process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has...

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| | F. Milella, D. Sutter, J.F. Pérez-Calvo, M. Gazzani, M. Mazzotti 9 th Trondheim conference on CO 2 capture, transport and storage June 14, 2017 14-Jun-17 1 Process synthesis and equipment design of a solid handling section for ammonia based post-combustion CO 2 capture processes

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Page 1: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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F. Milella, D. Sutter, J.F. Pérez-Calvo, M. Gazzani, M. Mazzotti

9th Trondheim conference on CO2 capture, transport and storage

June 14, 2017

14-Jun-17 1

Process synthesis and equipment design of a solid

handling section for ammonia based post-combustion

CO2 capture processes

Page 2: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 2

Thermodynamics

Thermodynamic model: Thomsen and Rasmussen. Chem Eng Sci. 54 (1999)1787-1802 Darde et al., Ind Eng Chem Res. 49 (2010) 12663-74 Solid properties: Jänecke, Z Elektrochem 35 (1929) 6:332-34 Jänecke, Z Elektrochem. 35 (1929) 9:716-28

Page 3: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 3

Thermodynamics

Thermodynamic model: Thomsen and Rasmussen. Chem Eng Sci. 54 (1999)1787-1802 Darde et al., Ind Eng Chem Res. 49 (2010) 12663-74 Solid properties: Jänecke, Z Elektrochem 35 (1929) 6:332-34 Jänecke, Z Elektrochem. 35 (1929) 9:716-28

Page 4: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 4

Thermodynamics

Thermodynamic model: Thomsen and Rasmussen. Chem Eng Sci. 54 (1999)1787-1802 Darde et al., Ind Eng Chem Res. 49 (2010) 12663-74 Solid properties: Jänecke, Z Elektrochem 35 (1929) 6:332-34 Jänecke, Z Elektrochem. 35 (1929) 9:716-28

Page 5: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Chilled Ammonia Process (L-CAP) Established absorption process, alternative to amines, that exploits aqueous

ammonia solutions as solvent

Page 6: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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• Solid formation in the absorber is avoided

• Absorption heat removed through the pump around

• Ammonia slip treated with a dedicated unit

• CO2 capture amine scrubbing technology exhibits plant complexity similar to L-CAP

Chilled Ammonia Process (L-CAP)

14-Jun-17 6 Sutter et al. Chem. Eng. Sci. 133, 170-180 (2015)

Sutter et al. Faraday Discuss.,192, (2016), 59-83

Page 7: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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CAP with controlled solid formation (CSF-CAP)

14-Jun-17 7

• Additional solid handling section: crystallization and dissolution occur outside the packed columns

• NH4HCO3 as CO2 carrier increased CO2 uptake capacity of the solvent

• Reduction of the mass-flow rate sent to regeneration

Sutter et al. Chem. Eng. Sci. 133, 170-180 (2015)

Sutter et al. Faraday Discuss.,192, (2016), 59-83

Page 8: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Motivation L-CAP CSF-CAP

Sutter et al. Faraday Discuss.,192, (2016), 59-83

Page 9: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Rate-based simulations

• Boundary conditions

• Rate-based model

Crystallization kinetics

Nucleation rate (secondary nucleation)

Page 10: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 10

Rate-based simulations

• Boundary conditions

• Rate-based model

Crystallization kinetics

Size-independent growth rate

Sutter et al. Cryst. Growth Des. 17 (2017), 3048–3054 Thomsen and Rasmussen. Chem Eng Sci. 54 (1999) 1787-1802

Thomsen model

Page 11: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Rate-based simulations

• Boundary conditions

• Rate-based model

Crystallization kinetics

Size-independent dissolution rate Thomsen model

Thomsen and Rasmussen. Chem Eng Sci. 54 (1999) 1787-1802

Page 12: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Rate-based simulations

• Boundary conditions

• Rate-based model

• Flow-schemes design

Crystallization kinetics

Size-independent dissolution rate Thomsen model

Thomsen and Rasmussen. Chem Eng Sci. 54 (1999) 1787-1802

Page 13: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Flow-schemes design

Equipment selection

Mixed suspension mixed

product removal

(MSMPR)

Scraped surface

heat exchanger

(SSHE)

Page 14: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 14

Flow-schemes design

Equipment selection

Mixed suspension mixed

product removal

(MSMPR)

Scraped surface

heat exchanger

(SSHE)

Page 15: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 15

Flow-schemes design

Equipment selection

Mixed suspension mixed

product removal

(MSMPR)

Scraped surface

heat exchanger

(SSHE)

