. A. P., Ferreira, A., Daridon, J. L., Marrucho, I. M., "Gas Solubility of Carbon Dioxide in Poly(lactic acid) at High Pressures", Journal of Polymer Science B, 44, 1010–9, 2006. Pan, H., Firoozabadi, A. and Fotland, P., "Pressure and Composition Effect on Wax Precipitation: Experimental Data and Model Results", SPE paper 36740, 1996. Pan, R. Y. L., Cao, M. Y., Wunderlich, B. J., “An Addition Scheme of Heat Capacities of Linear Molecules, Part II: Backbone-Chains that Contain Other than C-Bonds”, Journal of Thermal Analysis, 31, 1319-1340, 1986. Panacharoensawad, E. and Sarica, C., "Experimental Study of Single-Phase and Two-Phase Water-in-Crude-Oil Dispersed Flow Wax Deposition in a Mini Pilot-Scale Flow Loop", Energy and Fuels, 27 (9), 5036-5053, 2013. Parks, G. S., Huffman, H. M., Thomas, S. B., “Thermal Data on Organic Compounds. VI. the Heat Capacities, Entropies and Free Energies of Some Saturated, Non-Benzenoid Hydrocarbons”, Journal of the American Chemical Society, 52(3):1032-1041, 1930. Parthasarathi, P. and Mehrotra, A. K., “Solids Deposition from Multicomponent Wax-Solvent Mixtures in a Benchscale Flow-Loop Apparatus with Heat Transfer”, Energy and Fuels, 19:1387-1398, 2005. Paso, K., Kallevik, H. and Sjoblom, J., "Measurement of Wax Appearance Temperature using Near-Infrared (NIR) Scattering", Energy and Fuels, 23, 4988, 2009. Patton, C. C. and Casad, B. M., "Paraffin Deposition from Refined Wax-Solvent Systems", SPE paper 2503, 1970. Pedersen, W. B., Hansen, A. B., Larsen, E., Nielsen, A. B., Ronningsen, H. P., "Wax Precipitation from North Sea Crude Oils. 2. Solid-Phase Content as Function of Temperature Determined by Pulsed NMR", Energy And Fuels, 5, 908, 1991. Quintella, C. M., Lima, A. M. V., Silva, E. B., "Selective Inhibition of Paraffin Deposition under High Flow Rate as a Function of the Crude Oil Paraffin Type and Content by Fluorescence Depolarization: Polypropylene and High-Density Polyethylene", Journal of Physical Chemistry, 110(14), 7587-91, 2006. 222 Ramirez-Jaramillo, E., Lira-Galeana, C., Manero, O., "Modeling Wax Deposition in Pipelines" Petroleum Science Technology, 22, 821, 2004. Ribeiro, F. S., Mendes, P. R. S., Braga, S. L., “Obstruction of Pipelines due to Paraffin Deposition During the Flow of Crude Oils, International Journal of Heat and Mass Transfer, 40(18), 4319-4328, 1997. Richardson, M. J., “Thermodynamic Behaviour of Polyethylene Single Crystals”, Transactions of the Faraday Society, 61, 1876-1886, 1965. Roehner, R. M., Hanson, F. V., "Determination of Wax Precipitation Temperature and Amount of Precipitated Solid Wax versus Temperature for Crude Oils using FT-IR Spectroscopy", Energy and Fuels, 15, 756, 2001. Ronningsen, H. P., Bjorndal, B., Hansen, A. B. and Pedersen, W. B., "Wax Precipitation from North Sea Crude Oils. 1. Crystallization and Dissolution Temperatures, and Newtonian and Non-Newtonian Flow Properties", Energy & Fuels, 5, 895-908, 1991. Sarica, C. and Volk, M., Tulsa University Paraffin Deposition Projects. Final Technical Report, University of Tulsa, Tulsa, OK, June 2004. Sarmento, R. C., Ribbe, G. A. S., Azevedo, L. F. A., “Wax