06 Velocity Modeling
06 Velocity Modeling
06 Velocity Modeling
1 User Guide
Contents iii
Paradigm™
Modeling
Velocity
Chapter 3 Creating Grid Properties with Geostatistical Functions ........................... 3-1
3.1 Geostatistics System File Formats................................................................... 3-2
3.1.1 GS File ............................................................................................. 3-2
Variogram and Associated Parameters File Format ..............................3-2
GS File Examples ...............................................................................3-3
3.1.2 Column_Average_Map File ............................................................... 3-4
3.1.3 Scattergram File ............................................................................... 3-4
3.1.4 External_Histogram File .................................................................... 3-5
3.1.5 Facies_Map File ................................................................................ 3-5
3.1.6 Annealing_Schedule File ................................................................... 3-5
3.2 Estimating Grid Properties with Kriging Algorithms ........................................ 3-6
3.2.1 Estimating Properties with Kriging .................................................... 3-6
3.2.2 Estimating Properties with Kriging with Trend .................................... 3-7
3.2.3 Estimating Properties with Kriging with External Drift ........................ 3-9
3.2.4 Estimating Properties with Bayesian Kriging......................................3-10
3.2.5 Estimating Properties with Collocated Cokriging ...............................3-12
3.2.6 Estimating Properties with Indicator Kriging .....................................3-13
3.3 Running Geostatistical Simulations ...............................................................3-16
3.3.1 Running Sequential Gaussian Simulations (SGS) ................................3-16
3.3.2 Running Non-Conditional Sequential Gaussian Simulations ...............3-18
3.3.3 Running Collocated Cokriging Simulations .......................................3-20
3.3.4 Running Sequential Indicator Simulations (SIS)..................................3-22
3.3.5 Running Annealing Simulations .......................................................3-24
3.3.6 Running Cloud Transform Simulations with P-Fields ..........................3-27
3.3.7 Performing Categorical Histogram Corrections .................................3-29
3.3.8 Performing Continuous Histogram Corrections .................................3-30
3.3.9 Filling Grids with Facies Map Data....................................................3-31
Index ..................................................................................................Index-1
Overview There are two types of model objects in Paradigm™ GOCAD ® 2009: the Model3d, which
is the main focus of this chapter, and the Voxet model.
1-1
Paradigm™
Regions
In a model object, a region is a closed space bounded by Surfaces and/or the edges
(boundaries) of the model.
Individual
regions
If there are any regions in the model, their names appear in the Regions area. You can
adjust the attributes associated with each region.
• Visible. Turns the display of all selected regions on and off.
• Region check boxes. When the Visible check box is selected, turns the display of
individual regions on and off.
• Region color. Changes the display color of an individual region.
Voxet models are visualized through their parent Voxets. (Select the Voxet model in the
Attribute Manager, but display the Voxet itself in the 3D Viewer.)
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Layers
A layer is composed of one or more geologically related regions (for example, a layer of
sand faulted into two separate bodies). For information on creating and working with
layers, see "Creating and Working with Layers in a Velocity Model" on page 1-10.
By default, a layer is named after its top bounding surface.This is to follow the geologic
convention of naming a surface Top of Something. For example, the name "Top of
Miocene" implies that the layer below the Top of Miocene surface is the Miocene layer.
Tip If you think that there If there are any layers in the model, their names appear in the lower half of the Layers
are layers in your model but area. You can adjust the attributes associated with each layer.
they do not appear in the
Layers area, there may be • Visible. Turns the display of all selected layers on and off.
leaks in your model (a layer
needs to be completely • Layer check boxes. When the Visible check box is selected, turns the display of
bounded by Surfaces and/or individual layers on and off.
model boundaries).
• Layer color. Changes the display color of an individual layer.
Voxet Models are visualized through their parent Voxets. (Select the Voxet Model in the
Attribute Manager, but display the Voxet itself in the 3D Viewer.)
1. You can choose whether to incorporate the Build function into your changes,
prompting the program to recompute and update the model immediately. If
you forego an automatic build to save computation time, changes will not
take effect until you run the Build function as a separate step.
2. The Build function does not take into account any changes to the input
Surfaces themselves.
3. The Rebuild function is most useful when there have been changes to the
input Surfaces, and you want to re-cut them.
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To create a new 1 Select the Surface commands, click the Model3d menu, and then click From
Model3d from a set Surfaces to open the dialog box.
of Surfaces
5 If you want to indicate that the surfaces are self-intersecting, select the Self
intersection check box. If you clear this check box, the program will compute only
the area between each surface and the voxet itself.
Note 99% of the time, surfaces are not self-intersecting.
6 If you want the program to define the Model3d borders consistently, select the
Define borders check box.
