modelling and simulation in chemical engineering-rodrigues_e14.pdf

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Modelling and Simulation in Chemical Engineering: Tools for Process Innovation Alírio E. Rodrigues | LSRE | DEQ | FEUP ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004 Modelling and Simulation in Chemical Engineering: Tools for Process Innovation A. E. Rodrigues ESCAPE-14 May 16-19, 2004 Fundação Calouste Gulbenkian Lisbon, Portugal

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  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    A. E. Rodrigues

    ESCAPE-14May 16-19, 2004

    Fundao Calouste GulbenkianLisbon, Portugal

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    OUTLINEINTRODUCTIONTHE ART OF MODELLINGMODELS OF 10$, 100$ and 1000$PROCESS SIMULATIONPERFUSION CHROMATOGRAPHYSIMULATED MOVING BED (SMB)HYBRID PROCESS-SMB REACTOR

    CONCLUSIONS

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    BSL

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Ingredients for Process Innovation

    Science Technology

    Process

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Increaseddiffusivity byconvection

    Adsorbents (Materials)

    Perfusion chromatography

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    SMB conceptModellingSimulation

    Adsorbent(Materials)

    Technology(rotary valve)

    Sorbex processes (UOP)

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    ChE MethodologyLe Goff (1970)

    Conservation equations (mass, energy, momentum, electric charge)

    Equilibrium laws at the interface (s)Constitutive laws (e.g., ideal gas law)Kinetic laws of transport and reactionInitial and boundary conditionsOptimisation criterion

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Surface diffusion

    Pore diffusion External film diffusion

    Axial dispersion (bulk)

    Surface diffusion

    Pore diffusion External film diffusion

    Axial dispersion (bulk)

    THE ART OF MODELLING

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Scaling and dimensionless groups

    constant time reactionconstant time diffusion

    rate diffusionrate reactionDa

    Dkc

    IIe

    niS ====

    2

    12 l

    022

    = niie kcdz

    cdD

    iSi

    i

    cczdzdcz

    ====

    ,

    0,0

    l

    01

    22

    2=

    n

    ie

    niSi f

    Dkc

    dx

    fd l

    lzx =

    iS

    ii c

    cf =

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Averaging

    LDF

    cicis

    qis qis

    qi(R)

    =Rq

    RRR

    Dt

    q ih

    i

    2

    21

    )(,

    0,0

    iiSp

    i

    cfqRRRq

    R

    ====

    ) )(( ==== iiShiiShp

    iiS

    p

    h

    R

    i

    p

    hi qqkqqR

    DR

    qqRD

    Rq

    RD

    tq

    pp2

    1533

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Choice of variables

    00,

    i

    ii

    i

    ii q

    qq

    cc

    c ==

    i

    ii cK

    cKq

    )1(1

    +=

    01 =++t

    qcq

    tc

    zc

    u iio

    ioiii

    KTKKTK

    ci 1,1

    1

    =

    = 11ztuT i

    m

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    From model results to real life

    eiS

    obsDc

    r 22 l= tanh=

    0.1

    1

    0.1 1 10i

    1

    1/0

    1

    0.01 0.1 1 10 100

    2

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Obtaining useful relations between dependent variables

    )()(

    iiSe

    es cc

    HDTT =

    0)(22

    = iie cTkdz

    cdD

    0)()(22

    =+ ie cTkHdz

    Td

    0,0 ===dzdT

    dzdc

    z i

    siSi TTccz === ;,l

    cisci(R)

    cis

    TsT(R)

    Ts

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    +=++

    =

    +

    ==

    +=+

    2

    2

    2

    2

    2

    2

    2

    2

    2

    2

    2

    2

    )()(

    ;

    )()(

    yC

    xCD

    yuC

    xuC

    tC

    yx

    xv

    yu

    yxyv

    xu

    MODELS OF 10$, 100$ AND 1000$

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    10$ models:Equilibrium theory for adsorption columns

    0)1(0 =++ tq

    tc

    zc

    u iii

    )(* iii cfqq ==

    i

    i

    ish

    cq

    uu

    +

    =

    11)(11 ' ii

    cc

    cf

    utzu

    ii

    +

    =

    =

    dispersive front compressive front

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    100$ models:Diffusion, convection and reaction in isothermal catalysts

    reaction A B in slab catalysts

    042 22

    2= f

    dxdf

    dxfd

    Sm

    eS D

    kl=

    em D

    v l0=

    Thiele modulus

    intraparticlePeclet number

    )( 12

    )12(1

    )12(2 21

    =

    sh

    esheshfxx

    24 22

    2,1Smm +=

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    21

    21cothcoth

    /1/1

    =dc

    S

    Sd

    tanh=

    0=mwhen convection is not important

    eS D

    kl=

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    1000$ models:Computational Fluid Dynamics (CFD)

    L

    H

    ux (y) 0.2 H

    0.7 H

    0.1 H

    y

    x

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    PROCESS SIMULATION

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Increased diffusivity by convection

