2008 international ansys conference...– main reactions: zero order with gaseous reactant (beyond a...

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© 2008 ANSYS, Inc. All rights reserved. 1 ANSYS, Inc. Proprietary 2008 International ANSYS Conference Improving Multiphase Reactors Vivek V. Ranade* Tridiagonal Solutions Pvt. Ltd. 100 NCL Innovation Park, Pune, India www.tridiagonal.co.in * On leave from National Chemical Laboratory, Pune, India

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Page 1: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 1 ANSYS, Inc. Proprietary

2008 International ANSYS Conference

Improving Multiphase Reactors

Vivek V. Ranade*Tridiagonal Solutions Pvt. Ltd.100 NCL Innovation Park, Pune, Indiawww.tridiagonal.co.in* On leave from National Chemical Laboratory, Pune, India

Page 2: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 2 ANSYS, Inc. Proprietary

Industrial Reactors

• What transformations are expected to occur?• How fast these transformations will occur?• What is the best way to carry out these

transformations?

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© 2008 ANSYS, Inc. All rights reserved. 3 ANSYS, Inc. Proprietary

Reactor Performance

• Performance Matrix • Performance Controlling Processes

– Mixing of reactants– Heat transfer– Contacting of multiple

phases– Mass transfer– Chemical reactions– Phase changes

Page 4: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 4 ANSYS, Inc. Proprietary

Improving Reactor Performance

• RAPIDTM Program*: Reactor Analysis and Performance Improvement Diagnostics

– Critical analysis of laboratory and plant data– Mathematical modeling– Identify performance controlling step(s)– Evolving ideas for improvement– Computational evaluation of evolved ideas– Fine tuning and implementation

* Proprietary program of Tridiagonal Solutions Pvt. Ltd.

Page 5: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 5 ANSYS, Inc. Proprietary

The RAPIDTM Methodology

Page 6: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 6 ANSYS, Inc. Proprietary

Simulating Reactor Performance

• Link reactor performance to reactor hardware and operating protocols

– Solution of mass, momentum & energy conservation equations: CFD

Concentration profiles over time

Page 7: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 7 ANSYS, Inc. Proprietary

Modeling and Simulation

• Uncertainties / Limitations– Inadequacies of the underlying mathematical model &

input data• Turbulence/ multiphase flows/ complex rheology/ reactions

– Inaccuracies of the numerical techniques– Computational constraints– Interpretation of results

• Despite the Limitations, Computational Modeling has Enormous Potential !

Necessary to develop appropriate methodology to harness this potential

Page 8: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 8 ANSYS, Inc. Proprietary

Harnessing Power of Modeling

• Need to Develop & Use Multi-scale Modeling Capabilities

• Need to Use Multiple Models & Modeling Technologies

• Tridiagonal’s Approach of Compute for Innovation & Development

Tools+

Page 9: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 9 ANSYS, Inc. Proprietary

Case Study: G-L-S Reactor

• Reactions– In presence of gaseous reactant

– Main reactions: zero order with gaseous reactant (beyond a critical concentration)

– Undesired reactions: NOT zero order– ‘B’ precipitates due to low solubility– Influenced by temperature and pH

A B C (desired product)

D (undesired products) E

Page 10: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 10 ANSYS, Inc. Proprietary

G-L-S Reactor

• Need to understand and quantify time scales of different reactions and processes

– Concentration of gaseous reactant• Mass transfer: dispersion of gas, hold-up, (P/M)

– Dissolution of solids• Suspension/ solid-liquid mass transfer

– Temperature• Heat transfer: direct contact, jacket

– pH• Mixing

Need to quantitatively

understand multi-phase fluid dynamics

of GLS reactor

Page 11: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 11 ANSYS, Inc. Proprietary

CFD Model of Existing Reactor

• Eulerian-Eulerian Approach– Single effective bubble size based on estimates of

interfacial area– Inter-phase coupling: need to include impact of

impeller generated turbulence• Drag coefficient as a function of Re and (dp/λ)

