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VisiMix Simulation Model and Main Applications. Moshe Bentolila VisiMix Ltd, PO Box 45170, Jerusalem, 91450, Israel Tel: 972 - 2 - 5870123 Fax: 972 - 2 - 5870206 E-mail: [email protected] 1 Process Scale-up, Process Safety, Hazards Evaluation, Mass Transfer and Mixing Challenges Conference Texas A&M University August 14-15

VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

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Page 1: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix Simulation Model and Main Applications.

Moshe Bentolila VisiMix Ltd,

PO Box 45170,

Jerusalem, 91450,

Israel

Tel: 972 - 2 - 5870123

Fax: 972 - 2 - 5870206

E-mail: [email protected]

1

Process Scale-up, Process Safety, Hazards Evaluation, Mass Transfer and Mixing

Challenges Conference Texas A&M University August 14-15

Page 2: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Contents

• Introduction

• Motivation

• VisiMix Model

• VisiMix Applications in Industry – R&D Methodology - Saving more than 1 M$

– Safety Example

– High Shear Rate at Chemical Fast Reactions

• VisiMix Products

• Conclusions

2

Page 3: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

About Us

VisiMix is a unique software enabling

chemical engineers, process engineers and

R&D personnel to visualize mixing processes

via a simple, user friendly interface.

Our products allow significant savings in time

and costs by drastically reducing the need for

trial-and-error. They have been successfully

adopted by hundreds of companies.

3

Page 4: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Customers and Markets

4

Page 5: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Customers and Markets 1. L'Oreal, France 2. BASF AG, Germany 3. Dow Chemical Company, USA 4. Searle (MONSANTO), USA 5. Lightnin, USA 6. LG Chemicals, S. Korea 7. Xerox , Canada & USA 8. The Gillette Co., USA & UK 9. De Dietrich, France & USA 10. ENIChem, Italy 11. Eli Lilly & Company, USA 12. NIPPON, Japan 13. Novartis, USA 14. Millennium, USA 15. ICI, UK 16. Hercules, USA 17. Pfizer, USA&UK&Gr. 18. Mitsubishi Chemicals 19. Abbott Laboratories, USA 20. GlaxoWellcome,UK&Singapore

1. L'Oreal, France 2. Techmix S.r.o, Czesh Republic 3. BASF AG, Germany 4. BASF, Denmark 5. BP Chemicals - Wingles, France 6. Sanofi Recherche, France 7. Technimont, Italy 8. Nycomed Imaging, Norway 9. Hoesch & Sohne, Germany 10. DSM, The Netherlands 11. Searle (MONSANTO), USA 12. Lightnin, USA 13. Chevron, USA 14. Teva, Israel 15. Plantex, Israel 16. Bromine Compounds, Israel 17. ENSIC, France 18. LG Chemicals, Taejon-city, S. Korea 19. LG Tech, Yeochon-city, S. Korea 20. Lonza, Switzerland 21. Thai Plastic and Chemical Public Company, Thailand 22. Xerox Research Centre of Canada, Canada 23. Xerox, USA 24. The Gillette Co., USA 25. Gillette, UK 26. Lecaros, Chile 27. SK Chemicals, S. Korea 28. Dow Chemical Company, USA 29. Monsanto, USA 30. Buchi AG, Switzerland 31. Agisys, Hungary 32. Samsung, S. Korea 33. Mervers, Holland 34. American Cyanamid Company, USA 35. Belinka Belles, d.o.o., Slovenia 36. LG Chem. , ABS Division (S. Korea) 37. BFGoodrich Advanced Technology Group, US 38. PT MECO INOXPRIMA, Indonesia 39. Ion Exchange, India 40. IL JIN Eng. & Const. Ltd., Korea 41. CSIR Ltd., South Africa 42. PTI, Brazil

