processes Article Modeling/Simulation of the Dividing Wall Column by Using the Rigorous Model Chi Zhai 1 , Qinjun Liu 1 , Jose A. Romagnoli 2 and Wei Sun 1, * 1 2 * Beijing Key Lab of Membrane Science and Technology, College of Chemical Engineering, Beijing University of Chemical Technology, North Third Ring Road 15, Chaoyang District, Beijing 100029, China; 2014400020@mail.buct.edu.cn (C.Z.); xingfuzc@163.com (Q.L.) Department of Chemical Engineering, Louisiana State University, Baton Rouge, LA 70803, USA; jose@lsu.edu Correspondence: sunwei@mail.buct.edu.cn; Tel.: +86-10-6444-5826 Received: 7 December 2018; Accepted: 29 December 2018; Published: 8 January 2019 Abstract: Dividing wall column (DWC) is an atypical distillation column with an internal, vertical WE partition wall that effectively accommodates two conventional distillation columns into one to improve the thermodynamic efficiency. In previous studies, different equivalent models by combining conventional columns are adopted to approximate the DWC modeling, which may not well describe the integration of the DWC; moreover, the computational cost increases when multiple columns are implemented to represent one DWC. In this paper, a rigorous mathematical model is proposed based on the mass balance, the energy and phase equilibrium of the DWC, where decision variables and state variables are equally treated. The model was developed in the general process modeling system (gPROMS). Based on the rigorous model, the influences of liquid split ratio and vapor split ratio are discussed, and it is shown that the heat duty is sensitive to changes on the liquid and vapor split ratio. Inappropriate liquid and vapor split ratio will increase the mixing effects at both ends of the dividing wall, and adversely affect the thermodynamic efficiency. Hence, the degree of mixing is defined to characterize the column efficiency. Furthermore, the middle component split ratio at the top of the pre-fractionator has an optimal point for better energy saving with certain liquid and vapor split ratios, and can be used as an indicator for the energy performance. Finally, the model was tested and validated against literature data by using the ternary benzene–toluene–xylene mixture system as a case study. Keywords: rigorous DWC model; gPROMS; the benzene–toluene–xylene system 1. Introduction Distillation column is one of the most important separation facilities in the process industry. Distillation necessitates considerable energy investments, as it is reported that distillation can account for more than 50% of plant operating cost [1]. There is ample scope for developing more energy efficient distillation schemes, one of which is dividing wall column (DWC). For the sharp separation of a multi-component mixture, one always adopts a sequence of distillation columns. For example, at least two columns are used in either direct or indirect sequence for the separation of a three-component mixture. Figure 1 shows an energy efficient configuration for separating a three components mixture (Petlyuk configuration [2]). In this configuration, the vapor and liquid streams leaving the first column are directly connected with the second column. The first column is called the pre-fractionator and the second is the main column. In this case, a mixture containing A, B and C (in decreasing order of volatilit) first enters the pre-fractionator, sharp separation happens between light component A and heavy component C, while the middle component Processes 2019, 7, 26; doi:10.3390/pr7010026 www.mdpi.com/journal/processes Processes2019, 2018,7,6,26 x FOR PEER REVIEW Processes 2 of of 17 18 Processes 2018, 6, x FOR PEER REVIEW 2 of 18 further separation is performed to obtain high-purity individual components at the top, middle and Bbottom is further distributed naturally between the top and bottom ofindividual the pre-fractionator [2].at Then, a middle further and of the main column. separation is performed to obtain high-purity components the top, separation is performed to obtain high-purity individual components at the top, middle and bottom It is reported thatcolumn. the Petlyuk configuration can save up to 30% of operational cost [3], of in bottom of the main the main It column. comparison with the conventional direct or indirect sequencing. The improvement of is reported that the Petlyuk configuration can save up to 30% of operational cost [3], in It is reported that the Petlyuk configuration can upPetlyuk tosequencing. 30%column of operational cost [3], in of thermodynamic efficiency from two sources: (1) the avoids the remixing comparison with theoriginates conventional direct or save indirect The improvement comparison with the conventional direct or indirect sequencing. The improvement of thermodynamic of the middle components in the conventional column sequence andthe (2)remixing the thermodynamic efficiencyhappening originates from two sources: (1) the Petlyuk column [4]; avoids efficiency originates from two sources: (1) the Petlyuk column avoids the remixing of the middle condenser and reboiler downsize to one for a three-component separation system, which saves both of the middle components happening in the conventional column sequence [4]; and (2) the components happening in the conventional column sequence [4];compact, and (2) the andin reboiler energy cost and capital cost. To make to theone Petlyuk configuration thecondenser two columns Figureboth condenser and reboiler downsize for a three-component separation system, which saves downsize tocost oneand for acapital three-component separation system, which saves both energy cost and capital 1 areenergy accommodated in onecost. shell,Towhich formulates the DWC, as shown in Figure 2. By inserting an make the Petlyuk configuration compact, the two columns in Figure cost. To make the Petlyuk configuration compact, the two columns in Figure 1 are accommodated in internal, vertical partition into which the column, the two sections of the in DWC function as two an 1 are accommodated in wall one shell, formulates the DWC, as shown Figure 2. By inserting one shell, which formulates the DWC, as shown in Figure 2. By inserting an internal, vertical partition columns in Figure 1, but one can easily conjecture that DWC needs less capital investment than thetwo internal, vertical partition wall into the column, the two sections of the DWC function as wall into the column, the two sections of the DWC function as two columns in Figure 1, but one can Petlyuk configuration. columns in Figure 1, but one can easily conjecture that DWC needs less capital investment than the easily conjecture that DWC needs less capital investment than the Petlyuk configuration. Petlyuk configuration. Figure 1. Petlyuk column configuration. Figure 1. Petlyuk column configuration. Figure 1. Petlyuk column configuration. Figure 2. Scheme for the dividing wall column. Figure 2. Scheme for the dividing wall column. The first patent related to DWC granted to Wright 