Blockage Removal by Inductive Heating of Subsea Pipelines”, Heat Transfer Engineering, 25(7), 2-12, 2004. Sharma, A., Garg, D. and Gupta, J. P., “Solidification Fouling of Paraffin Wax from Hydrocarbons”, Letters in Heat and Mass Transfer, 9, 209-219, 1982 Silva, J. A. L. and Coutinho, J. A. P., “Dynamic Rheological Analysis of the Gelation Behavior of Waxy Crude Oils”, Rheology Acta, 43, 433-441, 2004. Singh, P., Fogler, H. S., Nagarajan, N., “Prediction of the Wax Content of the Incipient Wax-Oil Gel in a Pipeline: An Application of the Controlled-Stress Rheometer”, Journal of Rheology, 43(6), 1437-1459, 1999. Singh, P., Venkatesan, R., Fogler, H. S. and Nagarajan, N., "Formation and Aging of Incipient Thin Film Wax-Oil Gels", AIChE J., 46 (5), 1059-1074, 2000. Singh, P., Venkatesan, R., Fogler, H.S. and Nagarajan, N., "Morphological Evolution of Thick Wax Deposits during Aging", AIChE J., 47 (1), 6-18, 2001a. Singh, P., Youyen, A. and Fogler, "Existence of a Critical Carbon Number in the Aging of a Wax-Oil Gel", AIChE J., 47 (9), 2111-2124, 2001b. 223 Singh, P., Walker, J., Lee, H. S., Gharfeh, S., Thomason, B., Blumer, D., “An Application of Vacuum-Insulated Tubing (VIT) for Wax Control in an Arctic Environment”, SPE Drilling and Completion, 22(2), 127-136, 2007. Spaght, M. E., Thomas, S. B., Parks, G. S., “Some Heat-Capacity Data on Organic Compounds, Obtained with a Radiation Calorimeter”, Journal of Physical Chemistry, 36:882-888, 1932. Srivastava, S.P., Handoo, J., Agrawal, K.M. and Joshi, G.C., "Phase-Transition Studies in nAlkanes and Petroleum-Related Waxes - A Review", J. Phys. Chem. Solids, 54 (6), 639­ 670, 1993. Stryker, P. C., Sparrow, E. M., “Application of a Spherical Thermal Conductivity Cell to Solid n-Eicosane Paraffin”, International Journal of Heat and Mass Transfer, 33(9), 1781­ 1793, 1990. Sulaiman, A. D. L., Ajeinka, A, J., Sunday, I. S., “Application of Piezoelectric Energy Generated from Quartz plus Semiprecious Metals on Wax Deposition Control”, Journal of petroleum and Gas Engineering, 2(5), 93-98, 2011. Svendson, J. A., "Mathematical Modeling of Wax Deposition in Oil Pipeline Systems", AIChE Journal, 39, 1377, 1993. Svetgoff, J., "Paraffin Problems can be Resolved with Chemicals", Oil and Gas Journal, Feb 27, 79-82, 1984. Tiwary, D., “Rheological of Paraffinic “waxy” mixtures”, M. Sc Thesis, Department of Chemical and Petroleum Engineering, University of Calgary, 2002. Tiwary, D. and Mehrotra, A. K., “Phase Transformation and Rheological Behavior of Highly Paraffinic “Waxy” Mixtures”, Canadian Journal of Chemical Engineering, 82:162- 174, 2004. Tiwary, R., “Effect of Shear Rate and Time on Deposition from Wax-Solvent Mixtures under Turbulent Flow”, M. Sc Thesis, Department of Chemical and Petroleum Engineering, University of Calgary, 2008. Tiwary, R. and Mehrotra, A. K., "Deposition from wax–solvent mixtures under turbulent flow: Effects of shear rate and time on deposit properties", Energy & Fuels, 23(3), 1299-1310, 2009. Towler, B. F., Rebbapragada, S., “Mitigation of Paraffin Wax Deposition in Cretaceous Crude Oils of Wyoming”, Journal of Petroleum Science and Engineering, 45, 11-19, 2004. 