43. De Dietrich, France 44. De Dietrich, USA 45. Rhodia (Rhone Poulenc Group), Brazil 46. Inymassa, Spain 47. ENIChem, Italy 48. Satake, Japan 49. Chesebrough-Pond’s, USA 50. Unilever, Italy 51. Schering-Plough, USA 52. Ontec, Israel 53. Cytec, USA 54. Degussa, Germany 55. IHN Groningen BV, the Netherlands 56. PEAS BV, the Netherlands 57. Eli Lilly & Company, USA 58. BSL (Dow group), Germany 59. VMD PTE Ltd., Singapore 60. Tecnicas Reunidas, Spain 61. NIPPON, Japan 62. Chr. Hansen, Denmark 63. Danisco, Denmark 64. Novartis, USA 65. SNECMA, France 66. Millennium, USA 67. Ucosan B.V., Holland 68. Norde Veenendaal B.V., Holland 69. Akzo Nobel, Germany 70. Astra Charnwood, UK 71. ICI, UK 72. Stork, Netherlands 73. Hercules, USA 74. Luigi Menestrina, Italy 75. Siersma Leidshendam, the Netherlands 76. Sara Lee, the Netherlands 77. Pfizer, USA 78. Pfizer, UK 79. Pfizer, Germany 80. Beiersdorf AG, Germany 81. Sintef Applied Chemistry, Norway 82. Chemitec OY, Finland 83. Makhteshim, Israel 84. Chemagis, Israel

85. Nitto Denco, Japan 86. 3M, USA 87. Broom Chemie, the Netherlands 88. Atlas-Stord, Denmark 89. Canon, Japan 90. Mitsubishi Chemicals 91. Imation, USA 92. NIKKI, Japan 93. Fuji Xerox, Japan 94. Oxy Vynils 95. Scanlube, Sweden 96. GlaxoWellcome, Singapore 97. GlaxoSmithKline, UK 98. SmithKline Beecham, USA 99. M&F Process Simulation, The Netherlands 100. Abbott Laboratories, USA 101. Air Products, USA 102. Gruppo Lepetit, Italy 103. Johnson Polymer, Holland 104. Dow Corning, USA 105. Pharmacia Biotech, Sweden 106. Panandiker Research & Development (P) Ltd., India 107. Fujifilm, Japan 108. Katholieke Hogeschool Brugge-Oostende, Belgium 109. The Casali Institute, Israel 110. Noordelijke Hogeschool Leeuwarden, the Netherlands 111. Stettin University 112. Taiwan University 113. Ecole d'Electrochemie, France 114. Ecole Polytechnique, Canada 115. University of Western Ontario, Canada 116. University of Barcelona, Spain 117. Taejon National University, S. Korea 118. Otto von Guericke Universitat, Germany 119. Tsinghua University, China 120. VUOS, Czesh Republic 121. Universita di Roma, Italy 122. Hanyang University, S. Korea 123. Royal Institute of Technology, Sweden

Total > 200 customers

5

Page 6: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Simple and Effective

The First and the only tool in the Industry

Reliable and accurate results

Based on More Than 300 Man Years of R&D and

Industry Experience

Replacing Pilot Experiments

Accelerated Time-to-Market process

User Friendly and easily accessible

Technology - Simulation of Mixing Processes

6

Page 7: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Motivation

7

Page 8: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Common Questions

Did we cover the main parameters during the process

development?

Will our facilities will be appropriate for the developed

process?

Does the equipment offer is good for the process?

What about safety and runaway scenario?

Do our process is robust?

Does the operational range parameters are large enough for

the manufacture facilities?

8

Page 9: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

The Goal Once the Science of the process (Chemistry, Biology or physics) is known well, a common situation during the process transfer from lab to production or from site to site is the gap between the old and new results. Our first goal is to develop a process that will run properly in

the first trial on a new scale or site, similar to our successful results in the lab or in the old facility.

In order to achieve this, we need to evaluate the process with the same conditions we will have in the production phase. The main parameters we change are the hydrodynamics of

the system. If we are able to identify and control these parameters we will be able to achieve to the available and optimal solution.