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7 If you want the program to update the model immediately when you click OK or
Apply, select the Build check box.
Note If you select this check box, the cut operations will be run on all surfaces.
8 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
To add surfaces to a 1 Select the Surface commands, click the Model3d menu, and then click Add Surface
Model3d to open the dialog box.
2 In the Model3d box, enter one or more existing models to which the surfaces will be
added.
3 In the Surface surfaces box, enter one or more surfaces to be added to the model.
4 If you want to create copies of the added surfaces before modifying their topology
(cutting them) to construct the model, select the To copy check box.
Note Each copied surface is named according to the convention model name_surface name .
For example, if you add a surface H1 to a model m1, the new surface will be called m1_H1.
5 If you want the program to update the model immediately when you click OK or
Apply, select the Build check box.
6 If you want the program to define the Model3d borders consistently, select the
Define borders check box.
7 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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To delete surfaces 1 Select the Surface commands, click the Model3d menu, and then click Kill Surface
from a Model3d to open the dialog box.
2 In the Model3d box, enter one or more existing models from which the surfaces will
be deleted.
3 In the Surface surfaces box, enter one or more surfaces to be deleted from the
model.
4 If you want the program to update the model immediately when you click OK or
Apply, select the Build check box.
5 If you want the program to define the Model3d borders consistently, select the
Define borders check box.
6 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
To build a Model3d 1 Select the Surface commands, click the Model3d menu, and then click Build to
open the dialog box.
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3 If the surfaces in the model are already pre-cut and you want the program to
construct the model without finding the intersection between all the surfaces, clear
the With cut check box.
4 If you want the program to define the Model3d borders consistently, select the
Define borders check box.
5 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
To rebuild a Model3d 1 Select the Surface commands, click the Model3d menu, and then click Rebuild to
open the dialog box.
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• Removes parts of top surfaces that are above their erosion surfaces (the erosion
surface is younger than the horizon, but part of the horizon is above the erosion
surface)
• Automatically rebuilds the model regions
As shown in the left image of Figure 1–4, two horizons of older age than the salt body
penetrate the salt volume, splitting the salt region into 3 regions. The right image displays
the results of the "Make surfaces and regions geologically consistent" function. The non-
geologic parts have been removed, creating a hole inside the two horizons and a unique
region.
Important In order for the algorithm to work properly, you must first set geologic
information on all of the different surfaces (see Part IV: Foundation Modeling, "Defining
and Working with Geologic Features" on page 8-1). In Figure 1–4, the salt surface was
declared an intrusive surface with an age younger than the two top surfaces.
Before After
To make a Model3d 1 Select the Surface commands, click the Model3d menu, point to More, and then
geologically click Make Geological Consistency to open the dialog box.
consistent
2 In the Model3d box, enter one or more models to make geologically consistent.
3 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
Note You must still run the "build" function separately to rebuild the model itself. (See
"Building a Model3d" on page 1-6.)
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Removing Free Horizon Extremities in a Given Region
Use this function to automatically remove free radial edges from all horizon surfaces
within one given region of a model. This function can be especially useful for removing
free extremities extending outside of the model in the Universe region (see Figure 1–5
for an example).
To remove free 1 Select the Surface commands, click the Model3d menu, point to More, and then
horizon extremities in click Remove Free Extremities to open the dialog box.
a given region
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To remove all free 1 Select the Surface commands, click the Model3d menu, point to More, and then
extremities from a click Remove Horizon Free Extremities to open the dialog box.
horizon
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Creating Default Layers in a Velocity Model
You can automatically compute a default set of layers for a velocity model. This function
groups regions into layers by using geologic information attached to the surfaces
bounding the regions. To ensure that this function works properly, be sure to set geologic
information for fault and boundary surfaces (see Part IV: Foundation Modeling, "Defining
and Working with Geologic Features" on page 8-1). If no geologic information is set, all
surfaces are assumed to be top surfaces, and the stratigraphic time is computed from the
lowest z value of the surface; this can lead to errors in layer computation.
To create a default 1 Select the Surface commands, click the Model3d menu, and then click Create
layer set Defaults to open the dialog box.
– or –
Select the Voxet or SGrid commands, click the Model menu, and then click Create
Defaults to open the dialog box.
2 In the Model box, enter one or more models in which the layer set will be created.
Important The model must contain regions.
3 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
To create a layer from 1 Select the Surface commands, click the Model3d menu, and then click Create One
a region to open the dialog box.
– or –
Select the Voxet or SGrid commands, click the Model menu, and then click Create
One to open the dialog box.