224 Towler, B. F., Jaripatke, O. and Mokhatab, S., “Experimental Investigations of the Mitigation of Paraffin Wax Deposition in Crude Oil Using Chemical Additives”, Petroleum Science and Technology, 29, 468-483, 2011. Tufeu, R., LeNeindre, B., Bury, P. and Johannin, P., "Measurement of Thermal Conductivity of Several Liquids", Revue Generale Thermique, 7 (76), 365-377, 1968. Turner, W. R., "Normal Alkanes", Technical Review, Ind. Eng. Chem. Prod. Res. Dev., 10 (3), 238-260, 1971. Vásquez, A. and Briano, J. G., “Thermal Conductivity of Hydrocarbon Mixtures: A Perturbation Approach”, 32, 194-199, 1993. Venkatesan, R., Nagarajan, N. R., Paso, K., Yi, Y.-B., Sastry, A. M., Fogler, H. S., “The Strength of Paraffin Gels Formed Under Static and Flow Conditions”, Chemical Engineering Science, 60, 3587-3598, 2005. Vignati, E., Piazza, R., Visintin, R. F. G., Lapasin, R., D'Antona, P. D., Lockhart, T. P., "Wax Crystallization and Aggregation in a Model Crude Oil", Journal of Physics: Condensed Matter, 17, S3651-S3660, 2005. Visintin, R. F. G., Lapasin, R., Vignati, E., D‟Antona, P., Lockhart, T. P., “Rheological Behavior and Structural Interpretation of Waxy Crude Oil Gels”, Langmuir, 21, 6240­ 6249, 2005. Wada, Y., Nagasaka, Y., Nagashima, A., “Measurements and Correlation of the Thermal Conductivity of Liquid n-Paraffins Hydrocarbons and Their Binary and Ternary Mixtures”, 6(3), 251-265, 1985. Wang, Q., Sarica, C. and Volk, M., “An experimental study on wax removal in pipes with oil flow”, Journal of Energy Resources Technology, 130, 2008. Wardhaugh, L. T. and Boger, D. V., "Flow Characteristics of Waxy Crude Oils: Application to Pipeline Design", AIChE J., 37 (6), 871-885, 1991. Warth, A. H., "The Chemistry and Technology of Waxes", Reinhold Publishing Co., New York City, 411-413, 1956. Weingarten, J. S. and Euchner, J. A., "Methods for Predicting Wax Precipitation and Deposition", SPE paper 15654, 1986. Woo, G. T., Garbis, S. J., Gray, T. C., "Long-Term Control of Paraffin Deposition", SPE Paper No. 13126, 1984. 225 Wu, C. H., Wang, K. S., Shuler, P. J., Tang, Y., Creek, J. L., Carlson, R. M. and Cheung, S., “Measurement of Wax Deposition in Paraffin Solutions”, AIChE Journal, 48:2107-2110, 2002. Wunderlich, B., Dole, M., “Specific Heats of Synthetic High Polymers VIII. Low Pressure Polyethylene”, Journal of Polymer Science, 24, 201-213, 1957. Zhang, Y., Gong, J., Ren, Y. and Wang, P., "Effect of emulsion characteristics on wax deposition from water-in-waxy crude oil emulsions under static cooling conditions", Energy and Fuels, 24, 1146, 2010a. Zhang, Y., Gong, J., and Wu, H., "An experimental study on wax deposition of water in waxy crude oil emulsions", Petroleum Science and Technology, 28, 1653, 2010b. Zhang, W., Wang, T., Li, X. and Zhang, S., "The effect of magnetic field on the deposition of paraffin wax on the oil pipe", Advanced Materials Research, 788, 719-722, 2013. Zismann, W.A., "Influence of Constitution on Adhesion" Ind. Eng. Chem., 55, 19, 1963. Zougari, M., Jacobs, S., Ratulowski, J., Hammami, A., Broze, G., Flannery, M., Stankiewicz, A., Karan, K., "Novel Organic Solids Deposition and Control Device for Live-Oils: Design and Applications" Energy and Fuels, 20, 1656, 2006. 