9

Page 10: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Pharmaceutical Industry

•Active Pharmaceutical Ingredient (API)

10

Page 11: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Pharmaceutical Quality by Design • This FDA imperative is best outlined in its report “Pharmaceutical

Quality for the 21st Century: A Risk-Based Approach.”[*]

• In the past few years, the Agency has made significant progress in implementing the concepts of "Quality by Design" (QbD) into its pre-market processes.

• The focus of this concept is that quality should be built into a product with a thorough understanding of the product and process by which it is developed and manufactured along with a knowledge of the risks involved in manufacturing the product and how best to mitigate those risks.

• This is a successor to the "quality by QC" (or "quality after design") approach that the companies have taken up until 1990s.

* Pharmaceutical Quality for the 21st Century: A Risk-Based Approach http://www.fda.gov/oc/cgmp/report0507.html

11

Page 12: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

API Batch Process Simulation – Scale Up Methodology. Roberto Novoa and Moshe Bentolila

QUALITY BY DESIGN

Establish: Critical Quality Attributes

Determine:

Critical Process Parameters

Define: Design Space

Set: Control Strategy

Quality by Design – Statistical Challenges Yi Tsong,. CDER, FDA 2007 FDA/Industry Statistics Workshop

12

Page 13: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Mixing Simulation Software

R&D

Production

Design

QbD

Data and Results Management

13

Page 14: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix Model

14

Page 15: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Technology - Simulation of Mixing Processes

15

Page 16: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Typical Mixing Parameters

Application * Key process and scale up parameters

Newtonian/ Non Newtonian Hydrodynamics and scale up

•Circulation flow rate •Local turbulence values •Shear rates

Blending- Single Phase mixing •Macro and micro mixing times •Max./ Min. concentration difference C

Suspension, Crystallization, Dissolution •Max. local conc’s •Max. shear rate •Crystal collision energy

Liquid liquid mixing Emulsification, Heterogeneous org. synth.

•Drop size dist. •Surface specific mixing time

Gas injection, Absorption, Gas liquid reactors •Gas hold up •Specific surface •KL a- spec. mass trans. rate

Biotechnology •Oxygen mass transfer rate

Heat transfer in tanks with different heat/cooling devices

•Media temp’ •Heat transfer coeff. •Specific heat/cool rate

16

Page 17: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Flow Chart of the Mathematical Model and Calculations INITIAL DATA

EQUIPMENT SUBSTANCES REGIME [type, design, size] [phases, composition, properties] [flow rates,

process parameters]

HYDRODYNAMICS

power consumption, circulation rate, forces, flow pattern, local

flow velocities

TURBULENCE

Macro-Scale Turbulent Mixing Micro-Scale Local Turbulence

Distribution of Turbulent Dissipation

MODELING OF MACRO-SCALE AND MICRO-SCALE

MIXING-DEPENDENT PHENOMENA

single-phase mixing, pick-up of solids, solid distribution, drop

breaking, coalescence, heat transfer, heating/cooling dynamics,

mass transfer,etc.

DYNAMIC CHARACTERISTICS OF MIXING-

DEPENDENT PROCESSES AT THE TRANSIENT STAGE

17

Page 18: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

A simplified Scheme of Mixing in the Turbulent Regime

1 - Central zone;

2 - peripheral zone

3 - upper level of liquid

4 - shaft

5 - torque

6 - wall

7 - agitator’s blade

q - circulation flow rate;

D - eddy diffusivity

Wax - average axial

circulation velocity

18

Page 19: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix Model

Main Purpose of VisiMix Modeling : Analysis of processes based on simulation of mixing-dependent phenomena

19

Page 20: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Basic Characteristics of VisiMix Physical Models

• All the initial assumptions are based on fundamental scientific data.

• All parameters of the models are functions of basic flow characteristics, and not of the equipment specific features.