2 In the Model box, enter one or more models to which the layer will be added.
3 In the Layer name box, type the name of the new layer.
4 In the Region box, enter the name of the region from which the layer will be created.
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5 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
To delete a layer from 1 Select the Surface commands, click the Model3d menu, and then click Remove
a velocity model Layer to open the dialog box.
– or –
Select the Voxet or SGrid commands, click the Model menu, and then click Remove
Layer to open the dialog box.
2 In the Model box, enter one or more models from which the layer will be deleted.
3 In the Layer box, enter the layer to be deleted.
4 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
To change a layer 1 Select the Surface commands, click the Model3d menu, and then click Rename to
name in a velocity open the dialog box.
model
2 In the Model box, enter one or more models containing the layer to be renamed.
3 In the Layer box, enter the layer to be renamed.
4 In the New name box, type the new name of the layer.
5 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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1.1.10 Working with Regions in a Model3d
Most of the functions described in this section are valid for both Model3ds and Voxet
Models. The model is rebuilt automatically after each of these functions.
• "Adding a Region to a Velocity Model Layer," page 1-13
• "Moving a Region to a Different Velocity Model Layer," page 1-13
• "Deleting a Region from a Velocity Model Layer," page 1-14
• "Finding a Region Name in a Velocity Model," page 1-14
• "Renaming a Region in a Velocity Model," page 1-15
To add a region to a 1 Select the Surface commands, click the Model3d menu, point to Region, and then
velocity model layer click Add to Layer to open the dialog box.
– or –
Select the Voxet or SGrid commands, click the Model menu, and then click Add to
Layer to open the dialog box.
To move a region to a 1 Display the model regions and layers in the 3D Viewer.
different layer
2 Select the Surface commands, click the Model3d menu, point to Region, and then
click Move to Layer.
– or –
Select the Voxet or SGrid commands, click the Model menu, and then click Move
to Layer.
3 In the 3D Viewer, click the region to be moved, then click the destination layer.
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To delete a region 1 Select the Surface commands, click the Model3d menu, point to Region, and then
from a layer click Remove from Layer to open the dialog box.
– or –
Select the Voxet or SGrid commands, click the Model menu, and then click Remove
from Layer to open the dialog box.
Click Get XYZ Coordinate on the Camera Tools toolbar, and then click the
region in the 3D Viewer.
The region name is displayed in the status bar.
Region name
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Renaming a Region in a Velocity Model
Use this function to rename a region within a velocity model.
To rename a region 1 Select the Surface commands, click the Model3d menu, point to Region, and then
click Rename to open the dialog box.
– or –
Select the Voxet or SGrid commands, click the Model menu, and then click Rename
to open the dialog box.
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1. You can choose whether to incorporate the Build function into your changes,
prompting the program to recompute and update the model immediately. If
you forego an automatic build to save computation time, changes will not
take effect until you run the Build function as a separate step.
2. The Build function does not take into account any changes to the input
surfaces themselves.
About Voxet Models When you create a Voxet, an empty Voxet Model is created automatically as well. A Voxet
Model is the gridded volume confined within the cage of the Voxet. You can cut the Voxet
Model volume with Surfaces to create gridded sub-volumes. A layer is a contiguous sub-
volume. A Voxet Model, therefore, is a bounded volume that consists of gridded sub-
volumes called layers.
Theoretically, a Voxet Model has at least one layer (the entire Voxet volume), but for
practical purposes, a Voxet Model is considered empty until you create at least one sub-
volume within the model (see "Building a Voxet Model" on page 1-19).
Since building a Voxet Model is simpler than building a Model3d, it can be helpful to build
a Voxet Model to check the validity of layers before building a Model3d. In an effective
Voxet Model, the Voxet should be smaller than all the Surfaces that will to cut the Voxet
walls, creating layers.
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Building effective In the left Voxet in Figure 1–7, all the sub-horizontal Surfaces cut all four walls of the
Voxet Models Voxet, and there is room above the top and below the bottom Surface. A Voxet Model
built from those Surfaces and the Voxet will have six layers (and six regions in the Voxet).
In the right Voxet in Figure 1–7, the Voxet is so big that it does not intersect any of the
Surfaces. A Voxet Model built from those Surfaces and the Voxet will have only two
layers: the layer inside the middle closed Surface and the layer outside it.
A Voxet created from an object box (see Part IV: Foundation Modeling, "Creating a Voxet
from an Objects Box" on page 5-9) is meant to include all objects selected; therefore, we
do not recommend building a Voxet Model from that set of objects. To guarantee proper
intersections (cutting), create the Voxet from end points (see Part IV: Foundation
Modeling, "Creating a Voxet from Corner Points" on page 5-7), in which you can specify
the XYZ locations of the Voxet corner points.
