BENCHMARK SIMULATION MODEL IN SIMULINK

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  • BENCHMARK SIMULATION MODEL IN BENCHMARK SIMULATION MODEL IN SIMULINKSIMULINK

    MichaMicha BartyBarty, , Salvador Salvador de las de las HerasHeras

    DAMADICS DAMADICS Workshop Workshop ROBUST METHODS IN FAULTROBUST METHODS IN FAULT

    DIAGNOSISDIAGNOSISHULLHULL

    January 25, 200January 25, 20022

    What was done?What was done? What model?What model? Positioner modelPositioner model Pneumatic chamberPneumatic chamber ValveValve End remarksEnd remarks

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • What was done?What was done?Concise progress report between September and December 2001Concise progress report between September and December 2001

    Improving friction model with stick slip effect Tuning control valve model flow coefficient function Setting structure of handles for DAMADICS BENCHMARK ACTUATOR

    LIBRARY Preparing draft proposal of DAMADICS BENCHMARK ACTUATOR

    LIBRARY principles and structure

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • What What modelmodel??

    Model of actuator consisting of: positioner, pneumatic motorand control valve

    Model based on physical phenomena description Created with many simplifications For better use, model general structure reflects hardware of actuator i.e.

    consists of : Positioner, Pneumatic Servomotor and Control Valve submodels

    Model does not contain: plant, installation and controller modeles Integrated with DAMADICS BENCHMARK ACTUATOR LIBRARY as a

    core of Actuator (Act) block Suitable for first phase of testing FDI algorithms prior to testing using

    process data and pilot industrial implementation Upgraded model version introduced in Lisbon Vacation School

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • What isWhat is to be to be simulatedsimulated ??(An assembly of(An assembly of positionerpositioner, pneumatic servomotor and control valve), pneumatic servomotor and control valve)

    Actuator structure

    Actuator assembly and installation

    F

    P2P1

    x

    CV Positioner

    X

    V1 V3V

    V2

    ps

    F

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

    Actuator model

  • Actuator Actuator

    Actuator general block diagram

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

    Vector of faults f is used in DAMADICS BENCHMARK ACTUATOR LIBRARYVector f entries are not further shown in this presentation with some exceptions

    Actuator

    CV

    FP1

    P2XT

    f

  • Actuator model (3 constituents)Actuator model (3 constituents)Model was tuned for simulation of power station boiler

    Positioner Pneumaticservomotor

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • Is model tuning possible from real dataIs model tuning possible from real data??KvKv function reconstructionfunction reconstruction

    Estimating Kv value of valve from actuator 3.

    Kv va lue (31 Octobe r 2001)Ste a m boile r a ctua tor 3

    020406080

    100120140160

    0 20 40 60 80 100

    Valv e c lo s ing rate

    Kv

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

    The valve plug travel range of the of control valve may not be sufficiently enough for proper Kvfunction reconstruction.

    Extrapolation technique may be used for example for Kv approximation

  • ActuatorActuator modelmodelPower station boiler water supply simulation (results)

    Flow F

    Valve travel X

    Set point value

    time [s]

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • Positioner Positioner Input filter structure and properties

    Rejection of mains disturbances(immunity against EMI)

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • Positioner Positioner Proportional controller

    Classical solutionBooster drives electro-pneumatic transducer

    SP

    CV

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • Positioner Positioner Electro-pneumatic transducer

    Significant non-linearity and asymmetry

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • Positioner Positioner Feedback path

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • Pneumatic diaphragm servoPneumatic diaphragm servo--motor motor ((Basic Basic equationsequations))

    Servomotor hysteresis friction effect

    rod down travel direction

    ps

    ks

    Ae kd

    Fn

    xd

    ks - spring constant kd - diaphragm constant Ae - effective diaphragm area ps - air pressure in chamber Fn - normal packing force Fp - active force Fg - gravity forceFs - spring compression force Fd - diaphragm compression force Ffv - viscosity friction forceFfC - Coulomb friction forceFvc- vena-contracta forceFdA- dAlembert forcex - rod displacementxo - initial spring compression strokem - mass of rod, valve, diaphragm

