viii TABLE OF CONTENTS CHAPTER TITLE 1 2 PAGE Title i Declaration ii Dedications iii Acknowledgement iv Abstract vi Abstrak vii Table of Content viii List of Tables xii List of Figures xiv List of Symbols xvii List of Appendices xxi INTRODUCTION 1 1.1 Process synthesis 1 1.2 Process integration and process synthesis 1 1.3 Problem statement 3 1.4 Objective 3 1.5 Scopes of research 3 1.6 Contributions of the work 4 1.7 Summary of this thesis 5 BACKGROUND THEORY AND LITERATURE 8 REVIEW 2.1 Introduction 8 ix 2.2 Synthesis of water network for continuous processes 9 2.2.1 Types of water-using processes 2.2.2 Problem statement for water network synthesis 9 12 2.2.3 Targeting tools for water network 2.2.4 Appropriate placement of water regeneration unit 12 15 2.3 Synthesis of batch water network 2.3.1 Problem statement for batch water network synthesis 17 17 2.3.2 Synthesis tools in batch water network 2.4 Synthesis of hydrogen network 2.4.1 Problem statement of hydrogen network synthesis 18 19 20 2.4.2 Conceptual understanding of hydrogen source and sink 20 2.4.3 Targeting tool for hydrogen network 2.4.4 Appropriate placement of hydrogen purifiers 23 24 2.5 Synthesis of property-based network 2.5.1 Problem statement of property-based network synthesis 25 26 2.5.2 The concept of property operator and property load 27 2.5.3 Targeting tool for property-based network 30 2.5.4 Process modifications 31 2.6 Literature review 32 2.6.1 Synthesis of water network 32 2.6.2 Synthesis of batch water network 36 2.6.3 Synthesis of utility gas network 38 2.6.4 Synthesis of property-based network 39 2.7 Conclusions 40 x 3 METHODOLOGY DEVELOPMENT 42 3.1 Introduction 42 3.2 Cascade analysis technique 42 3.2.1 Interval resource balance table 43 3.2.2 Resource cascade diagram 44 3.3 Time-dependant cascade analysis technique for 47 batch processes 3.4 Major assumptions for cascade analysis 49 technique 4 3.5 Conclusion 50 RESULT AND DISCUSSION – WATER 51 CASCADE ANALYSIS 4.1 Introduction 51 4.2 Example 4.1 - Acrylonitrile production 52 4.3 WCA for AN case study 56 4.4 WCA mass transfer-based water-using 59 processes 4.4.1 Example 4.2 – Wang and Smith (1997) 60 4.4.2 Example 4.3 – Olesen and Polley (1997) 61 4.4.3 Example 4 – Polley and Polley (2000) 62 4.4.4 Example 5 – Wang and Smith (1995a) 63 4.5 Multiple pinch problem 65 4.6 Assessing options for process changes via the 67 WCA 4.7 Optimisation of regeneration unit to achieve 69 zero discharge 5 4.8 Conclusion 75 RESULT AND DISCUSSION – TIME- 76 DEPENDENT WATER CASCADE ANALYSIS 5.1 Introduction 76 5.2 Time-dependent water cascade analysis 76 5.3 Example 5.1 - Kim and Smith (2004) 77 5.3.1 Targeting for batch water network without 79 xi water storage tank 5.3.2 Targeting for Batch water network with 80 water storage tank systems 6 5.4 Batch water network design 84 5.5 Example 5.2 - Wang and Smith (1995b) 88 5.6 Conclusion 90 RESULT AND DISCUSSION – GAS CASCADE 91 ANALYSIS 7 6.1 Introduction 91 6.2 Nitrogen integration (Example 6.1) 91 6.3 Gas cascade analysis technique 93 6.4 Oxygen integration (Example 6.2) 95 6.5 Network design 96 6.6 Hydrogen integration (Example 6.3) 99 6.7 Appropriate placement of hydrogen purifier 101 6.8 Multiple-pinch problems (Example 6.4) 104 6.9 Conclusion 108 RESULT AND DISCUSSION – PROPERTY 109 CASCADE ANALYSIS 8 7.1 Introduction 109 7.2 Metal degreasing process (Example 7.1) 109 7.3 The concept of material surplus 112 7.4 Property cascade analysis technique 116 7.5 Property-based network design 118 7.6 Process modifications 121 7.7 Papermaking process (Example 7.2) 122 7.8 Conclusion 125 CONCLUSIONS AND FUTURE WORKS 127 5.1 Summary and significance 127 5.2 Future works 129 REFERENCES 132 Appendices A – Water cascade tables for other case studies 146 Appendices B – refereed journal/magazine publications 162 xii LIST OF TABLES TABLE NO. TITLE PAGE 2.1 Operator expressions for common properties 29 3.1 Interval resource balance table 43 3.2 Resource cascade table 47 3.3 Time interval table for batch processes 47 3.4 Time-dependent cascade analysis for batch processes 48 4.1 Limiting water data for AN production (Example 4.1) 54 4.2 Interval resource balance table for AN case study 56 4.3 WCT for AN case study (Example 4.1) 58 4.4 Limiting water data for Example 4.2 (Wang and Smith, 1994) 60 4.5 WCT for Example 4.2 60 4.6 Limiting water data for Example 4.3 (Olesen and Polley, 1997) 61 4.7 WCT for Example 4.3 61 4.8 Limiting water data for Example 4.4 (Polley and Polley, 2000) 62 4.9 WCT for Example 4.4 62 4.10 Limiting