Visualizing Voxet Voxet Models are visualized through their parent Voxets. (Select the Voxet Model in the
Models Attribute Manager, but display the Voxet itself in the 3D Viewer.) When you successfully
create a layer in a Voxet Model, a region is automatically created in the corresponding
Voxet. You can also view the regions in the Voxet to visualize the Voxet Model.
Voxet Model • When you build a Voxet Model, part of the process is cutting the Voxet with the
warnings Surfaces, which cuts the connectivity in the Voxet. (See Part IV: Foundation Modeling,
"Cutting a Voxet with Surfaces" on page 5-11.)
• Once you have built a Voxet Model, do not add or delete a Surface and rebuild (see
"Voxet Model warnings" on page 1-17).
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To add surfaces to the 1 Display the Voxet and the Surfaces in the 3D Viewer. In order to create valid regions
build list of a Voxet in the model, the Surfaces must cut one another and/or the Voxet walls (see
Model Figure 1–7 on page 1-17).
2 Select the Voxet commands, click the Model menu, and then click Add Surfaces to
open the dialog box.
4 The names of the displayed Surfaces will be listed automatically in the Surface
surfaces box.
5 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
Note The Voxet Model will not actually be built until you execute the Build function (see
"Building a Voxet Model" on page 1-19).
To remove Surfaces 1 Select the Voxet commands, click the Model menu, and then click Remove
from the build list of Surfaces to open the dialog box.
a Voxet Model
3 The names of the displayed Surfaces will be listed automatically in the Surface
surfaces box.
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4 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
Note The Voxet Model will not actually be built until you execute the Build function (see
"Building a Voxet Model" on page 1-19).
To build a Voxet 1 Select the Voxet commands, click the Model menu, and then click Build to open the
Model dialog box.
Tip Grouping regions into 3 If you want to construct the layers only, select the Layers check box. Alternatively,
layers automatically can you can construct layers manually (see "Creating Default Layers in a Velocity Model"
reduce the number of
on page 1-11).
regions dramatically in cases
where two surfaces are very Important Layer construction relies on the presence of geologic Information for
close to each other. each horizon and fault (see Part IV: Foundation Modeling, "Defining and Working
with Geologic Features" on page 8-1).
4 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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To collapse small 1 Select the Voxet commands, click the Model menu, and then click Remove Small
regions Regions to open the dialog box.
3 In the nb cells box, enter the region threshold size. Every region smaller than the size
you specify will be collapsed into neighboring regions.
4 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
Overview In a velocity model such as a Model3d or a Voxet model, properties cannot be attached to
data points (as in geometric objects) because there is no connection between the
Surfaces. Instead, you can use the Property Model Editor in Paradigm™ GOCAD® 2009 to
define property values (such as velocity) for each model layer through mathematical
methods including constants, variables, and functions. Functions, which vary in
complexity, can in turn include elements such as defined variable, the properties and xyz-
positions of nearby Voxets and Surfaces, mathematical equations, and so on.
2-1
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2-2 Defining Property Values for Velocity Models GOCAD® 2009.1 User Guide
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2.2 Understanding the Property Model
Editor
• "About the Property Model Editor Interface," page 2-3
• "Working with the Variable Type Menu," page 2-4
• "Common Variable Definition Parameters," page 2-6
Model
selector
Commands
Property list
Variable type
Value
definition
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To open the Property 1 Select the Voxet or SGrid commands, click the Model menu, and then click Editor
Model Editor to open the dialog box.
– or –
Select the Surface commands, click the Model3d menu, and then click Editor to
open the dialog box.
– or –
In the Object Tree, right-click any velocity model property (a shortcut menu opens),
and then click Editor.
2 In the Model box, enter the velocity model for which you want to define properties.
Important Ensure that the velocity model contains, at a minimum, regions and layers.
For more information, see Table 2–1 on page 2-2.
Global property
Layer
Variable
Layer-specific properties
Tip A special layer called When you create a new property, it is global, or applicable to the whole model
Everywhere facilitates (see Figure 2–2). Every layer in the model will contain the property, but the layer-specific
creating variables that will
values are initially undefined. You must define properties for each layer individually, as the
be available in all layers, and
a special Property Model
different layers in a model do not share property functions or variables. Since variables or
called All Properties functions that you define in one layer do not apply to other layers, you can duplicate the
enables the creation of same variable and function names in different layers.
variables that will be
available in all Property
Use the Add Variable, Remove Variable, and Add Property commands to:
Models.
• Create properties for the model, if you have not already done so (for instructions, see
"Adding Properties to Velocity Models" on page 2-27)
• Create or delete variables or functions that define property values
Note You can define a variable either as a separate step or "on demand," while filling out the
value definition area (shown in Figure 2–1 on page 2-3).