Page 16: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 16

Flow-schemes design

Equipment selection

Mixed suspension mixed

product removal

(MSMPR)

Scraped surface

heat exchanger

(SSHE)

Page 17: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 17

Flow-schemes design

Equipment selection

Mixed suspension mixed

product removal

(MSMPR)

Scraped surface

heat exchanger

(SSHE)

Page 18: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 18

Flow-schemes design

Equipment selection

Mixed suspension mixed

product removal

(MSMPR)

Scraped surface

heat exchanger

(SSHE)

Page 19: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 19

Flow-schemes design

Equipment selection

Mixed suspension mixed

product removal

(MSMPR)

Scraped surface

heat exchanger

(SSHE)

Page 20: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 20

Flow-schemes design

Equipment selection

Mixed suspension mixed

product removal

(MSMPR)

Scraped surface

heat exchanger

(SSHE)

Page 21: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 21

Flow-schemes design

Equipment selection

Mixed suspension mixed

product removal

(MSMPR)

Scraped surface

heat exchanger

(SSHE)

Page 22: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 22

Flow-schemes design

Equipment selection

Mixed suspension mixed

product removal

(MSMPR)

Scraped surface

heat exchanger

(SSHE)

Page 23: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 23

Mathematical modeling

Modeling MSMPRs

Solute population and mass balances for MSMPR1

A rigorous dimensionless mathematical model that exploits mass, energy and

population balances has been developed for the process simulations

Page 24: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Mathematical modeling

Modeling SSHEs

Solute mass balance SSHE1 - crystallization side

Energy balance SSHE1 - crystallization side

Population balance SSHE1 - crystallization side

Page 25: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Mathematical modeling

Modeling SSHEs

Solute mass balance SSHE1 - dissolution side

Population balance SSHE1 - dissolution side

• Countercurrent-flow in each SSHE

• SSHEs are solved as boundary value

problems (BVPs)

Energy balance SSHE1 - dissolution side

Page 26: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Optimization framework

Page 27: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Optimization framework

Page 28: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Optimization framework

Page 29: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Optimization framework

Page 30: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Optimization framework

Key process indicators

• N: number of crystallizers

• : crystal mass flow-rate before S/L

• : specific chilling thermal duty

• : pressure losses or pumping

• : reversed Carnot cycle

• : isentropic efficiency

Page 31: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Optimization framework

Decision variables

Operating parameters

Page 32: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 32

Optimization framework

Decision variables

Operating parameters

Page 33: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 33

Optimization framework

Decision variables

Operating parameters

Page 34: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 34

Optimization framework

Decision variables

Operating parameters

SSHE geometrical parameters

Page 35: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Optimization framework

Decision variables

Operating parameters

SSHE geometrical parameters

Page 36: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Optimization framework

The genetic algorithm NSGA-II, available in Matlab, has been used to perform a

multiobjective optimization based on the following problem:

Multiobjective optimization

Decision variables

Operating parameters

SSHE geometrical parameters

Page 37: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Solid handling section optimization

Page 38: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Solid handling section optimization

• ~ 104 simulations for each simulated

flowscheme during NSGA-II evolution

Page 39: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Solid handling section optimization

• ~ 104 simulations for each simulated

flowscheme during NSGA-II evolution

Page 40: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Solid handling section optimization

• ~ 104 simulations for each simulated

flowscheme during NSGA-II evolution

• Pareto-sets extraction

Page 41: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Solid handling section optimization

14-Jun-17 41

Decision variables analysis

• Decision variables vary along the Pareto-sets

Page 42: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Solid handling section optimization

14-Jun-17 42

Decision variables analysis

• Decision variables vary along the Pareto-sets

Scraped surface

heat exchanger

(SSHE)

Page 43: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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• UOL for

Solid handling section optimization

14-Jun-17 43

Decision variables analysis

• Decision variables vary along the Pareto-sets

SSHE

cross-section

Scraped surface

heat exchanger

(SSHE)

Page 44: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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• Decision variables vary along the Pareto-sets

• UOL for

• for

Solid handling section optimization

14-Jun-17 44

Decision variables analysis

Page 45: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Solid handling section optimization

14-Jun-17 45

Decision variables analysis

Heat recovered

Page 46: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Solid handling section optimization

14-Jun-17 46

Decision variables analysis

Page 47: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Solid handling section optimization

14-Jun-17 47

Decision variables analysis

Page 48: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Conclusions

1. A thermodynamic comparative assessment of the conventional

CAP and of a new process with controlled solid formation has been

presented;

2. CSF-CAP shows promise, but requires the design of a new continuous

crystallization section as well as the complete characterization of the

crystallization kinetics;

3. design, modeling and optimization of a novel solid handling section have

been performed:

1. productivity and specific total energy consumptions are conflicting

objective functions, thus offering a set of optimal solutions;

2. the process optimization allows a minimization of OPEX;

3. a pinch point analysis has been used to identify and quantify heat

integration potentials;

4. future work will build on this modeling tool and these results considering:

1. experimental data on ammonium bicarbonate dissolution and

secondary nucleation rates;

2. an overall rate-based CAP-plant optimization.

