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An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular Engineering Clarkson University Potsdam, NY 13699 10/26/2017
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Page 1: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

An Equation-Based Parallel Column Model

Jingsong Zhou, Harry Kooijman, and Ross Taylor

Department of Chemical and Biomolecular Engineering Clarkson University Potsdam, NY 13699

10/26/2017

Page 2: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

2

DWCs with three products

Dejanović, I., Matijašević, L., & Olujić, Ž. (2010). Dividing wall column—a breakthrough towards sustainable distilling. Chemical Engineering and Processing: Process Intensification, 49(6), 559-580.

Dividing Wall Columns: Not New Anymore

Page 3: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

3

DWCs with more than three products

Kaibel, B. Dividing-Wall Columns, in Distillation: Equipment and Processes pp 183–199, Academic Press, 2014

Dividing Wall Columns: Not New Anymore

Page 4: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

4

Dividing Wall Columns: Not New Anymore

– Dejanović, I., Matijašević, L. & Olujić, Ž. Dividing wall column—a breakthrough towards sustainable distilling. Chem. Eng. Process. Process Intensif. 49, 5 pp 59–580, 2010

– Yildirim, Ö, Kiss, A.A., Kenig, E.Y., Dividing wall columns in chemical process industry: A review on current activities, Separation and Purification Technology, 80, pp 403-417, 2011

– Kiss, Anton A. Advanced distillation technologies: design, control and applications. John Wiley & Sons, 2013.

– Kaibel, B. Dividing-Wall Columns, in Distillation: Equipment and Processes pp 183–199, Academic Press, 2014

Page 5: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

5

Dejanović et al. (2010) wrote:

Carrying out DWC performance simulations requires great experience and these are more or less computationally very demanding. … well established commercial software packages still do not contain a DWC as a standard model. This however will occur sooner or later, most probably as a simultaneous, equation based model.

Kaibel (2014) wrote:

Due to the potential variability of complex internal configurations, there is no dedicated software package for this purpose. … As there are strong interactions between the parameters, a rather stiff system of equations has to be solved. The convergence behavior of programs with sequential operation is sometimes problematic. Equation-based programs normally show better convergence characteristics.

But, so far, nobody has provided any evidence that that is true!

Dividing Wall Columns: What They Said

Page 6: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

6

Outline

Introduction

Existing simulation strategies and challenges

An equation-based parallel column model

Examples

Validation with Pilot DWC Data

Conclusions

Coming soon…

Page 7: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

7

Existing Simulation Strategy

Dejanović et al. Aromatics DWC

Dejanovic, I., Matijaševic, L., Jansen, H., & Olujic, Z. (2011). Designing a packed dividing wall column for an aromatics processing plant. Industrial & Engineering Chemistry Research, 50(9), 5680-5692.

Page 8: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

8

Existing Simulation Strategy

Dejanović et al. Aromatics DWC

Dejanovic, I., Matijaševic, L., Jansen, H., & Olujic, Z. (2011). Designing a packed dividing wall column for an aromatics processing plant. Industrial & Engineering Chemistry Research, 50(9), 5680-5692.

Page 9: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

9

Existing Simulation Strategy

Generally modeled as multi-column systems

Dejanović et al. Aromatics DWC Four-column model

Page 10: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

10

Existing Simulation Strategy

Generally modeled as multi-column systems

Dejanović et al. Aromatics DWC Four-column model in UNISIM Design

Page 11: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

11

Existing Simulation Strategy

Generally modeled as multi-column systems

Dejanović et al. Aromatics DWC Four-column model in COCO

Page 12: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

12

Existing Simulation Strategy

Generally modeled as multi-column systems

Dejanović et al. Aromatics DWC Two-column model

Page 13: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

13

Existing Simulation Strategy

Generally modeled as multi-column systems

Dejanović et al. Aromatics DWC Two-column model in COCO

Page 14: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

14

Satellite Column System

Satellite Column Schematic

Tututi-Avila, S., Domínguez-Díaz, L. A., Medina-Herrera, N., Jiménez-Gutiérrez, A., & Hahn, J. (2017). Dividing-wall columns: Design and control of a kaibel and a satellite distillation column for BTX separation. Chemical Engineering and Processing: Process Intensification, 114, 1-15.