The value definition area displays the details of the property or variable definition selected
in the Variable type box.
2-4 Defining Property Values for Velocity Models GOCAD® 2009.1 User Guide
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This menu of value definition types contains:
• Five options to define layer property values directly (see "Defining Layer Property
Values Directly" on page 2-10)
• Three options to define layer property values using property functions (see "Defining
Properties or Variables by Using Property Functions" on page 2-20)
a In the property tree (see Figure 2–2), click the layer to which the variable will
belong.
b Click Add Variable. The Variable Name dialog box appears.
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3 If you are defining the property or variable for the first time, select an option in the
Variable type box. (The default variable type is as Undefined.)
Note Each option in the Variable type box brings up a different panel, as indicated in
Figure 2–2.
4 Define the parameters of the selected option in the value definition area. (See
"Defining Layer Property Values Directly" on page 2-10 or "Defining Properties or
Variables by Using Property Functions" on page 2-20.)
5 Click Update Variable Definition to apply your changes.
Variable Name
Direct property If you are defining a layer property directly using one of the options in the Variable type
definitions menu, ensure that the Variable name displayed matches the name of the layer property
you are defining; otherwise, the program assumes that you are defining an intermediate
variable to be used in a property function (see "Defining Properties or Variables by Using
Property Functions" on page 2-20).
Intermediate If you are defining an intermediate variable to be used in a property function, ensure that
variables the Variable name displayed is different than the name of the layer property; otherwise,
the program assumes that you are defining the layer property itself.
2-6 Defining Property Values for Velocity Models GOCAD® 2009.1 User Guide
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Variables in different When you create (define) a variable, it is associated with a specific layer and property,
layers outside of which it has no meaning. If you want to use the variable in any other layers,
you must recreate the variable in the other layers. Since the various layers do not share
data, you can duplicate the same variable and function names in different layers.
Shoot Direction
Shoot direction, which is also known as the search direction or dir_Z, specifies the
direction along which to search for impact points (see "Impact Point" on page 2-8). There
are four shooting directions, but not all of them are available in every menu. In the
Property Model Editor, only the first three are available; in the Constraints menu (in the
Surface commands), only the fourth is available.
dir_Z = +1 GOCAD searches in the positive Z (up) direction from the shoot position (see "Shoot
Position" on page 2-8), as shown in panel b in Figure 2–3.
dir_Z = -1 GOCAD searches in the negative Z (down) direction from the shoot position, as shown in
panel b in Figure 2–3.
two_way GOCAD searches in both the positive and negative Z directions from the shoot position,
as shown in panel a in Figure 2–3.
This option overwrites the dir_Z = +1 or dir_Z = -1 options. When shooting two ways,
you can only shoot from inside (see "from_inside" on page 2-8).
dir_XYZ GOCAD will shoot along the direction specified by the vector dir_XYZ. (Actually, GOCAD
will shoot along both the positive and negative directions specified by this shoot position.)
z a
zb
zc
zc
zd
dir_Z = +1 dir_Z = -1
from_outside from_outside
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Shoot Position
Shoot position is also known as the shooting point. This parameter, which is used with the
Add Variable command only, defines the starting point of the shoot (search).
There are two shoot position options: from_inside and from_outside (in dialog boxes,
you select from_outside by clearing the from_inside check box or option). See
Figure 2–3 on page 2-7.
from_inside GOCAD searches from the given point in the layer for which you are defining a property
variable, along the specified shoot direction to search for the specified source object(s).
See panels a, b, and c in Figure 2–3 on page 2-7.
When shooting two ways (see "two_way" on page 2-7), you can only search from inside.
from_outside GOCAD first gets outside of the layer from the given point (along the direction opposite
the specified shoot direction). Once outside the layer, GOCAD keeps moving (along the
direction opposite to the specified shoot direction) until it reaches a point below (or
above, if the shoot direction is Z-) all points in the given layer. See panels c and d in
Figure 2–3 on page 2-7. GOCAD then shoots from that outside point, along the specified
shoot direction, to look for an impact point on the specified source object(s).
Impact Point
The impact point is the first point GOCAD encounters on the specified source object(s)
along the specified shoot direction.
In some geological formations (such as folded or thrusted Surfaces), there can be more
than one intersection between the shooting path and the specified source object(s) (see
the left panel of Figure 2–4). Only the first of such intersections is the impact point.
Actually, GOCAD stops searching in that particular direction once it finds an intersection.
Multiple impact If the shoot direction is two-way, but only one impact point is needed, GOCAD will search
points in both directions to find impact points. It will keep the closest one if it finds two (one in
each direction).