    Adsorbents (Materials)

    Perfusion chromatography

    Increased diffusivity by convection

    Adsorbents (Materials)

    Perfusion chromatography

    Perfusion Chromatography

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Perfusion Chromatography

    Old resin producer: Rohm & Haas2003 -criou Advanced Biosciences

    Amberchrom chromatographic media, Amberlite XAD (biopharmaceuticals), Ambersynth CTC resin

    New : PerSeptive Biosystems(1990)

    Now Applied Biosystems

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Chromatography Pioneers

    V

    A

    R

    1

    e

    f

    d

    ba

    c

    M. Tswett D. T. Day

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Factors governing the behaviour of an adsorptive process

    IntraParticle Convection

    IntraParticle Diffusion

    Film Mass Transfer

    Hydrodynamics (RTD)

    Equilibrium Data

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Concept behind Perfusion chromatography

    )(1~fDD ee =

    1

    10

    100

    1 10 100

    De

    De~

    1/f( )

    Enhancement factor for diffusivity due to convection, 1/f()

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    HETP= A + B/u + Cu

    uCfuBAHETP )(++=

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    How to decrease intraparticle mass transfer resistance?

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Porous materials

    POROSHELL (Agilent Technologies)POROS packing Silica Monolith

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    SMB conceptModellingSimulation

    Adsorbent(Materials)

    Technology(rotary valve)

    Sorbex processes (UOP)

    SMB conceptModellingSimulation

    Adsorbent(Materials)

    Technology(rotary valve)

    Sorbex processes (UOP)

    SimulatedSimulated MovingMoving BedBed

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Simulated Moving Bed - (SMB)

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    SMB Technology

    Old : UOP(1961)Sorbex Processes: PAREX, SAREX, MOLEX

    New : NovasepFirst SMB in pharmaceutical industry

    (UCB Pharma, 1999)

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Old and New

    ParexProductivity 120 Kg/m3 hAdsorbent capacity 200 Kg/m3

    Chiral separationsProductivity 1-10 Kg/m3 hAdsorbent capacity 10 Kg/m3

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    UOP Parex

    AC=adsorbent chamber; RV=rotary valve; EC=extract column; RC=raffinate column.Lines: 2-desorbent; 5-extract; 9-feed; 12-raffinate.

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    NOVASEP-chiral separation

    The largest unit in operation for chiral separations has only 6 columns (Blehault et al., AIChE Meeting, Chicago, March 2001).

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    SMB unit at

    Licosep 12-26 (Novasep)

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    TMB concept

    Desorbent(D)

    Feed (A+B)

    Extract(A+D)

    Raffinate (B +D)

    A B

    liquid circulation

    Zone 1 Zone 2 Zone 3 Zone 4

    solid circulation

    A A B

    B

    regeneration of the adsorbent

    regeneration of the desorbent

    desorption of B adsorption of A

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    SMB concept

    Desorbent (D) Extract (A+D)

    Feed (A+B) Raffinate (B+D)

    Port switching direction

    Desorbent (D)

    Raffinate (B+D)

    Extract (A+D)

    Feed (A+B)

    Zone 1

    Zone 3

    Z

    o

    n

    e

    4

    Zone 2B more strong adsorbedA more strong adsorbed

    Extract (A+D)Desorbent (D)

    Feed (A+B)Raffinate(B+D)

    Desorbent (D)

    Extract (A+D)

    Feed (A+B)

    Raffinate(B+D)

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    SMB-TMB equivalence

    Solid phase Liquid phase

    SMB 0 jv

    TMB = tLu cs sjj uvv = *

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Concentration profiles in TMB

    EE XX FF RR

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    SMB Cyclic steady state

    00.20.40.60.8

    11.21.41.61.8

    2

    0 50 100 150 200 250

    t ( min)

    c

    (

    g

    /

    l

    )

    0

    0.5

    1

    1.5

    2

    0 1 2 3 4 5 6 7 8

    c

    ,

    g

    /

    l

    E X F R

    0%

    50%

    100%

    B

    0

    0.5

    1

    1.5

    2

    0 1 2 3 4 5 6 7 8

    c

    ,

    g

    /

    l

    E X F R

    0%

    50%

    100%

    A

    0

    0.5

    1

    1.5

    2

    0 1 2 3 4 5 6 7 8

    c

    ,

    g

    /

    l

    E X F RE X F R

    0%

    50%

    100%

    A

    0

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    0 50 100 150 200 250

    t ( min)

    c

    (

    g

    /

    l

    )

    A

    B

    EXTRACT

    A

    B

    RAFFINATE

  • Modelling and Simulation in Chemical Engineering: Tools for Process Innovation

    Alrio E. Rodrigues | LSRE | DEQ | FEUP

    ESCAPE-14 Lisbon, Portugal 17 | MAY | 2004

    Design of SMBSeparation constraints - equivalent TMB

    1>IAS

    IAIqQcQ

    1>IIBS

    IIBIIqQcQ

    1