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    1

    Chapter V

    Black box growth

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    Growth without non-catabolic product

    Single substrate limited growth

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    3

    Hyperbolic kinetic equation for specific

    substrate uptake rate (qS)

    -qS

    0.5 qSmax

    qSmax

    0 KS CS

    SS

    S

    SS CK

    Cqq

    max)(

    KS: substrate affinity [kg substrate/m3]

    qSmax: maximal uptake rate [kg S consumed/ kg X present-h]

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    Substrate uptake for maintenance

    Some part of substrate is used for producing energy needed for

    cells maintenance. This part is catabolized with a rate mS.

    Hence, mS= kg substrate catabolized for maintenance / kg

    biomass presenthour.

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    Herbert-Pirt relation for substrate

    )(Y

    )( maxSX

    SS mq

    It means the substrate taken into cells are used for growth and

    maintenance only. Both mSand YSXmaxare model parameters.

    -qS

    0

    (-mS)

    max

    1

    SXY

    Herbert-Pirt linear plot for

    substrate, non-catabolic

    product is absent

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    Combination of the qSequation with Herbert-

    Pirt relation

    maxmaxSq-

    SXSSS

    S YmCK

    C

    CS= 0 , = mSYSXmax= -kd

    CS>>>, = [-qSmax-(mS)]YSX

    max= max

    = 0, (-qS) = (-mS), which occurs at CS= CSmin.

    The specific growth rate equation based on single substrate is

    then:

    SS

    SS

    CK

    CC

    minmax

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    The plot of - CS

    max

    -kd CSmin

    CS

    For mS= 0, (Monod equation)SS

    S

    CK

    C

    max

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    Using Herbert-Pirt relation to calculate other

    rates

    Example:

    The case of aerobic growth on glucose, N-source is ammonia

    SupposeqS= 0.3125 + 0.0015

    Growth reaction:

    -0.3125 C6H12O6+ aNH4++ bO2+ cH

    ++ dH2O +

    C1H1.8O0.5N0.2+ eCO2

    Use the yield and elemental balance to obtain a, b, c, d, e

    The catabolic reaction is: -C6H12O6- 6O2+ 6CO2 + 6H2O

    What are (-qNH4+), (-qO2), qCO2, qH+, qH2O?

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    How to measure the kinetic parameters?

    Obtaining

    max

    and YSXmax

    .Using batch fermentation at constant volume where CS>>

    Hence = max(constant, during the exponential phase)

    qS= qSmax

    (constant),YSX= YSX

    max= (CX-CXo)/(CSo-CS)

    Obtaining KSand mS.

    Using chemostats, is the variable to get -qS. Apply Herbert-

    Pirt relation and plotqSvs. to get YSXmaxand mS.

    PlotqSvs. CSto obtain KSand qSmax.

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    10

    Further reading

    The Herbert-Pirt relation including non catabolic productformation

    Extended Herbert-Pirt relation

    Different qP- functionEffect of temperature and pH.

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    Chapter VI

    Growth and product formation in

    bioreactors

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    Fermentation processes

    substratefermenter

    Downstream

    processing

    wastes

    products

    The upstream processing costs about 2050 %, whereas thedownstream processing costs about 50-80 %

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    The type of reactors and processes

    The reactors systems:

    Aerated stirred tank reactor 0.11000 m3with cooling

    equipment

    Bubble column 0.110,000 m

    3

    with airlift and coolingequipment

    Bioreactors for immobilized cells/biocatalysts (packed bed,

    fluidized bed, trickle bed)

    The types of processes used are batch, continuous, and fedbatch systems. Mostly, batch and fed batch reactors are used in

    industry whereas continuous reactors (chemostats) are used in

    laboratories.

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    Fermenter utilities (contd)

    Air filtration, using membrane / bed filter with dry air about 60

    m3air/m3broth-h.

    Compressor, 2 bar, 150oC.

    Heat removal

    Cooling jacket

    Coil

    With cool water temperature at 10oC and capacity is about

    50,000 kJ/m3reactor-h.

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    Packed bed fermenter

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    What do we want?

    High yield of biomass

    High max

    High temperature tolerant

    Grow on low cost substrate

    High qPat low

    Extra cellular products

    Low viscous biomass

    Generally regarded as safe (GRAS)

    Mineral medium

    Thus, it is important to

    analyze the kinetics of

    growth and product

    formation, designing the

    optimal feed profile, role

    of transport processes,

    maybe use bigger

    reactors.