1949 [5], but wide acceptance of Figurewas 2. Scheme for the dividing in wall column. first patent related to DWCuntil was the granted to Wright in 1949 but wide acceptanceofofDWC DWC DWCThe in industry did not happen 1980s, when the first [5], industrial application in industry did not happen until the 1980s, when the first industrial application of DWC was was implemented by BASF (i.e., Baden Aniline and Soda Factory, a German chemical company) [6]. The first patent related to DWC was granted to Wright in 1949 [5], but wide acceptance of DWC implemented BASF Badenuntil Aniline Soda Factory, afirst German company) The The reason forbydelayed recognition/acceptance bywhen both academic and chemical industrial communities is was in industry did not(i.e., happen theand 1980s, the industrial application of [6]. DWC reason for has delayed bythe both academic industrial communities is that that DWC more complex than conventional one, whichchemical leads to company) more design implemented by recognition/acceptance BASF (i.e.,structure Baden Aniline and Soda Factory,and a German [6]. The DWC has more complex structure than the conventional one, which leads to more design parameters and makes the dynamics of the DWC more difficult to follow. Since the success of its reason for delayed recognition/acceptance by both academic and industrial communities is that parameters andmore makes the dynamics of wide the DWC difficult follow. Since the success of design its application, DWC has gradually obtained recognition. By 2010,toover 100 DWC applications were DWC has complex structure than themore conventional one, which leads to more application, DWC has gradually obtained wide recognition. By 2010, over 100 DWC applications facilitated worldwide [7], prominent among which are catalytic product recovery by a dividing wall parameters and makes the dynamics of the DWC more difficult to follow. Since the success of its wereapplication, facilitated worldwide [7],i.e., prominent among which are catalytic recovery by a dividing debutanizer column [8]has (UOP, Universal Oilwide Products, a US chemical company) high-purity DWC gradually obtained recognition. By product 2010, over 100and DWC applications wallwere debutanizer i.e., Universal Products, a USproduct chemical company) and facilitatedcolumn[8] worldwide(UOP, [7], prominent amongOil which are catalytic recovery by a dividing wall debutanizer column[8] (UOP, i.e., Universal Oil Products, a US chemical company) and Processes 2018, 6, x FOR PEER REVIEW 3 of 18 high-purity 2-ethylhexyl-acrylate [9] and neopentyl glycol [10] preparation using the DWC (LG 3 of 17 Chem, i.e., a Korean chemical company). In academia, DWCs are studied to conduct azeotropic, extractive, and reactive distillation. Kiss et al. [11] proposed an innovative dimethyl ether synthesis 2-ethylhexyl-acrylate [9] andDWC, neopentyl glycol [10] preparation using (LG Chem, i.e., ain process based on a reactive in which a reactive distillation unit the wasDWC effectively conducted Korean chemical company). In academia, DWCs are studied to conduct azeotropic, extractive, and one DWC. By their accounts, the integrated reactive DWC outperformed conventional or reactive reactive distillation. et al. [11] proposed an innovative dimethyl ether process on distillation schemesKiss by significant saving energy of 12–58%, reducing COsynthesis 2 emissions up tobased 60%, and alowering reactive DWC, in which a reactive unit effectively conducted in one By their total annual costs up to distillation 30%. Lan-Yi et was al. [12] proposed the DWC for DWC. heterogeneous accounts, thedistillation integrated reactive DWC outperformed conventional or reactive distillationby schemes azeotropic using cyclohexane as an entrainer for ethanol dehydration, which by an significant saving energyand of 12–58%, reducing CO2 emissions up towere 60%,achieved. and lowering totalIgnat annual energy saving of 42.17% total annual cost reduction of 35.18% Kiss and [13] costs up to 30%. Lan-Yi et al. proposed thedehydrate DWC for bio-ethanol heterogeneous azeotropic distillation applied a extractive DWC to [12] concentrate and in one step, with ethylene using glycol cyclohexane as an entrainer as mass separating agent. for ethanol dehydration, by which an energy saving of 42.17% and total annual cost reduction 35.18% design were achieved. Kiss andbeen Ignatrather [13] applied DWCand to However, due to of increased parameters, it has difficultatoextractive design, model concentrate and dehydrate bio-ethanol in one step, with ethylene glycol as mass separating agent. simulate DWCs. Although the MultiFrac unit of Aspen Plus can be used to model the Petlyuk However, due to increased design parameters, has been difficult to design, model configurations, simulation modules exclusively foritDWC are rather still not available in commercial and simulate DWCs.such Although thePlus, MultiFrac unit Aspen Plus canMoreover, be used tothe model the model Petlyukin process simulators as Aspen HYSYS, or of ChemCAD [1,7]. Petlyuk configurations, exclusively for DWC are available in commercial process Aspen Plus is simulation not flexiblemodules for customized modification duestill to not its closed software environment. In simulators Aspen Plus, HYSYS, oras ChemCAD [1,7]. Moreover, the Petlyuk in Aspen practice, a such DWCasunit is always modeled a sequence of simple column sections,model for example the Plus is not flexible for customized modification duemodel to its and closed environment. practice, a pump-around model, the two-column sequence thesoftware four-column sequenceInmodel [1,7], DWC unit isinalways as a sequence of simple columnmentioned sections, for example the pump-around as shown Figuremodeled 3a–c, respectively. Once the models above approximate a typical model, two-column sequence model and the four-column sequence [1,7], shown in DWC, the its structure is partitioned deliberately and some of the internalmodel relations areasexposed as Figure 3a–c, respectively. Once the models mentioned above approximate a typical DWC, its structure decision variables, which increase the number of dimensions overall and complicate the problem. isFurthermore, partitioned deliberately some ofmentioned the internalsimulators relations are exposed the as decision variables, which most of the and previously implement sequential modular (SM) increase the which numberadopts of dimensions overall and complicate the problem. Furthermore, most of the approach, the iteration-and-convergence solving strategy. Both increasing the previously simulators the sequential modular (SM) with approach, adopts dimensionmentioned and adopting the SMimplement approach cause the simulator to work high which computational the iteration-and-convergence solving strategy. Both increasing the dimension and adopting the SM cost. approach cause the simulator to work with high computational cost. Processes 2019, 7, 26 Figure column model: (a) the model; (b) the(b) two-column sequencesequence