Page 49: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Back-up slides

Page 50: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Activity-based model and look-up table

Extended UNIQUAC + DH contribution (Thomsen thermodynamic model)

Look-up table for BC ionic product (fast consultation of the thermodynamic model)

Ammonium bicarbonate solubility computed for the CO2-rich stream leaving the

absorber relative to the minimum SPECCA equilibrium simulation (Thomsen thermodynamic model)

Page 51: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 51

Thermodynamics

Thermodynamic model: Thomsen and Rasmussen. Chem Eng Sci. 54 (1999)1787-1802 Darde et al., Ind Eng Chem Res. 49 (2010) 12663-74 Solid properties: Jänecke, Z Elektrochem 35 (1929) 6:332-34 Jänecke, Z Elektrochem. 35 (1929) 9:716-28

Page 52: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 52

Thermodynamics

Thermodynamic model: Thomsen and Rasmussen. Chem Eng Sci. 54 (1999)1787-1802 Darde et al., Ind Eng Chem Res. 49 (2010) 12663-74 Solid properties: Jänecke, Z Elektrochem 35 (1929) 6:332-34 Jänecke, Z Elektrochem. 35 (1929) 9:716-28

Page 53: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 53

Thermodynamics

Thermodynamic model: Thomsen and Rasmussen. Chem Eng Sci. 54 (1999)1787-1802 Darde et al., Ind Eng Chem Res. 49 (2010) 12663-74 Solid properties: Jänecke, Z Elektrochem 35 (1929) 6:332-34 Jänecke, Z Elektrochem. 35 (1929) 9:716-28

Page 54: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Ternary phase diagrams

14-Jun-17 54

p=1 bar

Sutter et al. Chem. Eng. Sci. 133, 170-180 (2015)

Page 55: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 55

Scaling variables

Modeling MSMPRs

Solute population and mass balances for MSMPR1

1. Non-dimensionalization

2. Integration

3. Scaling and normalization

Page 56: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 56

Flow-scheme design

Modeling MSMPRs

Solute population and mass balances for MSMPR2

Page 57: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 57

Kinetics of solid formation Experimental setup for seeded growth experiments

Composition range reduced to NH4HCO3-H2O binary

Batch-type autoclave

pressurized system

minimized vapor volume

magnetic clutch stirrer

syringe-based injector for seeds

In-situ analysis

Focused Beam Reflectance Measurement (FBRM):

Detection of solid particles

Attenuated Total Reflectance – Fourier Transform Infrared

(ATR-FTIR) spectroscopy:

Concentration in liquid phase

Sutter et al. Cryst. Growth Des. 17 (2017), 3048–3054

Page 58: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 58

Solid handling section design Dimensionless mathematical model

Solute mass balance

Energy balance

Population balance

SSHE – dissolution side

Mixed suspension mixed

product removal

(MSMPR)

Population balance and solute

mass balance

A rigorous dimensionless mathematical model that exploits mass, energy and

population balances has been developed for the process simulations

Double-pipe scraped surface

heat exchanger

(SSHE)

Page 59: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 59

Comparative assessment: L-CAP vs. CSF-CAP

Sutter et al. Faraday Discuss.,192, (2016), 59-83

Page 60: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 60

Comparative assessment: L-CAP vs. CSF-CAP

Sutter et al. Faraday Discuss.,192, (2016), 59-83

Page 61: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 61

On the effect of flow-scheme selection on PSD

Page 62: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

| | 14-Jun-17 62

On the effect of flow-scheme selection on PSD

Page 63: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Solid handling section optimization

Decision variables analysis

14-Jun-17 63

Page 64: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Effect of SSHEs geometrical parameters

Page 65: Process synthesis and equipment design of a solid handling ... · 3. a pinch point analysis has been used to identify and quantify heat integration potentials; 4. future work will

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Optimization framework

Key process indicators

• N: number of crystallizers

• : crystal mass flow-rate before S/L

• : specific chilling thermal duty

• : pressure losses or pumping

• : reversed Carnot cycle

• : isentropic efficiency

• : overall cooling crystallization heat

duty (sensible + latent)