    Remember!

    qS or completelydetermines the microbial

    behavior. It must be

    controlled at an optimal

    value

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    Batch, continuous, and fed batch processes

    In batch reactor: and qSare at the maximum value and notcontrolled.

    In chemostat: is controlled at optimum

    In fed batch reactor: qSis controlled.

    batch fed

    batchchemostat

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    Constant volume batch reactor

    The steps:1. Add sterile growth medium solution (substrate consist of

    C, N, P source, K+, Mg+, salts, vitamin, trace elements)

    and choose the right T and pH.

    2. Add electron acceptors (O2, NO3-, etc)

    3. Inoculate microorganism at initial time with concentration

    CXo.

    4. Run the fermentation and harvest the broth, proceed to thedownstream processing.

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    Constant volume batch reactor

    What is the plot CSand CXwith time?

    Derive from the mass balance, one can obtain that the growth

    is exponential, the slope of the curve CXvs. time is rX.

    Parameters State

    variables

    reactor operator micro

    organism

    V CS0

    CX0

    qSmax

    maxYSX

    max

    mS

    KS

    CS

    CX

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    Substrate concentration profile

    At constant volume:

    For batch reactor:

    t = 0, CS= Cso ;

    Hence, by putting CS= 0, t end of batch is obtained

    The slope in CSvs. t plot is rS.

    XSSS Cqr

    dt

    dC

    t

    XoSXS

    S eCqCqdt

    dC maxmaxmax

    1)exp(

    max

    max

    max

    tCq

    CC XoS

    SSo

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    Conclusion for the batch reactor

    , YSX, and qSare constant at the maximum values

    Microbial model parameters are determined by combining the

    exponential equation with CSand CXdata versus time.

    , the most important rate, can not be controlled

    Try to sketch the curve CS, CX, , -qS, YSX, rX, -rSversus

    time for batch reactor!

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    Chemostat

    Parameters State

    variables

    reactor operator micro

    organism

    V

    L,out

    CS,in

    L,in

    qSmax

    YSXmaxmS

    KS

    CS

    CX

    Steady state: constant volume, constant in and out flow rates.Constant CSand CX.

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    Steps in operating continuous culture Sterilized reactor is filled with sterile growth medium

    solution containing substrate at CS,in

    Air sparging starts to provide electron acceptor

    Add a small amount of microorganism (inoculum)

    Start the medium in flow (often L,inand L,outare nearly

    equal, not always)

    Wait until steady state is achieved

    The main property of chemostat:

    1. CSand CXare independently manipulated by the user bymanipulating transport (to and from the reactor) of substrate

    and biomass.

    2. Excellent experimental tool to study microbial kinetics,

    stoichiometry, under controlled conditions.

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    Biomass mass balance in chemostat

    Inout + gen = acc

    The is chosen by manipulating exit flow rate

    Hence, all other qi-values are set (stoichiometric coupling)

    Does CSdepend on CS,in? Use (CS) to prove it.

    DV

    VCC

    VrC

    outL

    XoutLX

    XoutLX

    ,

    ,

    ,

    00

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    Critical dilution rate

    The maximal value for D (=) attainable in the chemostat, is

    achieved when the maximal CSin achieved. At critical dilution

    rate, CSCS,in.

    Note: CS,innormally in order 10000 mg/l, CS,minorder 1 mg/l, KS

    order 10 mg/l.

    Wash out

    If D > Dcrit, the cell will be washed out

    Then, sketch the graph CSvs. D.

    max

    ,

    min,,max

    inSS

    SinS

    crit CK

    CCD

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    Substrate mass balance

    outL

    inL

    SS,inS

    SoutSoutLinSinL

    DCCr

    VrCC

    ,

    ,

    ,,,,

    0

    This equation together with Herbert-Pirt relation provide rSand

    (-qS) from measured concentration, flows, and volume.

    What about CX?

    SinSSXS

    SX

    SinS

    S

    SX CCY

    mY

    D

    CCD

    q

    rC

    ,

    max

    ,

    )(

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    The application of chemostat

    1. Kinetic studies, at different = D one can varies qS, CStoobtain YSX

    max, mS, qSmax, KS.

    2. Physiological and genomic micro array study studies of

    microorganisms under defined steady state, I.e. substrate,

    electron acceptor, N-source, type of limitation for growth.