• All experimental coefficients in the equations have a clear physical meaning and are defined by independent measurements.

• The results of modeling are always verified by experiments with agitators and tanks of different types and sizes.

• All the calculation methods have passed a stage of industrial applications.

20

Page 21: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Typical VisiMix Reactor

Mbot

ω

Mbaf Mbl

Mwall

21

Page 22: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

General Equilibrium of Momentum:

T

R

(r)dr;tgvRtgV;

VρwHfπR

wall M

T

tgT

0

12

2: wallof Resistance2

2

;

r

r

(r)dr/tg

vρi

hi

Ziς

ior M

)i

(rtgv

ib

ih

iZ

i M r

2

1

22

2

2

:devices Internal

0i

ΣMbot

Mwall

Mimp

ΣM

;2

2 :k Agitator rtg r-voωrdr; U

R(r)U

ρbl,k

hbl,k

Zimp,k

Zbl,kς

imp,k M

imp

inr

22

The mathematical description of the tangential flow is based on the

momentum balance. For steady state conditions, the general

equilibrium is presented as the balance of the agitator torque and

flow resistance moments of the tank wall, its bottom and baffles;

these moments are expressed in terms of flow resistance and

calculated using empirical functions for the resistance factors (fw, fbl,

etc.,)

Page 23: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Coefficient Evaluation

23

Page 24: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Coefficient Evaluation

24

Page 25: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Local equilibrium of momentum

;0 shearresimp dMdMdM

;2

)(2

rdrrU

hZZdMimp

in

R

rblblimpblimp

;22

)()( 2

2

drrrv

rfdMtg

bot

);(2 2rHddM shear ;dr

dvturb

drdvLturb

2

Agitator:

Resistance:

Shear:

25

The system includes also an equation of the turbulent

transfer of shear momentum expressed in terms of the

"mixing length of Prantl" hypothesis :

Page 26: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Numerical Solution

26

Page 27: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Power Calculation ;impimpimp MP

;2

1 53 impimp

imp

blblbl R

R

hZP

;)(87.3

);/( 53

imp

blblbl

R

hZNp

DnPNp

Power number:

27

Page 28: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Power Numerical Results

28

Page 29: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Axial circulation

;axtgbl PPPP

;

2

sin)(3

drvr

hZP

imp

in

R

r

tgimp

blblblbl

;2

)(3

3

tgw

bftg

bfbfbftg VHRfRv

SZP

,22

0

2

zz

ubltgax HrQV

PPPP

;

0rr

zturbz

dr

dv

dr

dvLturb

2

Total consumption of power:

Impeller blades :

Tangential flow :

Axial circulation :

29

The description of the meridional circulation is based on the analysis

of energy distribution in the tank volume, and the calculations are

performed using the results of modeling of the tangential flow.

Page 30: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Axial circulation

1

2 3

4

5

30

Page 31: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Boussinesque model of turbulent mixing:

Macroscale Turbulent Diffusivity – after Prandtl model:

Local values:

Average values:

,drdVLD 2

T

;2x

C2D

xCV

τC

T

T/2*AL dr/S,0 dr

dVr2L2avDmax

r

31

Single Phase Mixing Description

Page 32: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Mixing Length Coefficient

32

Page 33: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

33

Page 34: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Characteristic Time of Micromixing: Bulk volume:

1 bulk2 / Dmol

bulk (3/ bulk)1/4

Impeller Zone: 2 min

2 / Dmol , min / Dmol (3/ max)

1/4

3 = 3V/q + 2

Characteristic value:

= Min (2 , 3 )

34

The mathematical description of the macroscale

transport of substances in tanks with two and

more identical agitators placed at a considerable

distance from each other (at not less than 0.5

of the agitator diameter) must take into account

the following phenomena :

a) Axial circulation of media around each

agitator, resulting in the formation of cycles

described above;

b) Exchange by eddy diffusivity and circulation

inside each of these zones;

c) Exchange between the zones due to the

agitators’ suction of the media from the two

zones, mixing and pumping of the discharge flow

into the same zones;

d) Exchange between the zones of two

neighboring agitators by eddy diffusivity and

circulation

Page 35: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

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Page 36: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