Page 15: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

15

Satellite Column Schematic Satellite Column System in COCO (easy to converge)

Satellite Column System

Page 16: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

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Satellite Column Schematic Satellite Column System in COCO (no convergence)

Satellite Column System

Page 17: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

17

Satellite Column Schematic Satellite Column System in UNISIM Design

Satellite Column System

Page 18: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

18

Kaibel Column

Kaibel Column Kaibel Column

in UNISIM Design

Ashrafian, R. (2014). Using Dividing Wall Columns (DWC) in LNG Production: deviding wall column, double dividing wall column, prefractionator arrangement, Petlyuk column, NGL recovery, distillation (Master's thesis, Institutt for energi-og prosessteknikk).

Page 19: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

19

Multiple Wall Column

Multiple Wall Column

Multiple Wall Column in UNISIM Design

Ashrafian, R. (2014). Using Dividing Wall Columns (DWC) in LNG Production: deviding wall column, double dividing wall column, prefractionator arrangement, Petlyuk column, NGL recovery, distillation (Master's thesis, Institutt for energi-og prosessteknikk).

Page 20: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

20

Divided Top Column

Divided Top Column Divided Top Column in COCO

Dai, X., Ye, Q., Qin, J., Yu, H., Suo, X., & Li, R. (2016). Energy-saving dividing-wall column design and control for benzene extraction distillation

via mixed entrainer. Chemical Engineering and Processing: Process Intensification, 100, 49-64.

Page 21: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

21

Divided Top Column

1

6

11

16

21

26

31

36

300 350 400 450 500 550

Stag

e

Flowrate, kmol/h

Liquid

Vapor

Divided Top Column in COCO (false convergence)

Page 22: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

22

Divided Top Column

Divided Top Column in UNISIM Design (No convergence)

Divided Top Column

Page 23: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

23

The Challenges

Considerable effort needed to set up a multi-column model

Difficult to provide adequate initial guesses of linking streams

Slow, no, or false convergence

Some desirable specifications cannot be used (e.g. recovery)

Page 24: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

24

Equation-Based Parallel Column Model

MESH equations:

M: Material balance

𝑀𝑖𝑗 ≡ 𝐿𝑗−1𝑥𝑖,𝑗−1 + 𝑉𝑗+1𝑦𝑖,𝑗+1 + 𝐹𝑗𝑧𝑖𝑗 − 𝐿𝑗 + 𝑈𝑗 𝑥𝑖𝑗 − 𝑉𝑗 +𝑊𝑗 𝑦𝑖𝑗 = 0

𝐻𝑗 ≡ 𝐿𝑗−1𝐻𝑗−1𝐿 + 𝑉𝑗+1𝐻𝑗+1

𝑉 + 𝐹𝑗𝐻𝑗𝐹 − 𝑉𝑗 +𝑊𝑗 𝐻𝑗

𝑉 − 𝐿𝑗 + 𝑈𝑗 𝐻𝑗𝐿 − 𝑄𝑗 = 0

H: Energy balance

E: phase Equilibrium

𝐸𝑖𝑗 ≡ 𝑦𝑖𝑗 − 𝐾𝑖𝑗𝑥𝑖𝑗 = 0

S: mole-fraction Summations

𝑆𝑗𝐿 ≡ 𝑥𝑖𝑗 − 1

𝐶

𝑖=1

= 0 𝑆𝑗𝑉 ≡ 𝑦𝑖𝑗

𝐶

𝑖=1

− 1 = 0

Phase From Stage To Stage Split Ratio

Liquid

27 28 0.5

50 0.5

49 50 0

72 1.0

Vapor

72 49 0.5

71 0.5

50 49 0

27 1.0

Page 25: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

25

All equations for all stages solved simultaneously

Equation-based ChemSep PCM Dejanović et al. Aromatics DWC

Equation-Based Parallel Column Model

Page 26: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

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Dejanović et al. Aromatics DWC Modelled Using ChemSep PCM

Equation-Based Model

Page 27: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

27

Satellite Column Schematic Equation-based ChemSep PCM (very easy to converge)

(Agrawal arrangement)

Satellite Column System

1

98 72 99

109

110

55

14

15 41

24

47

73 48

65 40 66

85

Page 28: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

28

1

11

21

31

41

51

320 340 360 380 400 420

Stag

es

Temperature, K

M

L

R

1

11

21

31

41

51

0 0.2 0.4 0.6 0.8 1

Stag

es

Liquid mole fraction

Benzene Toluene m-Xylene 1,3,5-trimethylbenzene

right column

left column

Satellite Column System

Page 29: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

29

Kaibel Column

Kaibel Column

110

1

2

20

40

60

72

100

109

Feed

21 61

C2

C3

C5+

93 LPG

Equation-based ChemSep PCM

Page 30: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

30

Kaibel Column

1

11

21

31

41

51

61

250 300 350 400 450 500

Stag

e

Temperature (K)