226 APPENDIX A: WAX PRECIPITATION TEMPERATURE MEASUREMENT DATA 227 Table A1. Measured WPT values and published WAT values for various concentrations of Conros Parowax in Norpar13. WPT Wax Concentration WAT o o o o o o o o o 0.4 C/min 0.3 C/min 0.2 C/min 0.1 C/min 0.05 C/min mass% C 2 27.0 4 31.8 6 34.6 8 36.2 10 37.8 15 40.8 20 42.9 * Bidmus and Mehrotra (2008b, 2009) C 27.7 32.5 35.5 36.6 38.1 41.0 43.2 C 28.0 32.5 34.9 36.9 38.4 41.2 43.4 ** Fong and Mehrotra (2007) 228 C 28.5 32.5 35.1 37.5 38.9 41.7 43.9 o C 29.0 32.9 37.2 37.7 40.0 42.0 44.1 o C 28.0* 32.0* 35.0* 38.0** 41.0** 43.0** APPENDIX B: HEAT TRANSFER COEFFICIENT DATA 229 Table B1. Overall heat transfer coefficient calibration data for flow loop apparatus (6 mass% waxy mixture, 0% water content). Trial No. H1 H2 H3 H4 H5 H6 H7 H8 H9 H10 H11 H12 Waxy Mixture Inlet Coolant Inlet Coolant Outlet Mass flowrate Mass flowrate Temperature Temperature Temperature Coolant Wax-Norpar °C 45.76 45.17 45.03 50.44 50.00 50.00 54.57 54.44 54.46 54.24 53.85 53.79 °C 31.82 34.19 36.38 39.27 41.66 44.02 35.13 38.01 40.78 30.22 30.21 30.22 °C 33.08 35.52 37.69 40.41 42.78 44.98 36.85 39.87 42.66 32.28 32.77 33.15 kg/s 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 230 kg/s 0.371 0.576 0.790 0.372 0.587 0.794 0.380 0.569 0.789 0.380 0.588 0.791 qgain J/s qc J/s Thout Tlm Watt 0.307 0.406 0.498 0.624 0.725 0.824 0.436 0.557 0.673 0.216 0.215 0.216 Watt 43.55 46.06 45.46 39.56 39.00 33.68 59.52 64.32 65.34 70.86 88.43 100.72 °C 45.71 45.14 45.00 50.39 49.97 49.98 54.50 54.39 54.42 54.16 53.79 53.73 °C W/m °C 13.27 383 10.28 523 7.96 666 10.56 437 7.75 587 5.48 717 18.52 375 15.45 486 12.70 600 22.94 360 22.30 463 22.04 533 Ui Reynolds Number 2 15533 23741 32441 17666 27564 37320 20279 30255 41970 20107 30732 41275 Table B2. Overall heat transfer coefficient calibration data for flow loop apparatus (6 mass% waxy mixture, 0% water content). Trial Waxy Mixture Inlet Coolant Inlet Coolant Outlet Mass flowrate Mass flowrate No. Temperature Temperature Temperature Coolant Wax-Norpar H1 H2 H3 H4 H5 H6 H7 H8 H9 H10 H11 H12 °C 56.51 56.45 56.51 52.91 52.80 52.80 48.52 48.46 48.60 42.53 42.47 42.51 °C 30.13 30.22 30.13 33.04 33.06 33.06 37.12 38.01 39.09 30.09 30.12 30.10 °C 33.30 34.18 34.49 35.09 35.77 36.31 38.33 39.51 40.75 31.44 31.94 32.20 kg/s 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 0.0082 231 kg/s 0.385 0.618 0.844 0.344 0.566 0.818 0.351 0.558 0.843 0.389 0.643 0.848 qgain J/s qc J/s Thout Tlm Watt 0.211 0.215 0.211 0.316 0.316 0.316 0.482 0.520 0.565 0.188 0.190 0.189 Watt 109.06 136.19 149.82 70.52 93.53 112.11 42.15 52.03 57.51 46.75 62.80 72.35 °C 56.39 56.36 56.44 52.83 52.73 52.75 48.47 48.42 48.57 42.48 42.42 42.47 °C W/m °C 24.70 515 24.15 658 24.10 725 18.78 438 18.32 596 18.04 725 10.76 457 9.66 628 8.64 777 11.72 465 11.39 643 11.31 747 Ui Reynolds Number 2 16614 26682 36501 13418 22000 31811 12140 19285 29204 11457 18932 24981 Table B3. Overall heat transfer coefficient calibration data for cold finger