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Page 37: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Heat Transfer in Tanks

37

Page 38: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

43

41

31

0000

3

0

4

0

00

Pr)(267.0

;)(;5.11;

;1

);(1)(

W

Wt

t

t

CK

VVyV

a

aa

dy

Cq

dTR

WTT

tRdydT

taaCq

38

The mathematical modeling of temperature regimes in mixing

tanks with heat transfer devices is based on common equations

of heat balance which take into account an eventual change in

volume and height of the liquid level in the tank

Page 39: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix Application in Industry

39

Page 40: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

QbD - Example

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Page 41: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

41

Page 42: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

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Page 43: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

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Page 44: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

)1979, CEP, Berty(J.M. Methodology

LABORATORY

(R&D)

PILOT

(Pilot)

Demo – Simulation (Visimix, Dynochem,CFD)

PLANT

(Production)

BENCH SCALE (RC1,Mini Pilot)

LABORATORY

(R&D)

PILOT

(Mini Pilot)

PLANT

(Pilot,Production)

BENCH SCALE (RC1, HEL)

Scale

Down

Final

Disign Build

QbD

44

Page 45: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Equipment and Instrumentation

45

Page 46: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

46

Page 47: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Lab and Prod Calculations

Moshe Bentolila, Roberto Novoa, and Wayne Genck, Michal Hasson, Efrat Manoff, "Computer Aided Process Engineering at Chemagis" , PHARMACEUTICAL ENGINEERING July/August 2011. 30-38

47

Page 48: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Non ideal stirring – non homogeneity • Before performance of scale up experiments VisiMix

simulation was used to check suspension at different Mini Pilot Reactors:

Reactor 7603 7605 7605 7607

Volume, L 10 25 25 50

RPM 500 (Max) 400 500 (Max) 150 (Max)

Main Characteristic

Liquid – Solid Mixing

Solid suspension quality

Complete suspension is questionable.

Partial settling of solid phase may

occur.

Complete suspension is

expected.

Complete suspension is

expected.

Complete suspension is questionable.

Partial settling of solid phase may

occur. Max. degree of non uniformity of solid

distribution

AXIAL, % 22.3 10.3 29.1 132

RADIAL, % 65.7 34.3 76.3 90.8

Not all Mini Pilot reactor are capable of full suspension of The

Solid. 48

Page 49: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Process parameters vs. constraints

Case Target Function Yield EOR [hr] Stirrer [rpm] TEMP [0C]

A

High demand to the product and the

reactor.

Yield →max, EOR≤8

98.1 8 546 26

B

The price of the product equals 10 times

the value of reactor availability.

(10∙yield-EOR)→max

98.4 8.3 623 25

C

High demand of the product with low

availability of reactors. One hour of

available reactor equals 10 times yield.

(1∙yield-10∙EOR)→max

95.2 1.5 483 39

D

High availability of reactors, High cost of

impurity purification.

(10∙yield-10∙IMAM-1∙EOR)→max

98.9 14.4 637 20

Bentolila, M., Kennet, R., “Scale-up Optimization Using Simulation Experiments,” presented at the American Institute of Chemical Engineers (AIChE), Palm Springs California, 11-16 June 2006.

49

Page 50: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Methodology

In the three years since the commencement of this process, their engineers achieved a high level of proficiency in the use of the simulation models in order to analyze the results as a function of the process operational parameters. After three years of working with this integrated plan – they have summarized their knowledge and experiences up to this point, as follows: 1. VisiMix products, when integrated in the validation process (up until they

achieved a stable process and confirmed the production) – helped to reduce the number of lost production batches (each batch valued in millions of dollars) - from 100 to just under 10 batches – (review slide 25)

2. VisiMix program used in conjunction with another simulation tool - as

reported in this presentation - contributed to the improvement of the teamwork style and professionalism. Net results were observed throughout the implementation of the new solution in better project development: EOR (end of reaction) time reductions, projects development time and cost reduction, and in addition - increasing the expertise and qualification level of the professional staff.