water data for Example 4.5 (Wang and Smith, 1995a) 63 4.11 WCT for Example 4.5 64 4.12 Limiting water data for Example 4.6 (Sorin and Bédard, 1999) 65 4.13 WCT for Example 4.6 66 4.14 WCT for process involving partial regeneration of off-gas 67 condensate 4.15 WCT for stream regeneration and process changes 68 4.16 Limiting water data for Example 4.7 69 4.17 WCT for Example 4.7 70 4.18 Zero discharge solution with DAF units installed 73 xiii 5.1 Limiting water data for Example 5.1 78 5.2 Time interval table for Example 5.1 79 5.3 TDWCA for Example 5.1 (without water storage system) 80 5.4 Targeting overall fresh water and wastewater flows with 81 TDWCA for Example 5.1 (network with water storage system) 5.5 Identification of interval-based fresh water and wastewater 83 targets, and storage capacity target for Example 5.1 (network with water storage system) 5.6 Limiting water data for Example 5.2 (Wang and Smith, 1995b) 88 5.7 TDWCA for Example 5.2 (network with water storage system) 89 6.1 Limiting data for Example 6.1 (nitrogen integration) 93 6.2 GCT for nitrogen integration (Example 6.1) 94 6.3 Limiting data for oxygen integration (Example 6.2) 96 6.4 GCT for Example 6.2 96 6.5 Limiting data for hydrogen integration (Example 6.3) 100 6.6 GCT for Example 6.3 101 6.7 GCT for Example 6.3 (regeneration with membrane) 103 6.8 GCT for Example 6.3 (regeneration with PSA) 104 6.9 Hydrogen source and sink data for Example 6.4 (multiple- 105 pinch problem) 6.10 GCT for Example 6.4 105 6.11 GCT for Example 6.4 (regeneration with membrane) 107 6.12 GCT for Example 6.4 (regeneration with PSA) 108 7.1 Data for Example 7.1 (Kazantzi and El-Halwagi, 2005) 111 7.2 Limiting data for Example 7.1 112 7.3 PCT for metal degreasing process (Example 7.1) 116 7.4 Limiting data for papermaking process (Example 7.2) 124 7.5 PCT for papermaking process (Example 7.2) 125 xiv LIST OF FIGURES FIGURE NO. 1.1 TITLE PAGE A flow diagram illustrating the conceptual links between the 7 chapters 2.1 Mass transfer-based water-using operations: (a) Vessel 10 washing; (b) Sour gas absorption where water sink and water source exist with equal flowrates (Manan et al., 2004) 2.2 Non-mass transfer-based water-using operations: (a) a 10 reactor that consumes water in aniline production; (b) a reactor that produces water as a byproduct in acrylonitrile production (Manan et al., 2004) 2.3 Two other common types of the non-mass transfer-based 11 water-using operations: (a) cooling tower make up; (b) boiler blow-down (Manan et al., 2004) 2.4 A reactor system that cannot be modelled purely as a mass 11 transfer-based operation (Hallale, 2002) 2.5 Construction of limiting water profile and water flowrate 13 targeting 2.6 Water surplus diagram by Hallale (2002) 13 2.7 The tedious iterative steps of constructing the water surplus 14 diagram 2.8 Material-recovery pinch diagram 15 2.9 Methods on reducing wastewater consumption – (a) reuse, 16 (b) regeneration-reuse, and (c) regeneration-recycling (Wang and Smith, 1994) 2.10 Appropriate placement of water regeneration unit 17 xv 2.11 Time-pinch analysis technique by Wang and Smith (1995b) 18 2.12 Water utilisation networks by Wang and Smith (1995b) 18 2.13 Simplified flow diagram for a crude oil refinery. Hydrogen- 19 consuming processes are highlighted in bold (Towler et al., 1996; Alves and Towler, 2002) 2.14 Simplified diagram of a hydrogen-consuming process 21 2.15 Construction of hydrogen surplus diagram (Alves and 23 Towler, 2002; Hallale et al. 2002) 2.16 Placement of hydrogen purifier in the context of overall 25 hydrogen network (Hallale et al., 2002) 2.17 Property-based pinch diagram (Kazantzi and El-Halwagi, 30 2005) 2.18 Property-based pinch diagram when fresh feed is having the 31 highest operator value among all process sources (Kazantzi and El-Halwagi, 2005) 2.19 Reduction of fresh feed and discharge flowrates in a 32 property-based network (Kazantzi and El-Halwagi, 2005) 3.1 The principle of resource cascading (y1 < y2) 44 3.2 Resource cascade diagram: (a) flowrate cascade; (b) load 45 cascade; (c) determination of interval fresh feed flowrate 4.1 Flowsheet for AN production (El-Halwagi, 1997) 52 4.2 Targeting model by El-Halwagi (1997) 55 4.3 Infeasible water cascade diagram with zero fresh water 57 flowrate 4.4 A feasible water cascade diagram for AN case study 58 4.5 Final solution to the AN case study with water reuse and 68 process changes (El-Halwagi, 1997) 4.6 Placement of a regeneration unit in the context of an overall 72 network 4.7 Reduction of fresh