apparatus (10 mass% waxy mixture, 0% water content). Trial No. Waxy Mixture Temperature CFH1 CFH2 CFH3 CFH4 CFH5 CFH6 CFH7 CFH8 CFH9 CFH10 CFH11 CFH12 CFH13 CFH14 CFH15 CFH16 CFH17 CFH18 CFH19 CFH20 °C 37.40 37.28 37.24 37.22 37.19 39.07 39.06 39.03 39.03 39.05 37.06 37.10 37.16 37.12 37.16 39.17 39.10 39.07 39.06 39.06 Coolant Inlet Coolant Outlet Temperature Temperature Temperature Difference °C 33.14 33.10 33.08 33.07 33.09 34.04 34.07 34.05 34.07 34.10 33.10 33.11 33.13 33.10 33.12 34.10 34.09 34.08 34.08 34.09 °C 33.22 33.16 33.13 33.13 33.14 34.10 34.10 34.09 34.10 34.13 33.15 33.16 33.20 33.16 33.17 34.22 34.19 34.19 34.17 34.20 °C 0.08 0.06 0.05 0.06 0.05 0.06 0.03 0.04 0.03 0.03 0.05 0.05 0.07 0.06 0.05 0.12 0.10 0.11 0.09 0.11 232 Impeller Mass flowrate Speed Coolant rpm 250 250 250 250 250 250 250 250 250 250 500 500 500 500 500 500 500 500 500 500 kg/s 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 0.0301 qc J/s Th - Tc Ui Watt 10.12 7.59 6.33 7.59 6.33 7.59 3.79 5.06 3.79 3.79 6.33 6.33 8.86 7.59 6.33 15.18 12.65 13.91 11.38 13.91 °C 4.22 4.15 4.14 4.12 4.08 5.00 4.98 4.96 4.95 4.94 3.94 3.97 3.99 3.99 4.02 5.01 4.96 4.94 4.94 4.92 W/m2 °C 1317 1004 840 1012 852 833 419 560 421 422 883 876 1217 1045 865 1663 1400 1548 1267 1554 APPENDIX C: PHYSICAL PROPERTIES DATA 233 Table C1. Bernardin Parowax-Linpar1416V solution density data. Wax mass % APCO1416V Displayed Corrected Mass of Volume of Temperature Temperature Liquid Liquid o o g mL C C 25.85 25.94 60.889 80.0 35.13 35.16 60.861 80.5 44.75 44.72 60.860 81.0 53.18 53.09 60.767 81.4 63.49 63.33 60.724 81.9 Density of Liquid g/mL 0.761 0.756 0.751 0.747 0.741 6 33.84 36.54 39.81 43.36 48.50 53.17 62.32 67.00 33.62 36.30 39.53 43.04 48.13 52.75 61.81 66.44 73.573 74.548 72.067 71.858 72.504 73.169 71.787 70.692 96.7 98.1 95.1 95.0 96.2 97.4 96.2 95.1 0.761 0.760 0.758 0.756 0.754 0.751 0.746 0.744 10 37.25 41.57 49.29 56.92 61.06 37.27 41.56 49.22 56.80 60.92 65.416 65.509 65.768 65.855 65.939 84.7 85.1 85.8 86.4 86.8 0.773 0.770 0.767 0.762 0.760 234 Table C2. Bernardin Parowax-Linpar1416V viscosity data. Wax mass % Temperature of Liquid C 24.75 29.69 34.69 39.69 44.68 49.68 Viscosity of Liquid (mPas) 1.8569 1.6303 1.5036 1.4096 1.3274 1.2643 6 29.70 34.69 39.69 44.69 50.45 1.7721 1.6191 1.4844 1.3766 1.2816 10 34.72 39.74 44.70 49.70 56.00 61.00 1.8754 1.7387 1.5204 1.3598 1.1901 1.1204 o APCO1416V 235 APPENDIX D: FLOW LOOP EXPERIMENTAL DATA 236 Table D1. Data for experiments with 6 mass% solution with WAT = 28°C (1 h deposition time). Run No. F1 F2 F3 F4 F5 F6 F7 F8 F9 F10 F11 F12 F13 F14 F15 F16 F17 F18 F19 F20 F21 F22 F23 F24 F25 F26 F27 F28 F29 F30 F31 F32 F33 T hi T ci o o C C WAT + 7 WAT – 10 WAT + 7 WAT – 10 WAT + 7 WAT – 10 WAT + 7 WAT – 20 WAT + 15 WAT – 10 WAT + 15 WAT – 20 Average Waxy Mixture Volumetric Flowrate gpm 8.09 8.11 8.04 8.19 8.06 8.09 7.98 12.32 12.23 12.43 12.07 12.33 12.28 12.41 16.56 16.47 16.46 16.52 16.54 16.03 16.60 8.07 8.09 8.19 8.13 12.31 12.31 12.32 12.35 12.26 12.32 12.34 12.35 Total Deposit Mass Water in Deposit Wax Deposit Mass g 2.655 2.805 3.537 2.632 2.715 2.870 2.840 2.253 2.168 3.176 2.242 