The presentation can be review on the Visimix Website in the References - Users Publications page. (Scale up optimization using simulation experiments-Chemagis

presentation)

50

Page 51: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Methodology stable process is achieved a # produced lots needed until

51

Page 52: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix Application

Runaway Reaction Simulation

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Page 53: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Objectives This example shows how to simulate 2nd order exothermal reaction carried out in a stirred batch reactor. • VisiMix performs simulation of exothermal reaction based on the analysis of the equipment and process parameters. • Helps avoid runaway reaction that may take place when the energy generated by the reaction is greater than the energy removed from the reactor.

•The task is to evaluate the suitability of your equipment to the exothermal process described above.

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Page 54: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Problem description: A second order irreversible reaction is carried out in a stirred batch reactor.

This reaction is run according to the stoichiometry

The equation for the reaction rate is:

r = k CA CB

where

r is reaction rate, moles of A/(Lsec);

k is reaction rate constant, L/(molesec);

CA is concentration of reactant A, mole/L;

CB is concentration of reactant B, mole/L.

A + B C

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Page 55: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Problem description:

The reaction rate constant is a function of the system temperature and is given by

k = k0 e -E/RT

where

k0 is Arrhenius constant, L/(molesec);

E is energy of activation, kJ/mole;

R is gas law constant, J/(moleK);

T is absolute temperature, K.

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Page 56: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Geometrical Data Tank

• The reactor is a flat-bottomed tank made of stainless steel AISI 302, with a flat cover.

• Tank diameter is 2 m, and tank height is 2.95 m. The volume of media inside the reactor is 7.6 m3.

• Tank wall thickness is 8 mm, there is no fouling.

• The tank has no baffles,

Impeller

• 3-stage Lightnin A310.

• Tip diameter is 900 mm, distance between the stages is 500 mm, distance from bottom is 300 mm, RPM number is 120, and the motor power is 3000 W.

Jacket

• The reactor is insulated on top and bottom, and its cylindrical section is partly jacketed.

• The jacket is of a conventional type, extending from the bottom of the reactor to 0.15 m from the top.

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Page 57: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Chemical and Operational Data Chemical data and conditions

• The initial temperature inside the reactor is 20C.

• Reactants A and B have the same initial concentration of 5 g-mole/L.

• The maximum allowable temperature of the reactor is equal to the media vapor saturation temperature (143C). The corresponding maximum working pressure of the reactor is 4 bar.

• Heat effect of reaction is 90 kJ / mole, energy of activation is 125.5 kJ / mole and Arrhenius constant is

1E+17 l /(molesec).

Process

The actual process is performed in two stages: 1.- initial heating which starts the reaction, 2.- subsequent cooling required for removing excessive heat. •The heating is with steam at atmospheric pressure supplied into the jacket, and the cooling is with ordinary water circulated through the jacket •The average temperature of the cooling water is 20C, and its flow rate is 40 m3/h, which corresponds to the in-jacket water velocity of about 0.035m/s. •The properties of the reacting mixture are identical to those of ordinary service water.

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Page 58: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Solution Stages • To evaluate the suitability of the equipment, it is

recommended first to check a number of important general parameters, such as Mixing power, Vortex parameters and Macromixing time.

• Then progressing to simulate the reaction to determine the process time before the start of a runaway regime, and make sure that efficient mixing is achieved.

• Then proceeding to analyze the cooling stage, and check whether the process safety is ensured.

• It is convenient to create a separate project for each of the two process stages: heating and cooling.

