m5 log upscaling

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    Module 5

    Property Modeling

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    Petrel Workflow Tools

    3D Grid

    Construction

    Structural Gridding

    Stratigraphic

    Modeling

    Pillar Gridding

    Well Log

    Upscale

    Facies &

    Petrophysical

    Modeling

    Make contacts &

    Volume Calculation

    IntrotoPetrel

    Interface

    Workflow

    Editor

    Property Modeling

    Make HorizonsZones & Layering

    3D Grid Construction: Structural Modeling

    Studio

    3D Grid

    Construction

    Structural

    Framework

    Fault Modeling

    Introduction Surfaces and

    Data edit

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    Upscaling of Well Logs

    Objectives

    Gain an understanding of the concept and process

    Understand and use discrete logs Averaging methods Facies weighting.

    Understand and use continuous logs Averaging methods Biasing to a discrete log.

    Look at different Scale-up settings

    Treat log as lines or points Method of which penetrated cells to use.

    QC of upscaled logs: Using well section window.

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    Overview

    Cells exist along the well path.

    Values assigned to cells based on

    well log values along the well path.

    Upscaled logs used to fill in the 3D grid.

    The Scale-up well logs process averages the values to the cells in the 3D grid

    that are penetrated by the wells. Each cell gets one value per upscaled log.

    These cells are later used as a starting point for Property modeling.

    Note: An upscaled property will have a [U]following its name in the Propertyfolder in the Modelspane.

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    Scale-Up Well Logs

    Note: Upscaled logs will be part of the 3D property at the well

    positions. The Property modeling processes will NOT overwrite

    upscaled cell values!

    1. Create a new property.

    3. Choose a logfrom the drop-down list (captured

    from Inputpane > Global well logsfolder)

    4. Set the best scale-up Settings, depending on

    the type of log (continuous or discrete).

    2. Select Input from Well logs.

    5. Click Applyor OK.

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    Commonly used Averaging Methods

    Averaging

    method

    Description

    Most of Used together with discrete logs, it selects the discrete value that is most represented in

    the log for each particular cell.

    Arithmetic mean Typically used for additive properties, such as porosity, saturation, and net/gross.

    Harmonic mean Gives the effective vertical permeability if the reservoir is layered with constant

    permeability in each layer. It works well with lognormal distributions and is sensitive to

    lower values.

    Geometric mean Normally a good estimate for permeability if it has no spatial correlation and is lognormally

    distributed. It is sensitive to lower values.

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    Averaging Discrete Logs

    Discrete logs, such as facies, have only

    integer values (0,1,2, etc.).

    2. The Average method is normally Most of, whichuses the value most represented in the cell.

    3. In some situations, it may be necessary

    to use the Weighting option. Click Use

    weightingand fill in the Weighted tab.

    1. Choose an input from a Facies well log to create a

    new property.

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    Averaging Continuous Logs

    Continuous logs, such as porosity, have realnumber values (decimals).

    4. Specify that there should be a Minimum number of

    well log samples in a cell for it to be included in the

    upscaling.

    2. Set the Average method (here Arithmetic for porosity).

    3. It is possible to bias to an already upscaled facies log.

    1. Choose an input from a continuous Well log to create

    a new property (here, porosity).

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    Biasing to a Discrete Log

    Raw porosityUpscaled facies Upscaled porosityRaw facies

    Sand

    Shale

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    Settings: Treat Log as Lines or Points

    Treat log Description

    As points All sample values within each cell are used for averaging.

    As Lines If the midpoint of a line between two sample points is inside a cell the point outside the cell

    will be used in the calculation.

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    Settings: Method of Which Penetrated Cells to Use

    Method Description

    Simple All cells penetrated by the well

    trajectory are included.

    Through cell The well trajectory must penetrate two

    opposite cell walls.

    Neighbor cell All penetrated cells are used but cellsin the same cell layer are averaged.

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    Quality Checking Upscaled Logs

    When upscaling is done, it is a good practice

    to QC the upscaled cells with the original log

    in a Well section window.

    1. Click the Show result in well sectionbutton in

    the Scale up well logs dialog.

    2. Display the upscaled log in the same track.Right-click on the upscaled log (Modelspane>

    Propertiesfolder) and click Add to template in

    the existing raw log track.

    Alternatively, set up a Well section display on

    your own. Choose raw logs (Global well logs

    folder > Inputpane), right-click, and select Add

    to template in a new track.

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    Averaged values for

    each cell in the model

    on top of the original

    log

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    EXERCISE

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    Upscaling of Well Logs: QC of Upscaled Logs

    Synthetic logs resemble the properties (Upscaled logs) but are stored as physicallogs under Global Well Logs.

    1. Click the Make logstab of settings for Wells.

    2. Choose the property from which the log will be made.

    3. Click the Make logs button. The log is stored in the Global

    Well Logs folder and can be toggled on from there.

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    Averaging Methods for Discrete Logs

    Averaging method Description

    Most of Will select the discrete value which is most represented in the log for each particular cell

    Median Will sort the input values and select the center value.

    Minimun/Maximum Samples the min/max value of the well log for the cell.

    Mid Point Pick Will pick the log value where the well is halfway through the cell.

    Random Pick Picks a log point at random from anywhere within the cell.

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    Averaging Methods for Continuous Logs

    Averaging method Description

    Arithmetic mean Typically used for additive properties such as porosity, saturation, and net/gross.

    Harmonic mean Gives the effective vertical permeability if the reservoir is layered with constant

    permeability in each layer. It works well with log normal distributions. It is sensitive to

    lower values.

    Geometric mean Normally a good estimate for permeability if it has no spatial correlation and the is lognormally distributed. It is sensitive to lower values.

    Median Sorts the input values and select the center value.

    RMS (Root Mean

    Squared)

    Provides a strong bias towards high values.

    Minimun/Maximum Samples the min/max value of the well log for the cell.

    Mid Point Pick Picks the log value where the well is halfway through the cell.

    Random Pick Picks a log point at random from anywhere within the cell.