    3. Waste water treatment

    4. Industrial fermentation, which is not widely applied

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    Chemostat optimization

    Normally, the maximal rX

    andrS

    are needed as the economic

    parameter

    Try to find the optimum D where drS/dD and drX/dD = 0.

    Note that rShas a maximum at higher D.

    Chemostat wash out dynamic

    What happen when D is close to Dcrit?

    What happen to CXwhen D = D>Dcrit?

    tDCC

    CDCdt

    dC

    ssXX

    XXX

    'exp

    '

    max,

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    Pro and cons of chemostat

    (+)

    Excellent experimental tool because is defined

    (-)

    Low biomass and product concentration

    Loss of biomass in outflow

    Relatively prone to be contaminated compare to batch or fed

    batch reactors

    Microbial selection for non-producing mutants

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    Fed batch fermentation

    In batch reactor, CS

    and CX

    are high. No transport of S or X and

    no control on .

    In chemostat, CSand CXare low. Transport of S or X and

    control on .

    In fed batch reactor. Substrate transport in, not out. No biomasstransport.

    Why fed batch?

    1. Low CS

    no toxicity / osmotic problem2. High CXhigh CPeasier downstream processing

    3. Control of ?

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    Fed batch fermentation

    Batch phase

    time

    CSO

    CS

    Start feeding

    Feeding phase under substrate

    limited conditions

    CS= 150 mg/l.

    CSO5000

    20000 mg/l

    In substrate limited feeding phase, CS is very low. Thus, one

    can use the pseudo steady state condition for substrate mass

    balance

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    Substrate mass balance in fed batch reactor

    V

    Cr

    VrCdt

    VCd

    inSinSS

    SinSinS

    S

    ,,

    ,, 00

    Hence, in a fed batch reactor the substrate conversion (-rS

    ) is

    controlled by the operator.

    Through controlled rS, is controlled.

    It is obvious that the reactor volume changes with time.

    However, since the change is very small, for simplicity we canassume constant volume, constant density.

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    Rates in fed batch reactor

    We start with an assumption that volume is a variable

    Biomass mass balance

    Pseudo steady state substrate mass balance

    Product mass balance

    X

    X

    XXX

    VCdt

    VCd

    VCVrdt

    VCd

    1

    X

    insins

    X

    SS

    VC

    C

    C

    rq

    ,,

    X

    PP

    XPP

    VCdt

    VCdq

    VCqdt

    VCd

    1

    P ibl b f di i i f d

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    Possible substrate feeding strategies in a fed

    batch fermentation

    1. Substrate input (S,inCS,in) is constant

    2. is maintained at optimum that gives maximal qPor

    maximal YSP.

    3. Substrate input is determined by other known reactorlimitations (oxygen, heat, etc)

    Apply Herbert-Pirt equation and biomass mass balance to

    calculate rXand CX.

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    Biomass mass balance in fed batch reactor

    Assume constant volume (DV

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    Biomass mass balance in fed batch reactor

    XSSXinSinS

    SXX CmY

    V

    CY

    dt

    dC

    max,,max

    The first explains growth, the later is about maintenance.

    InitiallyCXis low in a fed batch reactor. By neglecting

    maintenance:

    CXincreases linearly with time

    Later, CX increases, more and more substrate needed for

    maintenance

    dCX/dt decreases.End, all substrate needed for maintenance, dCX/dt = 0

    constant

    ,,max

    V

    C

    Ydt

    dC inSinS

    SX

    X

    SinSinS

    Xm

    VCC

    /,,max

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    Fed batch reactor with constant feeding rate

    The analytical solution for CX(t) in feeding phase.

    t = time after start feeding

    CXf= biomass concentration at start feeding

    Note:

    For t >>> 0,For t

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    Fed batch reactor with constant feeding rate

    rXdecreases

    sharply decreases

    qSdecreasesCSdecreases slowly

    )(max,,max tCmYVCY

    dtdC

    XSSXinSinS

    SXX

    tC

    trt

    X

    X

    tC

    rtq

    X

    SS-

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    Fed batch reactor with constant optimum

    = opt

    = constant qi, Yijare all constant.

    qSconstant at qSoptCSconstant.

    Biomass concentration increases exponentially

    All rates increases exponentially

    Substrate feeding rate increases exponentially

    tf= time when feeding starts

    XoptXX Crdt

    dC

    tCqtr Xoptii

    ttCVrtC optfinSinSSinSinS exp,,,,