X X
X
X X
dir_Z = -1 dir_Z = 1
dir_shoot
2-8 Defining Property Values for Velocity Models GOCAD® 2009.1 User Guide
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No impact point If GOCAD cannot find an impact point along the specified shoot direction(s) for a given
point in the model layer, the value of that particular variable at that point will be null. See
the right panel of Figure 2–4.
The following are graphic examples of how GOCAD finds the impact points under
different circumstances:
• Figure 2–5 on page 2-12
• Figure 2–6 on page 2-15
• Figure 2–7 on page 2-16
• Figure 2–8 on page 2-19
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To assign a constant 1 In the property tree, click the property or variable that you want to define or edit.
value to a property or
2 In the Variable type box, select Constant.
variable
3 In the Constant value box, type a numerical constant value to assign to the variable.
4 Click Update Variable Definition to apply your changes.
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To define a property 1 In the property tree, click the property or variable that you want to define or edit.
or variable by using a
2 In the Variable type box, select Linear Function of Property.
linear function
3 In the Referenced layer box, select the name of the referenced layer whose
bounding Surfaces will be the source Surfaces.
Important Ensure that the property you want is defined on all of those Surfaces.
4 In the Referenced property box, enter the name of the property on the bounding
Surfaces of the selected referenced layer. (This does not have to be the same name as
the name of the variable or the name of the layer property.)
5 If you want to add a constant value to the referenced property, type a number in the
Value to add to referenced property box.
6 If you want to multiply the referenced property by a constant scaling factor, type a
number in the Scaling factor (multiple) to apply to referenced property box.
7 Click Update Variable Definition to apply your changes.
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Figure 2–5 Finding the Top source surface Top source surface
two impact points on the
two source Surfaces for a
given point in a model X XX X X X
layer Model layer Model layer
X X
X X X
Bottom source surface Bottom source surface
To define a property 1 In the property tree, click the property or variable that you want to define or edit.
or variable by using
2 In the Variable type box, select Interpolate Property.
interpolation
3 To define Ptop, the variable representing the top boundary, do one of the following:
• To assign a constant, click Constant, and then type a numerical constant in the
box.
• To set Ptop to equal another variable in the model, click Variable, and then
select the variable in the box.
4 To define Ztop, the Z value of the top boundary, do one of the following:
• To assign a constant, click Constant, and then type a numerical constant in the
box.
• To set Ztop to equal the Z of another surface/layer, click Variable, and then
select the variable in the box.
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5 To define Pbot, the variable at the origin of the bottom boundary, do one of the
following:
• To assign a constant, click Constant, and then type a numerical constant in the
box.
• To set Pbot to equal another variable in the model, click Variable, and then
select the variable in the box.
6 To define Zbot, the Z value of the bottom boundary, do one of the following:
• To assign a constant, click Constant, and then type a numerical constant in the
box.
• To set Zbot to equal the Z of another surface/layer, click Variable, and then
select the variable in the box.
7 Click Update Variable Definition to apply your changes.
To define a property 1 In the property tree, click the property or variable that you want to define or edit.
or variable from a
2 In the Variable type box, select From Grid Property.
grid property
3 In the Voxet box, enter the name of the Voxet that includes the property you want.
4 In the Property box, enter the name of the property.
5 If you want to extrapolate the property outside the Voxet, select the Extrapolate
check box.
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6 If you want to set the point where the values are not defined as the specified default
value, select the Use the default value check box, and then type a number in the
box.
7 Click Update Variable Definition to apply your changes.
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Figure 2–6 Finding a property value on the source Surface for a given point in the model layer
Layer Layer
Layer Layer
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Figure 2–7 Finding a property value on the bounding Surfaces of the source layer for a given point in the model layer
X X X X
Source layer & Source layer &
Model layer Model layer
X
A source Surface A source Surface
X
two_way=on, from_inside=on Z=-1, two_way=off, from_inside=off
X
Source layer & Source layer &
Model layer Model layer
X
X
X
A source Surface A source Surface
X X
Z=-1, two_way=off, from_inside=on Z=+1, two_way=off, from_inside=on
This definition option can be useful when there is more than one top and/or more than
one bottom bounding Surface for the layer of interest. This definition option ensures that
at any given point in the selected layer, the variable will find a Value (an impact point),
since a layer, by definition, is completely bounded. (There is one exception: when part of
the bounding surface of the given layer is the bounding box of the model, GOCAD may
not be able to locate an impact point.)
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To define a property 1 In the property tree, click the property or variable that you want to define or edit.
or variable from a
2 In the Variable type box, select From Surface or Layer Boundary Property.
surface or layer
boundary
7 In the Layer box, enter the name of the Source (target) layer whose bounding
Surfaces will be the source Surfaces.