model; Figure3.3.Equivalent Equivalent column model: (a) pump-around the pump-around model; the two-column and (c) the four-column sequencesequence model. model. model; and (c) the four-column To Totackle tacklethe theproblems problemsabove, above,aarigorous rigorousDWC DWCmodel modelwas wasdeveloped developedin inthe thegeneral generalprocess process modeling system (gPROMS) environment (Imperial College London, Process System Enterprise modeling system (gPROMS) environment (Imperial College London, Process System Enterprise Ltd., Ltd., London, UK, Version 4.0). gPROMS software is a flexible, openand source and user-friendly London, UK, Version 4.0). gPROMS software is a flexible, open source user-friendly platform, platform, suitable for modeling unconventional or complex as the especiallyespecially suitable for modeling unconventional or complex process process systems,systems, such as such the catalyst catalyst activity reduction [14], the emulsion polymerization reaction [15] or the dynamics of activity reduction [14], the emulsion polymerization reaction [15] or the dynamics of the the non-equilibrium, three-phase separation [16]. One of the key advantages of the gPROMS platform non-equilibrium, three-phase separation [16]. One of the key advantages of the gPROMS platformisis that it adopts the equation-oriented (EO) approach to solve the problem. As for the DWC case, the Processes 2019, 7, 26 4 of 17 decision variables and state variables are treated equally, which further provides high flexibility and efficiency for solving the design and optimization problems related to the DWC design. Moreover, the platform enables easy extrapolation to modeling more complex DWC with multiple partitioning walls. In this paper, a rigorous DWC model is proposed based on the equilibrium stage assumption, which may be used as a standard DWC module for further development. The rigorous DWC modeling is detailed in Section 2. Then, the proposed model was tested and validated (against literature data) by separation of a ternary mixture of benzene–toluene–xylene (BTX), as presented in Section 3. Based on the case study, some of the general features about the DWC can be properly outlined and easily studied with this rigorous DWC model. For example, the liquid and vapor split ratio are key design parameters for the DWC, which can be studied similarly to other parameters by our proposed model, whereas, in the “equivalent model” (as shown in Figure 3), they are exposed as decision variables, and one testing point needs a full procedure of initial guess, iteration and convergence. Hence, we present the DWC analysis on three key indicators for designing and assessment purposes: the liquid and vapor split ratio, the middle component split ratio and the degree of mixing. Finally, conclusions are drawn about the DWC based on the proposed model in Section 4. 2. Materials and Methods As mentioned above, most existing models for the DWC are based on the combination of conventional columns, which is only thermodynamically equivalent to the DWC. Here, a rigorous DWC model is established based on the following assumptions: (1) (2) (3) At each stage, the vapor and liquid reach their equilibrium right after their contacting, so the vapor and liquid leaving this stage are at equilibrium state. The number of stages on both sides of the dividing wall is identical; hence, the pressure drop is uniform across each stage. The heat transfer across the dividing wall is ignored. For modeling purpose, the DWC is considered to incorporate four main sections as shown in Figure 4. I section is the public rectifying section, II is actually the pre-fractionator, III is the main column, and IV is the public stripping section. A typical schematic representation of a generic stage is shown in Figure 5. Each stage contains mass, enthalpy balance equations, phase equilibrium equations and summary equations (MESH). The corresponding equations for the jth -stage are given below: 1. Mass balance equations Fj + L j−1 + Vj+1 − (S j + L j ) − (Vj + Gj ) = 0 (1) Fj zi,j + L j−1 xi,j−1 + Vj+1 yi,j+1 − (S j + L j ) xi,j − (Vj + Gj )yi,j = 0 (2) where F is feed flow rate; L and V are the flow rates in liquid and vapor phases; S and G are the side-draw flow rates in liquid and vapor phases; xi is liquid fraction; and yi is vapor fraction. 2. Phase equilibrium equations yi,j = Ki,j xi,j (3) where K is phase equilibrium constant, which can be obtained by a suitable thermodynamic equation of state. 3. Enthalpy balance equations Fj HjF + L j−1 HjL−1 + Vj+1 HjV+1 − (S j + L j ) HjL − (Vj + Gj ) HjV + Q j = 0 where HF is the enthalpy of feed stream; and HV and HL are the enthalpy of vapor and liquid. 4. Summary equations ∑ xi,j = 1 (4) (5) F is the enthalpy 4. HSummary equations of feed stream; and HV and HL are the enthalpy of vapor and liquid. where 4. Summary equations (5) x = 1 x =1 (5) Processes 2019, 7, 26 5 of 17 (6) y = 1 y =stage 1 within the four sections. As shown in (6) y each Equations (1)–(6) are generally suitable for =1 (6) i,j i,j i,j i,j i,j ∑ stage Figure 3, the last stage of I section and the first of IV need special consideration, because they Equations (1)–(6) are generally suitable for each stage within the four sections. As shown in Equations (1)–(6) are splitting generallyand suitable forofeach stage and within the streams. four sections. As shown in are accompanied with the mixing the liquid vapor As shown in Figure Figure 3, the last stage of I section and the first stage of IV need special consideration, because they Figure 3, thethe lastdividing stage of Iwall, section and the first stage IV need consideration, because are 6a, above the liquid from I of splits into special two streams, and one goesthey to the are accompanied with the splitting and mixing of the liquid and vapor streams. As shown in Figure accompanied with the the splitting of thecolumn. liquid and As shown in Figure pre-fractionator while other and goesmixing to the main Thevapor vaporstreams. leaving the first stage of both6a, II 6a, above the dividing wall, the liquid from I splits into two streams, and one goes to the above dividing wall, the liquid frominI Figure splits into streams, and onewall, goesthe to the pre-fractionator and IIIthe goes to I and mixes. Similarly, 6b, two below the dividing vapor stream from pre-fractionator while the other goes to the main column. The vapor leaving the first stage of both II IV splits well,goes andtoenters the pre-fractionator andleaving main column. liquid leaving the stage while theas other the main column. The vapor the firstThe stage of both II and IIIlast goes to I and III goes to I and mixes. Similarly, in Figure 6b, below the dividing wall, the vapor stream from of II mixes. and III Similarly, goes to IVinand mixes. and temperature remain unchanged and Figure 6b,Concentration below the dividing wall, the vapor stream from IV after splitssplitting as well, IV splits as well, and enters the pre-fractionator and main