• Turbulent Flow– Two equation (dispersed phase) models

• Multiple Reference Frame approach

Page 12: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 12 ANSYS, Inc. Proprietary

• Semi-batch reactor operation– Quantify Influence of

• Gas flow rate• Power per unit mass/ tip speed• pH• Addition rates• Operating temperature

Kinetics via Laboratory Experiments

Obtained simplified kinetic model0

0.1

0.2

0.3

0.4

0.5

0.6

0 5 10 15 20 25 30Time (hr)

Key

reac

tant

con

cent

ratio

n (m

ol/li

t)

Plant dataModel

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© 2008 ANSYS, Inc. All rights reserved. 13 ANSYS, Inc. Proprietary

Scale-up

• Translating findings from the laboratory reactor (5 lit) to the plant reactor (> 50 m3)– Develop and use CFD model to understand gas-liquid-solid flow in

industrial stirred vessel– Determine how key time and length scales change with increase in

reactor volume– Evolve ideas for improving performance

• Configuration, size and RPM of impeller(s)• Location of feed nozzles: gas, alkali and diluents• Manipulate heat transfer for desired temperature profile

– Evaluate and fine tune the recommendation

• Using GAMBIT and FLUENT

Page 14: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 14 ANSYS, Inc. Proprietary

Reactor Configuration

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© 2008 ANSYS, Inc. All rights reserved. 15 ANSYS, Inc. Proprietary

Indirect Validation

• Power dissipation with and without gas • Pumping numbers with and without gas• Mixing

– pH measurements at different locations after alkali addition

• Overall gas hold-up

• Accepted CFD model with identified– Drag coefficients (on bubbles and solids), effective

bubble size, numerical parameters and strategies

Page 16: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 16 ANSYS, Inc. Proprietary

Gaining Insight via CFD I

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© 2008 ANSYS, Inc. All rights reserved. 17 ANSYS, Inc. Proprietary

Gaining Insight via CFD II

• Understanding mixing for manipulating pH

• Influence of alkali addition nozzle (size/ location) and influence of reactor scale was investigated

Page 18: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 18 ANSYS, Inc. Proprietary

Gaining Insight via CFD III

• Influence of sparger (size/ location) and influence of reactor scale was investigated

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© 2008 ANSYS, Inc. All rights reserved. 19 ANSYS, Inc. Proprietary

Improving Mixing

• Alkali addition sequence and mixing (prevailing pH) had significant influence on– Yield of desired product– Overall rate– Foaming

• CFD Model was used to improve mixing by– Manipulating impeller locations/ RPM– Designing foam breaker to ensure trouble free

operation

Page 20: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 20 ANSYS, Inc. Proprietary

Improving Mass Transfer

• Gas-liquid (mainly for the first step) and solid-liquid (for the second step) mass transfer were important. Using developed CFD models:

– Identified roles of different impellers & manipulated locations and clearance between the two impellers

– Modified configuration and location of gas sparger– Special care was taken to handle accumulation of

precipitated solids on foam surface

Page 21: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 21 ANSYS, Inc. Proprietary

Realizing Performance Enhancement

• Dilution strategy and pH profile was manipulated to realize– Significant reduction in batch time– Some increase in yield of desired product

• CFD model was used to identify most attractive alternative to realize performance enhancement with minimum investment for retrofitting

Page 22: 2008 International ANSYS Conference...– Main reactions: zero order with gaseous reactant (beyond a critical concentration) – Undesired reactions: NOT zero order – ‘B’ precipitates

© 2008 ANSYS, Inc. All rights reserved. 22 ANSYS, Inc. Proprietary

Summary

• CFD models and simulations provided valuable insight in understanding relevant time scales & rate controlling steps

• CFD simulations allowed virtual evaluation of alternative ideas to identify most effective solution for practical implementation

Tremendous Potential for Realizing Performance Enhancement in Practice by Judicious Use of CFD