Important Ensure that the property you want is defined on all of those Surfaces.
8 In the Property box, enter the name of the property on the bounding Surfaces of the
selected source layer (This does not have to be the same name as the name of the
variable or the name of the layer property.)
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9 If you want GOCAD to search for impact points in only one shoot direction, do one of
the following:
• To search upward, select 1 in the Z coordinate of projection vector box. (See
"dir_Z = +1" on page 2-7.)
• To search downward, select -1 in the Z coordinate of projection vector box.
(See "dir_Z = -1" on page 2-7.)
10 If you want GOCAD to ignore the dir_z parameter and to search for impact points in
both shoot directions, select the Two-way projection check box. (See "two_way"
on page 2-7 and Figure 2–3 on page 2-7.)
Important When searching two ways, you can only shoot from inside Be sure to also
select the Offset from boundary check box in step 11.
11 If you want GOCAD to shoot from inside, select the Offset from boundary check
box. To shoot from outside, clear the check box. (See "Shoot Position" on page 2-8
and Figure 2–3 on page 2-7.)
12 If you want to set the point where the values are not defined as the specified default
value, select the Use the default value check box, and then type a number in the
box.
13 Click Update Variable Definition to apply your changes.
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Figure 2–8 Model types
and impact points S1 S1
X
X
pA pA
dir_Z = -1 dir_Z = -1 L1
L1
from_inside = off from_inside = off
Model3d Voxet Model b
S2 a S2
pB
X
X
pB
pA pA
L2 L2
dir_Z = -1 dir_Z = -1
from_inside = off from_inside = off d
Model3d c Voxet Model
• Given the same shoot specifications (Z+ from outside, target layer Surface L1) and
geology, the two types of models may produce different impact points for a given
point in a layer. This is because a Model3d recognizes different portions of an object,
while a Voxet Model does not.
• In panel a of Figure 2–8, Only the lower portion of the closed Surface S1 is
recognized as part of the bounding Surface of the layer L1; therefore, GOCAD
ignores the first intersection with S1 and chooses the second one as the impact point.
• In panel b of Figure 2–8, GOCAD recognizes S1 as a whole as part of the bounding
Surface of the layer L1, and therefore chooses the first intersection with S1 as the
impact point.
• In panels c and d of Figure 2–8, the two models produce the same impact point for
point A (pA), because the from_outside shooting point is lower. (The shooting point
only needs to be higher than any point in the layer L1.) At point B (pB), however, the
two models will again produce different impact points.
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P ( x, y, z ) = Po + K × ( Z – Z o )
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Where P(x, y, z) is the linear property function, Z is the Z coordinate of the given (x, y,
z) point, and P o, K, and Z o are constants.
P ( x, y, z ) = Po ( x, y, z ) + K ( x, y, z ) × ( Z – Z o ( x, y, z ) )
where P(x, y, z) is the linear property function, Z is the Z coordinate of a given point,
and Po, K and Z o are variables that you can define using one of the definition options
found in "Working with the Variable Type Menu" on page 2-4.
To define a value by 1 In the property tree, click the property or variable that you want to define or edit.
using a linear
2 In the Variable type box, select Linear Function.
function
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To define a value by 1 In the property tree, click the property or variable that you want to define or edit.
using an exponential
2 In the Variable type box, select Exponential Function.
function
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6 To make Z positive upward, select the Z is positive upward check box.
To make Z positive downward, clear the check box.
7 Click Update Variable Definition to apply your changes.
Script syntax The syntax used to define a script property function is similar to the C programming
language. All script functions must be enclosed in { }. All operations must end with ";"
and be enclosed in { }. You can include the following components in your script:
• numbers
• the variables X, Y, and Z
• Variables that you have defined for a specific layer property
• logical expressions such as
&&, ||, ==, !, <, <=, >, >=, if, else,
• the following 11 pre-defined functions:
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To create a script 1 In the property tree, click the property or variable for which you want to create a
property function function.
2 In the Variable type box, select Script.
• To load a previously saved function, click Load. The Load File dialog box appears
and prompts you to select the text file that contains the function you want.
Note Ensure that all the variables are defined, which you can do after the function is
created.
4 If you want to save your script function, click Save As. The Save File dialog box
appears and prompts you to save the function as a text file under a file name that you
specify.
Note Only the definition of the function itself is saved, not the definition of the variables used
in the function.
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2.5 Reviewing the Effect of a Property
Function
• "Painting a Voxet with a Velocity Model Property," page 2-25
To paint a Voxet with 1 To create a property in a Voxet, see Part IV: Foundation Modeling, "Copying,
a property Deleting, and Renaming an Object Property" on page 11-5.