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Page 59: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Results • The runaway regime is approached almost at the

end of the reaction, when the reactant concentration is dramatically falling down, in about 6 minutes from the start of the process.

• This time is more than twenty times higher than the Macromixing time (30.4 sec). This corresponds to the basic requirement for the efficient mixing, and your reactor, therefore, may be considered as well stirred.

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Page 60: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

• It is recommended to start the cooling before your process approaches the runaway regime, i.e. about 6 minutes from the start of the process.

• At this moment the steam supply stops, the cooling water fills the jacket, and the second (cooling) stage starts.

• The results of the heating stage will thus serve as the initial data for the cooling stage of the simulation.

• Therefore, you should note the values of temperature and reactant concentration corresponding to 6 minutes from the start of the process. The desired values are 40C and 4.75 mole/liter (for both reactants).

Cooling

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Page 61: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Results

• These results show that this scenario, ensuring greater process safety, is at the same time capable of completing the reaction. The duration of the cooling stage is now about 5 minutes, and the total reaction time is about 10 minutes.

• You have thus confirmed the suitability of your equipment to your exothermal process, and found an optimal process regime.

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Page 62: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Conclusion

• Heat Transfer in stirred vessels is a function of hydrodynamic of the system.

• Energy of dissipation is an important parameter for Process safety evaluation.

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Page 63: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

High Shear Rate at Chemical Fast Reactions

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Page 64: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Process and Quality Problem

Process R-6826

Feed R-Cl R-NH2 + R’-Cl t-D-R-R’

Impurity

t-L-R-R’

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Page 65: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Impurity results at laboratory and in production

System volume Impeller type RPM impurity]%[

Laboratory reactor 0.63 lit

rotor stator 15,000 rpm 0%

3-blade

1,500 rpm 0.3%

800 rpm 0.6%

100 rpm 1.5%

Production

R-6826 2,978 lit

bottom – flat blade

up - turbofoil 140 rpm 0.3% - 0.6%

Correlation between shear rates and

the impurity concentration 65

Page 66: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

R’- Cl (liquid)

R- NH2

Working with Rotor Stator at Laboratory Scale

Problem

How to scale up ?

Potential Saving :

MORE than 250 K$

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Page 67: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Rotor Stator Technology

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Page 68: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Calculating shear forces with VisiMix

The required shear rate can not be achieved in the production reactor

Lab impeller Rotor stator R-6826

system Impeller type RPM impurity]%[ Turbulent shear rate

[1/s]

Laboratory reactor

rotor stator 15,000 rpm 0% 780,000

3-blade

1,500 rpm 0.3% 32,900

800 rpm 0.6% 12,900

100 rpm 1.5% 580

R-6826 bottom – flat blade

up - turbofoil 140 rpm 0.3% - 0.6% 15,200

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Page 69: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

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Page 70: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix Products

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Page 71: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix Products

The latest VisiMix products are:

• VisiMix 2K8 Turbulent

• VisiMix 2K8 Laminar

• VisiMix 2K8 Different Impellers

• VisiXcel- Data Base

• Pipe Line

• Rotor Stator Disperser – RSD

NEW!

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Page 72: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix 2K8 Turbulent –

For low-viscosity liquids and multiphase systems. The program

provides process parameters necessary for analysis, scaling-up

and optimization of mixing tanks and reactors with all types of

impellers Calculations of:

Blending

Suspension

Dissolution

Emulsification

Gas dispersion

Heat transfer

Chemical reactions

Mechanical stability of shafts

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Page 73: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix 2K8 Laminar –

for highly viscous media

• pastes

• creams

• shampoos

• liquid soaps

• gels

• ointments

• paints:

• coatings

• slurries

• polymer solutions

Newtonian and non-Newtonian

Macro-scale blending

Micromixing in high-shear areas

Heat transfer

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Page 74: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix 2K8 Different Impellers

for combined mixing devices

The program handles mixing devices consisting of any 2 – 5

impellers.