column. The liquid leaving the last stage [17] enters for split streams. and the pre-fractionator and main column. The liquid leaving the last stage of II and III goes to of II and III goes to IV and mixes. Concentration and temperature remain unchanged after splitting IV and mixes. Concentration and temperature remain unchanged after splitting [17] for split streams. [17] for split streams. Figure 4. Four sections in dividing wall column (DWC). Figure 4. Four sections in dividing wall column (DWC). Figure 4. Four sections in dividing wall column (DWC). Gj Gj Fj zi ,Fj Vj L j −1 Vj yi , j L j −1 xi , j −1 yi , j xi , j −1 ± Qj j th j zi , j ± Qj j th V j +1 xi , j yi , j +V1 j +1 L jx i , j yi , j +1 Lj Sj Sj Figure 5. Scheme for the jth stage. Figure 5. Scheme for the jth stage. Figure 5. Scheme for the jth stage. Processes 2018, 2019, 6, 7, x26FOR PEER REVIEW 66of of 18 17 LΙN1 −1 VNΙ1 Ι N1 L V1ΙΙ LΙΙ0 LΙΙΙ 0 L L1ΙΙ L1ΙΙΙ VNΙΙΙ3 VNΙΙΙ3 −1 V1ΙΙΙ ΙΙ N2 V2ΙΙ VNΙΙ2 LΙΙN2 −1 VNΙΙ2 +1 VNΙΙΙ3 +1 LΙΙΙ N3 ΙV 1 V V2ΙΙΙ V2ΙV L1ΙV Figure 6. The liquid and vapor splitting and mixing at the specific wall: (a) the structure at the top of the column, and (b) the structure at the bottom of the column. Figure 6. The liquid and vapor splitting and mixing at the specific wall : (a) the structure at the top Above the dividing the liquid from the of last of I is splits into two streams, one enters of the column, and (b) wall, the structure at the bottom thestage column. the pre-fractionator, while the other going to the main column. That means, Above the dividing wall, the liquid from the last stage of I is splits into two streams, one enters I = main LII LIII (7) the pre-fractionator, while the other going L toNthe That means, 0 + column. 0 1 III LN1 =theL0last + Lstage (7) where LIN1 represents the total liquid flow from of I, and LII 0 0 and L0 represent the liquid streams which enter the first stage of II (pre-fractionator) and III (main column), respectively. The II III LIN1 represents the total liquid flow where liquid split ratio is defined accordingly as: from the last stage of I, and L0 and L0 represent the I II III liquid streams which enter the first stage of II (pre-fractionator) and III (main column), respectively. LII 0 The liquid split ratio is defined accordingly as: βL = I (8) L N1 LII LN1 column. goes to the pre-fractionator, and the other enters the main 0 β Lfrom = Ithe Below the dividing wall, the vapor stream first stage of IV splits into two streams, (8) one Below the dividing wall, the vapor stream from the first stage of IV splits into two streams, one V IV = V II2 +1 + VNIII3 +1 (9) goes to the pre-fractionator, and the other1 entersNthe main column. V1IV = VNII2 +1 + VNIII3 +1 (9) Processes 2019, 7, 26 7 of 17 where V1IV represents the total vapor stream from the first stage of IV, and VNII2 +1 and VNIII3 +1 represent the vapor streams which enter the last stage of II and III, respectively. Here, the vapor split ratio is defined as: VNII2 +1 βV = (10) V1IV As the vapor streams from both sides of the dividing wall are mixed, the material and enthalpy balance equations of the last stage of I are different from other stages, and can be described as follows, V1II + V1III + LIN1 −1 − VNI 1 − LIN1 = 0 (11) II III I I I V1II HV,1 + V1III HV,1 + LIN1 −1 HL,N − VNI 1 HV,N − LIN1 HL,N =0 1 1 1 −1 (12) where L and V are the flow rates in liquid and vapor phases, and HV and HL are the enthalpy of vapor and liquid. As the liquid streams from both ends of the dividing wall are mixed, the material and enthalpy balance equations of the first stage of Section IV are different from other stages and can be described as follows, IV IV IV LIIN2 + LIII (13) N3 + V2 − L1 − V1 = 0 II III IV IV IV IV IV IV LIIN2 HL,N + LIII N3 HL,N3 + V2 HV,2 − L1 HL,1 − V1 HV,1 = 0 2 (14) It is interesting to investigate how each component moves through the column sections towards the products. According to the Mueller and Kenig [18], another important parameter RB,top , the middle component split ratio at the top of the pre-fractionator, is defined as: R B,top = Vout,top .yout,top,B − Lin,top .xin,top,B Fz B (15) Accordingly, the middle component split ratio at the bottom of the pre-fractionator is defined as: R B,botm = Lout,botm .xout,botm,B − Vin,botm .yin,botm,B Fz B (16) As shown in Figure 7, Vout,top and Lin,top represent the outlet vapor flowrate and inlet liquid flowrate at the top of the pre-fractionator; yout,top,B and xout,top,B represent the middle component mole fractions of the corresponding streams; Lout,botm and Vin,botm represent the outlet liquid and inlet vapor flowrate at the bottom of the pre-fractionator, respectively; xout,botm,B and yin,botm,B represent the middle component mole fractions of the corresponding streams. From Equations (15) and (16), parameters R B,top and R B,botm are related to the liquid and vapor split ratio. Note that the summation of R B,top and R B,botm is 1. Thus, if one parameter is known, the other can be readily determined. Processes 2019, 26 PEER REVIEW Processes 2018, 6, x7,FOR of 17 8 of8 18 Vout , top Lin ,top Vin,botm Lout,botm Figure 7. Material balance in Equations (15) and (16). Figure 7. Material balance in Equations (15) and (16). Mixing streams with different compositions, which occurs at stages of I and IV right next to the Mixing streams with different compositions, which occurs atcomponent stages of I and IV II right to the dividing wall, means changes of the monotonic property of each within andnext III (typically, dividing wall, means changes of the monotonic property of each component within II and III a weighted average of that from both sides). This inevitably accompanies with an increase in entropy, (typically, weighted ofthermodynamic that from both sides). This inevitably accompanies with an increase which is aan intrinsicaverage source of inefficiency of the separation process occurring in the in DWC entropy, which is an intrinsic source of thermodynamic inefficiency of the separation process [1,7,19]. To measure the mixing effect at both ends of the dividing wall, the liquid and vapor occurring in the need DWCto[1,7,19]. To measure the mixing effect both ends of the dividing the mixing degree be assessed. In this paper, we define theatdegree of liquid mixing as thewall, quadratic liquid vaporconcentration mixing degree need to for be assessed. In this paper,atwe the of liquid sum and of liquid difference the three components thedefine bottom ofdegree the dividing wall, mixing as the quadratic sum of liquid concentration difference for the three components at the and similarly the degree of vapor mixing is defined as the quadratic sum of the vapor concentration bottom of the and similarly of vapor mixing is defined as the quadratic difference fordividing the threewall, components at the the top degree of the wall indicates, sum of the vapor concentration difference for the three components at the top of the wall indicates, 2 Degree o f liquid mixing = ( x )2 + ( xC,pre f rac − x2C,main )2 (17) 2 f rac − x A,main2 ) + ( x B,pre f rac − x B,main Degree of liquid mixing = ( xA,pre − x ) + ( x − x ) + ( xC , prefrac − xC ,main ) (17) A, prefrac A, main B , prefrac B , main 2 2 2 Degree of o f vapor )2 + (yC,pre f rac − yC,main )2 (18) f rac − y A,main2 ) + ( y B,pre f rac − y B,main Degree vapormixing mixing== ((yyA,pre (18) A, prefrac − y A, main ) + ( y B , prefrac − y B , main ) + ( yC , prefrac − yC , main ) The solution of the rigorous model of the DWC described in previous section (Equations (1)–(14)) The solution of the rigorous model of the DWC described in previous section (Equations requires definition of a number of parameters: the number of stages in the four different sections of (1)–(14)) requires definition of a number of parameters: the number of stages in the four different the column, the locations of the feed and side-draw, feed condition and the position of the dividing sections of the column, the locations of the feed and side-draw, feed condition and the position of the wall [19]. dividing wall [19]. 2.1. Case Description 2.1. Case Description A ternary feed mixture of Benzene (A), Toluene (B) and p-Xylene (C) was used as the case study. ternary was feedset mixture of Benzene Toluene as (B)358 and (C) was used the30:30:40 case TheAflowrate as 1 kmol/s, feeding(A), temperature K, p-Xylene and the composition ratioaswas study. setwas as 1 implemented kmol/s, feeding asthe 358three K, and the composition ratio purity was mol%The forflowrate A:B:C. Awas DWC fortemperature separation of components with molar 30:30:40 mol% for A:B:C. A DWC was implemented for separation of the three components with up to 99 mol% by each. molar purity up toto99Luyben mol% by each. According [20], there are four sections in the DWC (as shown in Figure 4), 12 stages According to Luyben [20], there are four sections the DWC (as shown in 4), of 12 II stages for I and IV, and 24 stages for II and III. The feed in steam was introduced at Figure Stage 12 in the forpre-fractionator, I and IV, and the 24 stages for II and III. The feed steam was introduced at Stage 12 of II the middle component was extracted from the main column at the side-draw in of Stage pre-fractionator, middle was extracted from the main column at the side-draw of 11 in III, and thethe reflux ratiocomponent was set as 2.62. Stage 11 in III, and the reflux ratio was set as 2.62. 2.2. Model Validation 2.2. Model Validation Based on the configuration described above, the DWC model proposed in this paper was adopted Based onthe theternary configuration above, theand DWC model with proposed in this paperpurities. was to separate mixturedescribed of benzene, toluene o-xylene, 99 mol% product adopted separate ternary mixture of benzene, toluene with and o-xylene, with 99[20]. mol% product Table 1 to presents thethe simulation results, which are compared those of Luyben purities. Table 1 presents the simulation results, which are compared with those of Luyben [20]. Processes 2019, 7, 26 9 of 17 Table 1. Results comparison between this paper and Luyben [20]. This work Luyben Tcon # /K Treb /K D /kmol·s−1 S /kmol·s−1 B /kmol·s−1 Qreb /MW Qcon /MW LP /kmol·s−1 VP /kmol·s−1 323 322 396.8 403.7 0.3027 0.303 0.296 0.296 0.4013 0.401 42.597 39.15 34.698 36.46 0.303 0.208 0.651 0.612 Tcon # and Treb are condenser temperature and reboiler temperature; D, S and B are molar flow rate of distillate, side-draw and bottoms; Qreb and Qcon are heat duty of condenser and reboiler; Lp is liquid stream going to the first stage of II (prefractionator); Vp is vapor stream going to the last stage of II. As shown in Table 1, the simulation result by our model shows an excellent agreement with those of Luyben [20]. We also cross-validated the simulation results with other process simulation platform, e.g., Aspen Plus (Version 7.1, Aspen Technology, Inc., Burlington, MA, USA, 2009). After a few tests on different thermodynamic models or other ternary species separation cases, we rendered that the model we developed is mathematically correct in describing the DWC process, and further analysis based on this model is presented in the next section. 3. Results and Discussion The DWC has the prominent feature of energy saving compared to the conventional columns, which makes it a problem for the assessment of its energy efficiency. The rigorous DWC model developed in this paper enables implementing the assessment procedure simply. Based on the case study introduced previously, three key indicators, the liquid and vapor split ratio, the middle component split ratio and the degree of mixing, are discussed in detail as follows. Note that not all indicators are mandatory for a specific DWC application. We incorporated all of them to both test our DWC model and outline the general properties of a DWC at different angles. 3.1. The Effect of Liquid and Vapor Split Ratio As defined in Section 2, vapor split ratio is the vapor flowrate entering the pre-fractionator against the total vapor flowrate, and the liquid split ratio is the liquid flowrate entering the pre-fractionator against the total liquid flowrate. The split and mix of liquid and vapor flows from both sides of the dividing wall take place at both ends of the wall, which can be adjusted by proper positioning of the dividing wall, or by shifting the capacity from one side to the other. The liquid and vapor split ratio affects the separation performance and energy efficiency of a DWC. If the liquid or vapor split ratio is too low, it means that large amount of vapor flow or liquid flow enters the main column. If the liquid or vapor split ratio is too high, it means that large amount of vapor flow or liquid flow enters the pre-fractionator. As these cases are similar with the separation of three components in a conventional distillation, the split ratios considered were within the range from 0.35 to 0.66. For specified separation requirement and DWC configuration, the performance depends on its energy consumption at the steady state, i.e., heat duties of reboiler and condenser (neglects energy loses elsewhere). Figures 8 and 9 illustrate the reboiler and condenser heat duties under different liquid and vapor split ratios. Processes 2018, 6, x FOR 250 PEER REVIEW Reboiler heat duty /kW heat duty /kW Reboiler Processes 2019, 7, 26 β V = 0.56 10 of 18 β V = 0.58 10 of 17 β V = 0.6 200 β V = 0.62 ββV = = 0.56 0.64 V ββV = 0.58 = 0.66 250 150 V β V = 0.6 200 100 β V = 0.62 β V = 0.64 150 50 1000.30 β V = 0.66 0.35 0.40 0.45 0.50 0.55 0.60 0.65 0.70 βL 50 0.35 0.40split0.45 0.55 heat 0.60 0.65the case 0.70study. Figure 8. 0.30 The effect of liquid ratio on0.50 the reboiler duty for βL Figure 8. The effect of liquid split ratio on the reboiler heat duty for the case study. Figure 8. The effect of liquid split ratio on the reboiler heat duty for the case study. βV = 0.56 250 Condenser heat duty /kWheat duty /kW Condenser βV = 0.58 βV = 0.6 200 150 0.62 ββVV == 0.56 0.64 ββV == 0.58 200 0.66 ββVV == 0.6 100 βV = 0.62 150 βV = 0.64 50 βV = 0.66 250 100 0.30 V 0.35 0.40 0.45 0.50 0.55 0.60 0.65 0.70 βL Figure 9. 