    01

    ==

    n

    iiF

    gvcfdspd FFFFFF ++=

    gvcfdspu FFFFFF +++=

    fpdpu FFF 2=

    Fp Fd

    Fs

    FfFvcFg

    Fg

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • Pneumatic Pneumatic chamber chamber modelmodelBasic Basic equationsequations

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

    m V V = +D DD

    The classical polytropic relationship nnpp

    2

    2

    1

    1

    =

    p pn

    =

    D

    D

    ( )1p m VnpV

    =

    0 0

    1 tp m VdtRTV

    =

    Continuity law

    From (1) and (2)

    Assumming isothermal evolution and n=1

    (1)

    (4)

    (2)

    (3)

  • Pneumatic Pneumatic chamber chamber modelmodelSimulationSimulation modelmodel

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • Pneumatic diaphragm servomotor Pneumatic diaphragm servomotor model model

    Force balance equation

    01

    ==

    n

    iiF

    m

    Fg

    Fp

    Fs Fd

    x

    FfvFfC

    Fvc

    FdA

    FN

    ),,,,2,1,(

    )sgn()()(

    0

    0

    KvFPPxfFxmFxkF

    FxFxxkFxxkF

    ApF

    vc

    dA

    vfv

    fNfC

    dd

    ss

    esp

    =

    =

    =

    =

    +=

    +=

    =

    CC

    C

    C

    esdsvcdsNv ApmgxkkxFxkkFxsignxkxm =+++++++ 0)()()()( CCCC

    ds kk >>

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • Pneumatic diaphragm servoPneumatic diaphragm servo--motor motor (simulation(simulation modelmodel))

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • Pneumatic diaphragm servoPneumatic diaphragm servo--motor motor ((Model Model of stickof stick--slip effectslip effect))

    Hysteresis = 20%Hysteresis = 10%

    1Ff

    S witch

    200

    Friction

    |u |

    Abs

    2

    Fe xt

    1v

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • VVaporapor pressure pressure lawlaw

    bTapv +=log

    Water vapor pressure versus temperatureWater vapor pressure versus temperatureApproximation of water vapor pressure Approximation of water vapor pressure --

    temperature temperature functionfunction

    pv[kPa]

    T[C]100kPa

    WaterWater

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS ProjectDevelopment and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • rc critical pressure ratiofor water(pressure in [MPa])

    Km curve for typicalhigh recovery valve

    CChokedhoked flow flow

    When the fluid pressure in the cross sectional area of flow stream drops below the vapor pressure, the Bernoullis law is no more valid. The choked flow occurs. Flow is no more dependent on pressure drop.

    pKQ v

    =

    all

    vpKQ =

    Bernoullis flow law

    Choked flow

    )( 1 vcmall prPKp =

    where:

    Km - valve recovery coefficientrc - critical pressure ratio of the fluidpv - vapour pressure of the liquid

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • CChokedhoked flow flow simulations simulations modelmodel

    P[MPa]

    Choked flow

    Q[m3/h]

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • VVena contractaena contracta pressure pressure estimationestimation

    Q[m3/h]

    X[%]

    X[%]

    Pvc[MPa]

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • Control valve Control valve simulation simulation modelmodel

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project

  • End remarksEnd remarks

    Presented Simulink actuator simulation model may be used for FDIrequirements, however for common use should be provided with appropriate user friendly interface

    To fulfill this requirement the DAMADICS BENCHMARK ACTUATOR LIBRARY draft proposal was developed

    The model is based on physical laws that are are more convenient forfault simulation effects compared to abstractive ones

    The model may be used in free phase of FDI methods verification and development

    Development and Application of Methods for Actuator Diagnosis in Industrial Control Systems, FP5 DAMADICS Project