Different distances between impellers

Used in combination with VisiMix Turbulent.

Provides parameters of hydrodynamics, turbulence and heat

transfer.

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Page 75: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix VisiXcel – Data Base (DB)

– automatic conversion tool: Visimix Output to Excel Spreadsheet

•Integrates VisiMix report parameters in standard Excel worksheets

•Analysis VisiMix results in Excel

•Builds a Database of mixing tanks and reactors.

•Builds a Database of projects - for processes

•Makes correlation between plant equipment nomenclature to VisiMix

database of mixing tanks and reactors in VisiMix Project Database.

•Easy access to design data of the mixing tanks, to process

parameters and to corresponding results of VisiMix modelling.

•Results of VisiMix mathematical modelling in the VisiMix VisiXcel-DB

and arrange the data according to the reactor nomenclature.

• Easy access to recalculation of the VisiMix modelling from the

Database of the reactors & the projects

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Page 76: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix Pipe-Line

• Calculates hydraulic resistance of simple pipelines for liquid

viscosity and non-Newtonian products.

• Chemical engineers benefit from a quick and user friendly method

for charging times and the bottle-necks in the line.

• Includes : - Pipes - Riffled hoses – Elbows – Valves - And more

• Also comes with a database containing rheological constants for

the typical commercial non-Newtonian products - pastes, creams,

shampoos, paints, etc. (see Help Section for details)

• The first and only tool calculating flow resistance for liquids that

correspond to Carreau rheological model. (See Help Section for

details)

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Page 77: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix RSD (Rotor Stator Disperser)

The revolutionary new VisiMix RSD - Rotor Stator Disperser software is the first product of its kind that provides support for mixing devices for media subjected to high sheer stress: Based on 3 years dedicated research in a lab with dedicated equipment Works with all types of media - both high and low viscosity liquids, Newtonian and Non-Newtonian. Input geometrical data and process parameters and obtain fast and reliable results with one click VisiMix RSD enables you to quickly calculate · Shear rates and stresses in internal spaces · Pumping capacities · Power consumption and torque

NEW!

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Page 78: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

VisiMix Orientation

The VisiMix Demonstration Tools:

VisiMix Demonstration Tools

VisiMix Turbulent – Examples & User Guide

VisiMix Laminar - Examples & User Guide

VisiMix Different Impellers – Examples & User Guide

VisiMix RSD– Examples & User Guide

VisiMix Turbulent SV – Trial & Education

VisiMix Review of Mathematical Models

Selected Verification Examples

The Comparison between Published Experimental Data and

VisiMix Calculations

http://www.visimix.com

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Page 79: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Conclusion Using VisiMix Products support you can

understand better your processes

Reduce dramatically your Scaling up processes and Scaling down

Save a huge amount of Time & Money ($1,000,000 +)

The VisiMix Products are friendly and easy to use with very quick results.

The VisiMix results are based on a systematic and seriously experimental checking – and found very reliable.

VisiMix Projects Parameters and Data Base allows you to share and transfer the data with colleagues in the company.

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Page 80: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

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If You Are Interested In Learning More

• India:

– Please call Dinesh Malviya at +91 9321024445

– e-mail Dinesh at [email protected]

• Mexico:

– Please call Ing. Vicente Cortes at +52 5555273838

– e-mail Ing. Cortez at [email protected]

• Colombia

― Please call Leonardo Rodriguez +57 315 305 950

― e-mail [email protected]

Page 81: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

If You Are Interested In Learning More

• VisiMix

– Spain and South America

• Aura Portman +972 547449423

• e-mail [email protected]

– Rest of the World

• Marcie Forrest +972-2-587-0123

• e-mail [email protected]

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Page 82: VisiMix Simulation Model and Main Applications Simulation Model and Main Applications. Moshe Bentolila ... 17. Pfizer, USA&UK&Gr. ... LG Chem. , ABS Division (S. Korea)

Thank you for your attention

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