50 The effect of liquid split ratio on the condenser heat duty for the case study. For a specified vapor ratio β0.40 heat duty varies0.60 with the change of the liquid split 0.30 split 0.35 0.45 0.50 0.55 0.65 0.70 V , the reboiler Figure 9. The effect of liquid split ratio on the condenser heat duty for the case study. ratio βL , i.e., when the vapor split ratio βV is 0.56 in βFigure 8, the heat duty of the reboiler decreases L first, and then increases with the increase of βL after reaching its minimum value of 0.43. Hence, an For a specified vapor split ratio βV, the reboiler heat duty varies with the change of the liquid optimal liquid split ratio exists to reduce the reboiler duty to minimum when the vapor split ratio split ratio βL, i.e., when the vapor split ratio βV is 0.56 in Figure 8, the heat duty of the reboiler is specified. In accordance with the result in Figure 8, for a given vapor split ratio βV , the heat duty decreases first, and then increases with the increase of βL after reaching its minimum value of 0.43. of condenserFigure decreases first and the increaseheat of liquid split βL , as shown in 9. The effect of then liquidincreases split ratiowith on the condenser duty for the ratio case study. Hence, an optimal liquid split ratio exists to reduce the reboiler duty to minimum when the vapor Figure 9. Consequently, there also exists an optimal βL that minimize the heat duty of the condenser. split ratio is specified. In accordance with the result in Figure 8, for a given vapor split ratio βV, the specified , theoptimal reboilervalue, heat duty varies withand thereboiler change heat of theduties liquid WhenFor the aliquid splitvapor ratio split is lessratio thanβVthe the condenser heat duty of condenser decreases first and then increases with the increase of liquid split ratio βL, as split ratio β L , i.e., when the vapor split ratio β V is 0.56 in Figure 8, the heat duty of the reboiler increase with the increase of vapor split ratio and vice versa. Therefore, there is always an optimal shown in Figure 9. Consequently, there also exists an optimal βL that minimize the heat duty of the decreases then increases with the increase ofheat βL after reaching its minimum value 0.43. liquid split first, ratio and where both the condenser and reboiler duties reach minimum when the of vapor Hence, liquid split ratio exists to reduce the reboiler duty to minimum when the vapor split ratioan is optimal specified. split ratio is specified. In accordance with the result in Figure 8, for a given vapor split ratio βV, the heat duty of condenser decreases first and then increases with the increase of liquid split ratio βL, as shown in Figure 9. Consequently, there also exists an optimal βL that minimize the heat duty of the condenser. When the liquid split ratio is less than the optimal value, the condenser and reboiler heat duties increase with the increase of vapor split ratio and vice versa. Therefore, there is always an optimal liquid split ratio where both the condenser and reboiler heat duties reach minimum when the vapor split ratio is specified. Processes 2019, 7, 26 11 of 17 3.2. The Middle Component Split Ratio In Section 2, we define the middle component split ratio at the top and bottom of the 3.2. The Middle Component Split Ratio pre-fractionator (Equations (15) and (16)). According to the definition, the middle component split ratioInis Section determined by the liquid vapor streams entering the at pre-fractionator, which directly 2, we define the and middle component split ratio the top and bottom of the affects the overall heat duty the(16)). DWC. In practice, thedefinition, ratio of liquid refluxcomponent to feed (L/F) pre-fractionator (Equations (15)ofand According to the the middle splitis commonly used. Figures 10 and 11 show the behavior of the middle component split ratio at the top ratio is determined by the liquid and vapor streams entering the pre-fractionator, which directly affects of pre-fractionator the corresponding L/Fratio under different liquid and(L/F) vaporissplit ratios. used. the overall heat dutyagainst of the DWC. In practice, the of liquid reflux to feed commonly Figures 10 and 11 show the behavior of the middle component split ratio at the top of pre-fractionator against the corresponding L/F under different liquid and vapor split ratios. Reboiler heat duty /kW 70 βV = 0.56 65 βV = 0.58 60 βV = 0.62 βV = 0.6 βV = 0.64 βV = 0.66 55 50 45 40 0.0 0.1 0.2 0.3 0.4 1.6 0.6 0.7 0.8 0.9 1.0 0.7 0.8 0.9 1.0 βV = 0.56 1.5 βV = 0.58 1.4 L/F 0.5 βV = 0.6 1.3 βV = 0.62 1.2 βV = 0.64 1.1 βV = 0.66 1.0 0.9 0.8 0.7 0.0 0.1 0.2 0.3 0.4 0.5 0.6 Middle component split ratio Figure 10. The middle component split ratio at the top of pre-fractionator versus corresponding L/F and the heat duty of reboiler. Figure 10. The middle component split ratio at the top of pre-fractionator versus corresponding L/F and the heat duty of reboiler. Processes 2019, 7, 26 Processes 2018, 6, x FOR PEER REVIEW 12 of 17 12 of 18 65 βL = 0.43 βL = 0.45 Reboiler heat duty /kW 60 βL = 0.47 βL = 0.49 βL = 0.51 55 βL = 0.53 βL = 0.55 50 45 40 0.0 1.5 0.1 0.2 0.3 0.4 0.6 1.4 βL = 0.43 1.3 βL = 0.47 0.7 0.8 0.9 1.0 0.7 0.8 0.9 1.0 βL = 0.45 βL = 0.49 1.2 L/F 0.5 βL = 0.51 βL = 0.53 1.1 βL = 0.55 1.0 0.9 0.8 0.7 0.0 0.1 0.2 0.3 0.4 0.5 0.6 Middle component split ratio Figure 11. The middle component split ratio at the top of column versus L/F and the heat duty of reboiler. Figure 11. The middle component split ratio at the top of column versus L/F and the heat duty of Figures 12 and 13 shows how both the reboiler and condenser heat duties vary with changes of reboiler. the vapor split ratio. For a given liquid split ratio βL , an optimal vapor split ratio can minimize the heat duty of both the reboiler and condenser. The results show that the separation performance is almost Figures 12 and 13 shows how both the reboiler and condenser heat duties vary with changes of the same as that in the single distillation column, but the heat duty of the DWC increases dramatically. the vapor split ratio. For a given liquid split ratio βL, an optimal vapor split ratio can minimize the Figure 14 shows the total heat duty under different liquid and vapor split ratios. Total heat duty heat duty of both the reboiler and condenser. The results show that the separation performance is is the sum of condenser heat duty and reboiler heat duty. We can see that the minimum total heat duty almost the same as that in the single distillation column, but the heat duty of the DWC increases is 77.557 kW when liquid split ratio is 0.45 and vapor split ratio is 0.58. Based on the above analysis, dramatically. the liquid and vapor split ratios strongly affect the heat duty of the DWC. Hence, it is necessary to Figure 14 shows the total heat duty under different liquid and vapor split ratios. Total heat duty decide the