water and wastewater flowrates as a 74 function of regeneration flowrate 4.8 Zero wastewater discharge network for the paper mill case study 74 xvi 5.1 Network design for each time interval in Example 5.1: (a) 0- 86 1.0 hr; (b) 1.0-3.0 hr; (c) 3.0-3.5 hr; (d) 3.5-5.0 hr 5.2 Batch water network for Example 5.1 (without water storage 87 system) represented in time-water network 5.3 Batch water network for Example 5.1 (network with water 88 storage system) 5.4 Batch network design for Example 5.2 89 6.1 Process flow diagram of a magnetic tape manufacturing 92 process (El-Halwagi, 1997) 6.2 Process flow diagram for oxygen integration (Example 6.2) 95 6.3 Process flow diagram of a magnetic tape manufacturing 98 process (Example 6.1) with exhaust gas reuse and recycling 6.4 Oxygen integration network for Example 6.2 99 6.5 One possible network design for Example 6.4: flowrate in 106 mol/s while impurity concentration in mol% 7.1 Metal degreasing process (Kazantzi and El-Halwagi, 2005) 110 7.2 Sink and source composite plots for Example 7.1, with the 113 solvent flowrate set to 0 kg/s 7.3 Construction of a property surplus diagram: (a) Sink and 115 source composite plots; (b) Property surplus diagram 7.4 A feasible property surplus diagram for Example 7.1 117 7.5 Balanced material sink and source composite diagram for 118 Example 7.1 7.6 Network design for Example 7.1 120 7.7 Network design for degreaser plant to achieve MRR 120 objective (before process modification) 7.8 Network design for metal degreasing process after process 122 modification 7.9 A papermaking process (Kazantzi and El-Halwagi, 2005) 123 7.10 Final configuration of the papermaking process 125 xvii LIST OF SYMBOLS Symbols in Roman C - impurity concentration Ci - impurity concentration of process sinks j Cin - inlet concentration of regeneration unit Cj - impurity concentration of process source i Ck - impurity concentration at level k CM - impurity concentration of make-up stream CP - impurity concentration of purge stream CR - impurity concentration of recycle stream Cout - outlet concentration of regeneration unit Cum. Δm - cumulative load ΔCRG - inlet and outlet concentration of regeneration unit Δm - mass/property load Δmjin - inlet mass/property load of process sinks j Δmjmin - minimum mass/property load of process sinks j Δmjmax - maximum mass/property load of process sinks j ΔmS,i - mass load removed from a water source i Δy - driving force difference Δt - duration of time interval FC - cumulative flowrate FD - discharge flowrate FF - fresh feed flowrate FF, k - interval fresh feed flowrate Fi - flowrate of process sinks j Fj - flowrate of process source i xviii FM - flowrate of make-up stream FP - flowrate of purge stream FR - flowrate of recycle stream FRG, i - flowrate sent for regeneration from water source i Freg - total regeneration flowrate l - time interval M - material content MFW - flow of fresh water (batch process) MFW, k - interval fresh water flowrate (batch process) Mi - flow of process sinks j (batch process) Mj - flow of process source i (batch process) Mi, j - flow fed from source i to sink j (batch process) MST - water storage capacity MWW - flow of wastewater (batch process) NSK - number of process sink NSR - number of process source n - number of driving force levels p - property p - mean property pjin - inlet property of sink j pjmin - minimum property of sink j pjmax - maximum property of sink j q - number of time intervals RVP - Reid vapour pressure R - resistivity R∞ - reflectivity RP - removal percentage SK - process sink SR - process source Σi Fi - summation of process source flowrate Σj Fj - summation of process sink flowrate Σi Mi - summation of process source flow (batch process) Σj Mj - summation of process sink flow (batch process) xix t - time ts - start time tt - end time xi - fractional contribution of source i y - driving force yk - driving force at level k Δ - difference Σ - summation μ - viscosity ρ - density ψ - property operator ψi - property operator of source i ψj - property operator of sink j ψ jin - inlet property operator of sink j ψ jmin - minimum property operator of sink j ψ jmax - maximum property operator of sink j in - inlet min - minimum max - maximum s - start t - end out - outlet Greek letter Superscript xx Subscripts C - cumulative F - fresh feed D - waste discharge i - process source in - inlet j - process sink k - number of driving force level M - make-up out - outlet P - purge R - recycle RG - regeneration reg - regeneration SK - sink SR - source