2.507 2.241 2.997 1.786 1.464 2.412 1.808 1.957 1.819 2.694 4.778 5.537 4.781 4.600 1.124 0.858 1.249 1.992 3.008 2.763 2.138 3.109 vol% 0.0 0.6 6.6 2.8 0.0 13.5 0.4 0.0 1.1 8.2 3.9 0.1 9.9 15.3 0.0 0.1 13.6 6.5 13.3 12.2 15.8 0.0 1.1 0.4 6.7 0.0 24.9 4.3 14.5 0.0 8.2 5.1 10.6 g 2.655 2.787 3.304 2.557 2.715 2.483 2.829 2.253 2.145 2.915 2.154 2.505 2.019 2.540 1.786 1.463 2.084 1.691 1.697 1.597 2.268 4.778 5.477 4.761 4.294 1.124 0.644 1.195 1.703 3.008 2.536 2.029 2.779 237 Reynolds Number Water-free 12526 11269 9965 8850 7611 6548 5587 18912 16776 15303 12952 11643 9839 8622 25289 22423 20085 17633 15399 12798 11484 12982 10338 7980 5807 22590 18015 13874 10300 23412 18329 14060 10495 kg/m2 0.310 0.325 0.386 0.298 0.317 0.290 0.330 0.263 0.250 0.340 0.251 0.292 0.236 0.296 0.208 0.171 0.243 0.197 0.198 0.186 0.265 0.557 0.639 0.555 0.501 0.131 0.075 0.139 0.199 0.351 0.296 0.237 0.324 Table D2. Data for experiments with 6 mass% solution with WAT = 28°C (extended experiments), Thi = (WAT+7) oC, Tci = (WAT-10) oC. Run Time Average Total Water in Wax Reynolds Deposit Mass Deposit Deposit Mass Number Water-free h 1 2 2 4 4 Waxy Mixture Volumetric Flowrate gpm 12.32 12.30 12.32 12.34 12.36 9929 9874 9899 10034 9992 kg/m 0.279 0.256 0.254 0.263 0.273 No. RE3 RE1 RE1R RE2 RE2R g 2.489 2.274 2.346 2.338 2.415 238 vol% 4.1 3.3 7.1 3.4 3.3 g 2.387 2.198 2.179 2.258 2.336 2 APPENDIX E: COLD FINGER EXPERIMENTAL DATA 239 Table E1. Data for single-phase experiments using 10 mass% of wax solution with WAT = 32°C. Run No. Time Stirring Speed h CF1 Water-free rpm Total Deposit Mass g Wax Deposit Mass g 0.1 250 1.4522 1.452 kg/m2 0.637 CF1R 0.1 250 1.3325 1.333 0.584 CF2 0.2 250 1.4512 1.451 0.636 CF3 0.5 250 1.6361 1.636 0.718 CF4 1.0 250 1.8631 1.863 0.817 CF5 2.0 250 1.8176 1.818 0.797 CF5R 2.0 250 1.827 1.827 0.801 CF6 4.0 250 1.874 1.874 0.822 CF7 8.0 250 2.1403 2.140 0.939 CF8 12.0 250 2.2189 2.219 0.973 CF9 24.0 250 2.1276 2.128 0.933 CF10 0.1 500 0.8996 0.900 0.395 CF10R 0.1 500 0.8907 0.891 0.391 CF11 0.2 500 1.0155 1.016 0.445 CF12 0.5 500 1.0219 1.022 0.448 CF13 1.0 500 1.2447 1.245 0.546 CF14 2.0 500 1.2441 1.244 0.546 CF14R 2.0 500 1.305 1.305 0.572 CF15 4.0 500 1.4252 1.425 0.625 CF16 8.0 500 1.668 1.668 0.732 CF17 12.0 500 1.777 1.777 0.779 CF18 24.0 500 1.671 1.671 0.733 240 Table E2. Data for two-phase experiments using 10 mass% wax solution with WAT = 32°C at Run No. Time Stirring Speed h CF19 Water-free Total Deposit Mass g Water in Deposit rpm Waxy mixture water content vol% vol% Wax Deposit Mass g 0.1 500 10 0.935 7.8 0.863 kg/m 0.378 CF19R 0.1 500 10 0.956 1.8 0.939 0.412 CF20 0.5 500 10 1.080 0.2 1.078 0.473 CF21 2.0 500 10 1.432 1.2 1.414 0.620 CF22 8.0 500 10 1.602 8.3 1.469 0.644 CF23 24.0 500 10 1.967 0.5 1.958 0.859 CF24 0.2 500 20 1.006 8.5 0.920 0.403 CF25 1.0 500 20 1.278 12.3 1.121 0.492 CF25R 1.0 500 20 1.406 18.2 1.150 0.505 CF26 4.0 500 20 1.597 10.1 1.435 0.629 CF27 12.0 500 20 1.891 9.5 1.711 0.751 CF28 24.0 500 20 1.875 1.3 1.850 0.812 CF29 0.1 500 30 1.101 24.1 0.835 0.366 CF30 0.5 500 30 1.263 23.5 0.966 0.424 CF30R 0.5 500 30 1.270 24.3 0.961 0.421 CF31 2.0 500 30 