liquid and vapor split ratio appropriately to design a good DWC. is the sum of condenser heat duty and reboiler heat duty. We can see that the minimum total heat For specified vapor and liquid split ratio, when the middle component split ratio increases, heat duty is 77.557 kW when liquid split ratio is 0.45 and vapor split ratio is 0.58. Based on the above duty decreases first, and then reaches the minimum before increasing. The trend of L/F is consistent analysis, the liquid and vapor split ratios strongly affect the heat duty of the DWC. Hence, it is with that of the heat duty, i.e., there is a minimum L/F for a given separation requirement, which necessary to decide the liquid and vapor split ratio appropriately to design a good DWC. means the minimum energy consumption. In practice, we cannot control the middle component split For specified vapor and liquid split ratio, when the middle component split ratio increases, heat duty decreases first, and then reaches the minimum before increasing. The trend of L/F is consistent with that of the heat duty, i.e., there is a minimum L/F for a given separation requirement, which means the minimum energy consumption. In practice, we cannot control the middle component split ratio. Instead, the liquid reflux rate (L) and feed rate (F) are controlled. Consequently, liquid split ratio and the minimum L/F need to be decided to keep the energy Processes 2018, 6, x FOR PEER REVIEW 13 of 18 consumption at the optimal value. means the minimum energy consumption. In practice, we cannot control 13 of the 17 middle component split ratio. Instead, the liquid reflux rate (L) and feed rate (F) are controlled. 140 Consequently, liquid split ratio and the minimum L/F need to be decided to keep the energy βL = 0.43 ratio. Instead, the liquid refluxvalue. rate (L) and feed rate (F) are controlled. Consequently, liquid split ratio consumption at the optimal βL = 0.45 and the minimum L/F decided to keep the energy consumption at the optimal value. 120 need to be βL = 0.47 140 βL = 0.49 βL = 0.43 100 βL = 0.51 βL = 0.45 βL =0.53 120 βL = 0.47 βL = 0.55 80 βL = 0.49 100 βL = 0.51 60 β =0.53 Reboiler heat Reboiler duty /kWheat duty /kW requirement, Processes 2019, 7, 26which L βL = 0.55 80 40 60 0.50 0.52 0.54 0.56 0.58 0.60 0.62 0.64 0.66 0.68 0.70 βV 40 0.50 0.52 0.54 0.56 0.58 0.60 0.62 0.64 0.66 0.68 0.70 Figure 12. The effect of vapor split ratio on β reboiler heat duty for the case study. V Figure 12. The effect of vapor split ratio on reboiler heat duty for the case study. Condenser heat duty /kWheat duty /kW Condenser = 0.43 Figure of vapor split ratio on reboiler heat duty for the case study. L 120 12. Theβeffect βL =0.45 100 120 80 100 60 80 40 60 20 0.50 40 βL = 0.47 βL = 0.49 ββL ==0.43 0.51 L ββL =0.45 = 0.53 L ββL = = 0.47 0.55 L βL = 0.49 βL = 0.51 βL = 0.53 βL = 0.55 0.52 0.54 0.56 0.58 0.60 0.62 0.64 0.66 0.68 0.70 βV Figure 13. The effect of vapor split ratio on condenser heat duty for the case study. 20 0.50 0.52effect 0.54 0.56split0.58 0.60 0.62 heat 0.64duty 0.66 0.68 0.70 Figure 13. The of vapor ratio on condenser for the case study. βV Figure 13. The effect of vapor split ratio on condenser heat duty for the case study. Processes 2018, 6, x FOR PEER REVIEW 14 of 18 Processes 2019, 7, 26 14 of 17 240 ty Total heat du /kW 280 200 160 120 80 4 2 0. 54 tio ra 0. 5 pli rs 0 .5 0 lit sp 0.5 Va po 8 .4 id qu Li 0.6 0 0 .5 8 4 tr ati o 0. 6 2 6 0.4 0 0.4 0.6 6 0.6 6 Figure 14. The total heat duty versus liquid and vapor split ratios for the case study. 3.3. The Effect of Mixing Figure 14. The total heat duty versus liquid and vapor split ratios for the case study. We define the degree of mixing above (Equations (17) and (18)). Figures 15 and 16 illustrate the effect of mixing under different liquid split ratios and vapor split ratios. We can see in Figure 15 that, for a specified vapor split ratio, heat duty decreases first and then increases with the increase of 3.3. split The Effect Mixingheat duties are obtained when the degree of liquid mixing or the degree of liquid ratio.ofHigher vapor mixing is high, same above time, higher or lower splitFigures ratio will to increased We define thewhile, degreeatofthe mixing (Equations (17) liquid and (18)). 15 lead and 16 illustrate the degree ofof mixing. thedifferent separation conducted within generally the 15 effect mixingSince under liquid split ratios anda distillation vapor split column ratios. We can seefollows in Figure monotonic component change along the stages in both directions, the interruption of the monotonic that, for a specified vapor split ratio, heat duty decreases first and then increases with the increase of property the mixing which is obtained hinders separation. However, whenmixing the liquid or degree vapor of liquid causes split ratio. Higher effect, heat duties are when the degree of liquid or the from bothmixing sub-columns at the endsame of dividing wall, or thelower monotonic interrupted is vapor is high,meet while, at the time, higher liquidproperty split ratiobeing will lead to increased inevitable. Hence, the degree of mixing can be assessed to evaluate the energy efficiency of the DWC. degree of mixing. Since the separation conducted within a distillation column generally follows the monotonic component change along the stages in both directions, the interruption of the monotonic property causes the mixing effect, which is hinders separation. However, when the liquid or vapor from both sub-columns meet at the end of dividing wall, the monotonic property being interrupted is inevitable. Hence, the degree of mixing can be assessed to evaluate the energy efficiency of the DWC. Processes 2018, 6, x FOR PEER REVIEW 15 of 18 Processes 2019, 7, 26 15 of 17 0.12 βV = 0.56 80 0.08 72 Q reb 64 0.04 56 0.02 48 0.00 40 0.35 0.40 0.45 0.50 0.55 56 0.06 0.04 L V 0.02 Q reb 44 0.40 0.44 0.48 L V 0.02 48 Q reb 44 The degree of mixing The degree of mixing 0.04 52 βL 0.56 0.60 βV = 0.62 0.04 55 0.02 50 45 0.45 0.48 Q reb 65 60 0.04 55 0.02 50 0.00 45 0.60 0.64 The degree of mixing The degree of mixing 0.54 0.57 40 0.63 0.60 βL 100 βV = 0.66 0.08 90 L V Q reb 0.06 80 70 0.04 60 0.02 50 0.00 0.45 Heat duty/kW 70 0.06 0.56 0.51 0.10 Heat duty/kW 0.08 65 60 0.42 L V 70 Q reb (d) βV = 0.64 (e) βL 40 0.06 0.64 75 0.52 L V 0.08 (c) 0.48 0.64 0.00 0.00 0.44 0.60 Heat duty/kW 56 Heat duty/kW 0.06 0.10 0.56 75 0.10 60 0.52 0.52 L 64 0.48 48 (b) β βV = 0.6 0.44 52 0.00 0.60 0.10 0.40 60 0.08 (a) βL 0.08 64 βV = 0.58 0.10 Heat duty/kW 0.06 L V The degree of mixing 0.10 88 Heat duty/kW The degree of mixing 0.12 40 0.48 0.51 0.54 (f) β 0.57 0.60 0.63 0.66 L 15. The Theeffects effectsofofmixing mixing and heat duty of reboiler versus liquid ratio under different Figure 15. and heat duty of reboiler versus liquid split split ratio under different vapor vaporratios. split ratios. L, the liquid at the bottom of the dividing V, the mixing vapor mixing split L, the liquid mixingmixing effects effects at the bottom of the dividing wall; V,wall; the vapor effects , theduty heatofduty the reboiler: βV is fixed at (b) 0.56; βV is fixed at effects at the topwall; of theQwall; Qreb at the top of the heat the of reboiler: (a) βV (a) is fixed at 0.56; βV(b) is fixed at 0.58; reb , the V is fixed at 0.60; β V is fixed at 0.62; (e) β V is fixed at 0.64; (f) β V is fixed at 0.66. 