1

11

21

31

41

51

61

0 200 400 600 800 1000 1200

Stag

e

Flows (kmol/h)

Liquid

Vapor

1

11

21

31

41

51

61

0 0.2 0.4 0.6 0.8 1St

age

Liquid mole fraction

Ethane

Propane

C4

C5+

Page 31: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

31

Divided Top Column

Equation-based ChemSep PCM

F

1

38

67

2

37

36 61

62

EF

Divided Top Column

Page 32: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

32

Divided Top Column

1

6

11

16

21

26

31

36

300 350 400 450 500 550

Stag

e

Flowrate, kmol/h

Liquid

Vapor

1

6

11

16

21

26

31

36

100 150 200 250 300 350

Stag

e

Flowrate, kmol/h

Liquid

Vapor

COCO (false solution)

ChemSep PCM (correct solution)

Page 33: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

33

Divided Top Column

1

6

11

16

21

26

31

36

41

320 370 420 470

Stag

e

Temperature (K)

1

6

11

16

21

26

31

36

41

0 0.2 0.4 0.6 0.8 1

Stag

e

Mole fraction

Benzene Cyclohexane

Sulfolane o-xylene

Top-left

Top-right

Page 34: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

34

Divided Top Column

1

6

11

16

21

26

31

36

41

320 370 420 470

Stag

e

Temperature (K)

1

6

11

16

21

26

31

36

41

0 0.2 0.4 0.6 0.8 1

Stag

e

Mole fraction

Benzene Cyclohexane

Sulfolane o-xylene

Top-left

Top-right

Temperature gradient across wall can be significant

Page 35: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

35

Heat Transfer

Dividing walls are not insulators

Feed

A

B

C

Page 36: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

36

Heat Transfer

Dividing walls are not insulators

Extremely difficult to include heat transfer in multi-column models

Requires many energy interlinks Feed

A

B

C

Page 37: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

37

Heat Transfer

Dividing walls are not insulators

Extremely difficult to include heat transfer in multi-column models

Very easy to include heat transfer in Parallel Column Model

𝑄𝑗 = 𝑈 ∙ 𝐴𝑗 ∙ ∆𝑇𝑗

U – Overall heat transfer coefficient Aj – Heat transfer area on stage j ∆𝑇𝑗 – Temperature difference

Feed

A

B

C

Terms added to energy balance

Page 38: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

38

Heat Transfer

System: n-pentane, n-hexane, and n-heptane

Rv = 0.6855

Uwall = 800 W/m2K

RL = 0.3641

Page 39: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

39

Heat Transfer

1

6

11

16

21

26

31

36

41

46

320 330 340 350 360 370 380 390

Stag

e

Temperature, K

1

6

11

16

21

26

31

36

41

46

320 330 340 350 360 370 380 390

Stag

e

Temperature, K

U = 800 W/m2K

(a) Without heat transfer (b) With heat transfer

Page 40: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

40

Heat Transfer

Heat transfer affects product purity

Page 41: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

41

Heat Transfer

What if Uwall goes to infinity…?

1

6

11

16

21

26

31

36

41

46

320 330 340 350 360 370 380 390

Stag

e

Temperature, K

U = 600,000,000 W/m2K

Page 42: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

42

Compared to multi-column models, the ChemSep PCM

Conclusions

Takes very little effort to set up

Requires no initial guesses from engineer

Converges much quicker

Converges to the correct solution when other simulators fail

Makes it easy to model heat transfer across the wall

Page 43: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

43

Rate-based Parallel Column Model

Other Uses for a PCM…

Coming Soon…

Page 44: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

44

Crude Column Systems

Page 45: An Equation-Based Parallel Column Model - ChemSep · An Equation-Based Parallel Column Model Jingsong Zhou, Harry Kooijman, and Ross Taylor Department of Chemical and Biomolecular

45

PCM for Maldistribution

Equivalent PCM Structure Billingham and Lockett Maldistribution Model

Redistributors modeled as stages with no mass transfer


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