1.282 2.7 1.248 0.547 CF32 8.0 500 30 1.676 15.2 1.422 0.623 CF33 24.0 500 30 1.781 1.0 1.764 0.773 241 2 Table E3. Data for single-phase short-duration experiments using 10 mass% of wax solution with WAT = 32°C. Run No. Time Stirring Speed h CF34 Water-free rpm Total Deposit Mass g Wax Deposit Mass g 0.01 250 1.245 1.245 kg/m2 0.546 CF35 0.03 250 1.387 1.387 0.608 CF36 48.0 250 2.202 2.202 0.966 242 APPENDIX F: ESTIMATION OF LIQUID MIXTURE AND DEPOSIT PHASE PROPERTIES IN TRANSIENT MODEL F1 - Liquid Phase Properties 243 Thermal Conductivity: The thermal conductivity of liquid mixtures was calculated using the Li correlation (Li, 1976). The correlation can be applied for liquid mixtures containing N number of components. The mixture thermal conductivity (k) was correlated as a function of the mixture volume fractions i : N N k i j i 1 j 1 i 2k i k j F.1 ki k j xi l,i1 n x j 1 j F.2 1 l, j where, i , xi, and ρl,i are the volume fraction, mole fraction and the pure component density of component i, respectively. The thermal conductivity of liquid C14 was obtained from a correlation provided by Wada et al. (1985). Wada et al. (1985) expressed the thermal conductivity of paraffins up to C16 as a function of their carbon number (n) and temperature as follows: (kl)14 = An2 + Bn + C – [D(1/n)2 + E(1/n) + F]T F.3 where, k is the thermal conductivity (W m–1 K–1), A–F are constants, n is carbon number, and T is temperature (range: 20– 90 °C). The correlation for the thermal conductivity of liquid C30 (Perry and Green, 1984): (kl) = 0.00012(1392.4 – T) F.4 where, T is the temperature in K. Density: 244 The liquid mixture density was calculated as a volume weighted average (Bhat and Mehrotra, 2005): mix l w i (l ) i i 1 F.5 The liquid phase density (API Research Project 42, 1966) for C14 and C30 were fitted as: (ρl)14 = 770.4 – 0.7T F.6 (ρl)30 = 821.9 – 0.6T F.7 where, T is the temperature in °C. Specific Heat Capacity: The liquid mixture specific heat capacity was calculated as a weighted average (Bhat and Mehrotra, 2005): C pmix , l w i (C p , l ) i i F.8 The pure component specific heat capacities were obtained from a group contribution method (Jin and Wunderlich, 1991). CH 2 3 Cp,l 2CCH p,l (n 2)Cp,l F.9 2 CCH p,l = 17.33+0.04551T F.10 3 CCH p,l = 30.41 + 0.01479 T F.11 where, n is the carbon number and T is the temperature in K. The predicted solid phase specific heat capacity (DIPPR® 801) in J kmol–1 K–1: Cp,f = 7750T0.79 F.12 245 where, T is the temperature in K. F2 - Deposit Phase Properties Thermal Conductivity: The thermal conductivity of the deposit was obtained as (Bhat and Mehrotra, 2005): k klmix l k f f F.13 where, kf, , and l and f denote the thermal conductivity of solid, volume fraction of liquid and volume fraction of solid phase, respectively. Density The small variation in densities of the liquid, solid and the deposit phases are neglected mix (i.e. l f ) Specific Heat Capacity The deposit specific heat capacity was obtained as a weighted average of those for the liquid and the solid phases (Bhat and Mehrotra, 2005): C p, (1 f )C pmix,l fCp, f F.14 246 APPENDIX G: COPYRIGHT PERMISSIONS 247