0.58; (c) βV(c) is βfixed at 0.60; (d) β(d) is fixed at 0.62; (e) β is fixed at 0.64; (f) β is fixed at 0.66. V V V Accordingly, 16 16 areare similar to those in Figure 15. Based on the on above Accordingly, the theresults resultsininFigure Figure similar to those in Figure 15. Based the results, above it can beitconcluded that suitable split ratiosplit and ratio vaporand split ratiosplit can reduce thereduce degreethe of mixing, results, can be concluded that liquid suitable liquid vapor ratio can degree hence increase theincrease separation efficiency. efficiency. of mixing, hence the separation To summarize, three indicators are discussed through the rigorous rigorous DWC DWC model model in in this this section. section. summarize, The first areare for design purposes, and the lastthe reveals intrinsic thatreasons cause unnecessary firsttwo two for design purposes, and last the reveals thereasons intrinsic that cause energy loss in a DWC configuration. It is obvious that the three indicators are intercorrelated, and their unnecessary energy loss in a DWC configuration. It is obvious that the three indicators are analysis aids DWC design and evaluation. intercorrelated, and their analysis aids DWC design and evaluation. Processes 2018, 6, x FOR PEER REVIEW Processes 2019, 7, 26 16 of 17 βL = 0.45 65 60 0.04 55 0.02 50 0.08 Degree of mixing 0.06 Q reb 70 0.56 0.58 0.60 0.62 0.64 60 0.02 50 0.00 40 40 0.56 0.58 0.60 0.62 0.04 51 48 0.02 68 64 L V Degree of mixing 54 0.68 0.06 Heat duty/kW 57 Q reb 0.66 βL = 0.51 0.08 60 L V Heat duty/kW Degree of mixing 0.64 (b) 0.10 63 0.06 80 70 βV βL = 0.49 Q reb 0.04 (a)βV 0.08 90 0.06 45 0.00 L V Heat duty/kW L V βL = 0.47 0.10 Heat duty/kW 0.08 0.54 100 75 0.10 Degree of mixing 16 of 18 60 Q reb 56 0.04 52 0.02 48 45 0.00 0.56 0.58 0.60 (c ) βL = 0.53 0.62 0.64 0.66 0.08 0.12 57 0.10 54 Q reb 0.06 60 51 0.04 48 0.02 0.56 0.58 0.60 βV 0.62 0.64 0.66 0.68 (d) 60 βL = 0.55 58 0.08 L V 56 Q reb 54 0.06 52 0.04 50 48 0.02 46 45 0.00 0.54 0.00 0.56 0.58 0.60 (e) βV 0.62 0.64 0.66 0.68 Heat duty/kW L V 44 0.54 Heat duty/kW Degree of mixing 0.10 βV 0.00 Degree of mixing 0.54 42 0.54 0.56 0.58 0.60 βV 0.62 0.64 0.66 0.68 44 0.70 (f ) Figure 16. The effects of mixing and heat duty of reboiler versus vapor split ratio under different liquid split ratios,16. where L is theof liquid mixing at the the dividing wall,ratio V is under the vapor mixing Figure The effects mixing and effects heat duty of bottom reboilerof versus vapor split different effects at split the top of the wallL and Qreb is the heat duty (a)the βL is fixed atwall, 0.45;V(b) βL is liquid ratios, where is the liquid mixing effectsofatthe thereboiler: bottom of dividing is the fixed at 0.47; (c) β is fixed at 0.49; (d) β is fixed at 0.51; (e) β is fixed at 0.53; (f) β is fixed at 0.55. L L L L vapor mixing effects at the top of the wall and Qreb is the heat duty of the reboiler: (a) βL is fixed at 0.45; (b) βL is fixed at 0.47; (c) βL is fixed at 0.49; (d) βL is fixed at 0.51; (e) βL is fixed at 0.53; (f) βL is fixed at 0.55. 4. Conclusions In this paper, a rigorous mathematical model is proposed based on the mass balance, the energy Conclusions and4.phase equilibrium of the DWC, where decision variables and state variables are treated equally, and thisInmodel has thea potential be a standard DWC onbased the gPROMS platform. Based this paper, rigorous to mathematical model is module proposed on the mass balance, theon theenergy rigorous model, the influences of liquid split ratio and vapor split ratio are discussed, and it is and phase equilibrium of the DWC, where decision variables and state variables are treated shown that the heat duty is sensitive to changes in the liquid and vapor split ratio. Inappropriate equally, and this model has the potential to be a standard DWC module on the gPROMS platform. liquid and split ratio willthe increase the of mixing at both ends of theratio dividing wall, and Based onvapor the rigorous model, influences liquid effects split ratio and vapor split are discussed, and it is shown the heat duty is sensitive to changes in of themixing liquidisand vapor ratio. adversely affect the that thermodynamic efficiency. Hence, the degree defined to split characterize Inappropriate liquid and vapor split ratio will increase the mixing effects at both ends of the the column efficiency. Furthermore, the middle component split ratio at the top of the pre-fractionator wall,point and adversely thesaving thermodynamic efficiency. the degree of mixing hasdividing an optimal for betteraffect energy with certain liquid Hence, and vapor split ratios, and is can thethe column efficiency. Furthermore, the middle component split ratio at the be defined used astoancharacterize indicator for energy performance. The model was tested and validated against top of the has benzene–toluene–xylene an optimal point for better energysystem savingas with certain liquid and of literature datapre-fractionator using the ternary mixture a case study. Instead vapor split ratios, and can be used as an indicator for the energy performance. The model was constructing thermodynamically equivalent models by combining conventional columns, the rigorous model developed in this paper could provide better design and assessment of DWC processes. Processes 2019, 7, 26 17 of 17 Author Contributions: C.Z. and Q.L. conceived and designed the case-study; Q.L. performed the simulation and analysis; C.Z. and W.S. conceived and analyzed the solution methods; J.A.R. contributed analysis tools paper conception; C.Z. and Q.L. wrote and revised the paper. Funding: The authors gratefully acknowledge the following institutions for support: The National Natural Science Foundation of China (Grant No. 2157015); and the National Basic Research Program of China, 973 Program (Grant No. 2013CB733600). Conflicts of Interest: The authors declare no conflict of interest. References 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16. 17. 18. 19. 20. Kiss, A.A. Advanced Distillation Technologies: Design, Control and Applications; John Wiley & Sons: Hoboken, NJ, USA, 2013. Petlyuk, F.B.; Platonov, V.M.; Slavinskii, D.M. Thermodynamically optimal method for separating multicomponent mixtures. Int. J. Chem. Eng. 1965, 5, 555–561. Yildirim, O.; Kiss, A.A.; Kenig, E.Y. Dividing wall columns in chemical process industry: A review on current activities. Sep. Purif. Technol. 2011, 80, 403–417. [CrossRef] Christiansen, A.C.; Skogestad, S.; Lien, K. Complex distillation arrangements: Extending the Petlyuk ideas. Comput. Chem. Eng. 1997, 21, 237–242. 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