Adv PropPop

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    Basic Property Population

    What is Property Population?WorkflowsSteps

    Set-upInputLumpingAlgorithmsSearch RangePartial Population

    Exercise

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    Property Population

    What is it?Mechanisms use to istri!ute petrophysicalproperties in a corner point gri

    Why o we nee to o it?Spacial istri!ution " #eterogeneity$etermine uncertainty of mo elIntegrate ifferent ata sources

    Why so many ifferent metho s an algorithms?Answer epen ent$ata epen ent

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    %ypical Re&uirements

    'orner Point (riLithotype ata

    )*amples+ Lithology log, 'LA. log, Porosity log withcutoffs to efine reser/oir0non reser/oir

    Petrophysical ata Porosity, critical water saturation, intrinsic permea!ility1 eri/e log2, etc

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    Property Population Workflows

    Workflow to populate entire gri +Populate on a 3nit per 3nit !asisIn each unit, first istri!ute lithotypes

    4lu/ial5!6ect Simulation, Se&uential In icator Simulation

    7e*t, focus on the istri!ution of petrophysical ata on alithotype per lithotype !asis

    Many stochastic " eterministic algorithms a/aila!le

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    Property Population Workflows

    Workflow for partial population of properties+Mo ify e*isting properties with new information3se a ifferent algorithm

    'opy the property gri you wish to mo ifyI entify the area you wish to populate in 1e*amples+ particularfault !lock, k layer, !oun ary " 5I in the 8$ /iewer2

    Populate petrophysical ata in the esire area Set output mask to in icate the area in/estigate a!o/e

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    Property Population Steps

    Definename &

    property tobe gridded

    Define datato be used Lump data

    Definealgorithm to

    be used

    Define ifoutput is tobe partial

    population

    Modifysearch

    range (ifnecessary)

    6

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    Set-up Property Population Run

    9Population Parameter Set: allows for !atch processing

    $efine each population process, run in !atch

    'an populate in more than ; 3nit at a timeProperty (ri s automatically inherit characteristics of theproperty type they are set as, ie Lithotype will !e an integer

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    Input $ata

    Primary Input is the ata populateSecon ary ata is use to gui e the population

    $epen s upon algorithm chosen$ata sources+

    Logs, 8$ Property (ri s, Maps, Scatter Set, Seismic 'u!e

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    #istogram %ool for $ata Analysis

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    Borehole Intersections

    Since cell corner points onot fall on the well location, well logs may nee to !eshifte to match the gri

    Steep slopes " largecells will cause largeshiftsBoth top " !ottomsurface intersectionsmay nee shifts of

    ifferent amounts'an !e /iewe " compareto original log with the Well'orrelation 'an/as

    Cell Corner Points

    op of porosity! "ant thisportion ta#en intoaccount "henpopulating

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    Lumping

    Input ata can ha/e many /alues per gri cellLumping prepares the input ata for population !y9a/eraging: to one /alue per gri cellLumpe logs can !e /iewe in the Well 'orrelation 'an/as

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    $eterministic Algorithms

    $eterministic+ cell /alues are calculate using a function$istance to 7earest 7eigh!or, 'onstant Assignment,7earest 7eigh!or, In/erse $istance5r inary

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    Stochastic Algorithms

    Stochastic+ cell /alues are calculate using a function,howe/er, once calculate , a cell /alue may !e consi ere9har ata: thus ha/e an effect on the /alues o!taine innear!y cells= %he or er that cells are sol/e is ran om=

    Se&uential (aussian Simulation, Se&uential (aussian'osimulationSe&uential In icator Simulation, %runcate (aussianSimulation, 4lu/ial 5!6ect Simulation

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    ariogram %ool

    A /ariogram is arepresentation of thepre icta!ility of theinput parameter in >. "

    $eri/e an e*perimental/ariogram irectly frominput ata Sa/e a /ariogram anreuse it

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    Search Range

    %he search range is algorithm " /ariogram epen ent4lo(ri automatically sets the range3ser can mo ify if necessary

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    Partial Population Set-up

    95utput Mask: gui es which cells information is populate into'urrent or %emplate Property (ri

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    )*ercise @ Property Population

    $ata+ clou spin !y mapsSet-up PopulationLoa Primary $ata Lump Primary $ata 'hoose Se&uential (aussian Algorithm'hoose Partial Population to San s in 'LA. Property (ri

    'reate Multiple Reali ations of Porosity$isplay " Replace 7ull alue 'ells'reate Permea!ility using 'orrelations

    $

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    )n of Mo ule

    Master Presenta

    tion

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