2 Select the Voxet commands, click the Property menu, and then click With Property
Model to open the dialog box.
– or –
Select the Voxet or SGrid commands, click the Model menu, and then click Paint
Voxet to open the dialog box.
– or –
Select the Surface commands, click the Model3d menu, and then click Paint Voxet
to open the dialog box.
3 In the Model box, enter the model that contains the property function.
4 In the Property box, enter the property that you want to review.
5 In the Layer name box, select the layer to which the property function is attached.
6 In the Voxet voxet box, select the Voxet onto which you want to paint the selected
model property.
7 In the Voxet Property box, select the name of the property that you want to paint
over.
Note The selected property will be painted over by values derived from the property function in
the model.
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8 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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2.6 Adding Properties to Velocity Models
Use this function to create global properties for velocity models. You can also designate a
property class for each property. Property classes are used to set up a set of universal
statistical parameters so that all the properties that you define as being in the same
property class will be in the same statistical pool.
For example, you may have three different type of permeability measurements: one from
core samples, one from skin damage estimation and one from theoretical calculation. You
could name them permc, perms and permt, respectively.
If you assign all three to the same property class, say Perm, then data points from all three
properties will be included when you calculate the mean (or any other statistical measure)
of the property class perm.
To add a property to a 1 Select the Voxet or SGrid commands, click the Model menu, and then click Add
velocity model Property to open the dialog box.
– or –
Select the Surface commands, click the Model3d menu, and then click Add
Property to open the dialog box.
– or –
From the Property Model Editor, click Add Property.
2 In the Model box, select the model for which you want to create a new property.
3 In the Property box, type in the name of the new property you want to create.
4 Press TAB or click in the Property class box; the name you entered in the property
box in step 3 will reappear here.
If you want to create a new property class name, type the new name in the Property
class box.
5 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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3
Creating Grid Properties with
Geostatistical Functions
Overview This chapter describes the geostatistical functions that can be applied on grids (SGrids
and Voxets). This chapter assumes that you are familiar with geostatistical concepts and
terminology and have the necessary background to run geostatistical applications. If you
need more information on any of the terms or methods used in this chapter, please see
Statistics for Engineers and Geoscientists, J.L. Jensen et al., Prentice Hall, 1996. The
geostatistical applications in this part of Paradigm™ GOCAD ® 2009 use the standard
GSLIB from Stanford University (GSLIB: Geostatistical Software Library and User's Guide,
C.V. Deutsch & A.G. Journel Oxford Press, 1992).
3-1
Paradigm™
3.1.1 GS File
• "Variogram and Associated Parameters File Format," page 3-2
• "GS File Examples," page 3-3
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6 This line describes the variogram model.
• TNVar is the sill (total variance) of the variogram model.
• n is the number of nested components of the variogram model.
7 This line describes the first component of the nested variogram model.
• type1 is the type of theoretical variogram used in the component. It must be one
of the following (in upper case): SPHERICAL, GAUSSIAN, EXPONENTIAL, or
POWER.
• αn βn θn Sn Fn Tn are the parameters of the variogram ellipsoid, similar to those
at line 5.
• NVar1 is the variance contribution of the first component.
• The rest of the files describe the rest of the components in the variogram model.
GS File Examples
Below are examples (with comments) of two types of variogram files:
• "Indicator simulation example" on page 3-3
• "Gaussian simulation example" on page 3-4
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COVARIANCE_MODEL 1. 1
SPHERICAL 135. 0. 0. 3000. 250. 0.1 1.
END
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3.1.4 External_Histogram File
This file is needed for simulated annealing (see "Running Annealing Simulations" on
page 3-24) and continuous histogram correction (see "Performing Continuous Histogram
Corrections" on page 3-30). This file has no header lines, just a column of data.
Data_Value
GOCAD then constructs the histogram using the data read in from the file.
1.0
0.9
...
1.2
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To run kriging to 1 Display the SGrid or Voxet and the property object in the 3D Viewer.
create SGrid or Voxet
2 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
properties click Kriging to open the dialog box.
5 In the Discrete property server by box, enter the object that carries the existing
property values.
6 In the By region box, enter the input data region.
7 In the Property box, select the object property to be used in the operation.
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8 In the New property prefix box, type the prefix for the created properties. (For
example, if you type Kriging_, the two new created properties will be named
Kriging_estimate and Kriging_variance.)
9 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
10 If you want to set options for the variogram and associated parameters, click
Advanced to expand the dialog box.
a In the Kriging Type box, select one the following kriging options:
• Simple. Residuals are computed from the mean of the data and kriged.
• Ordinary. Input data values are used directly for the kriging.
• Use_variogram_file_setting. Use the type set in the variogram file.
b To allow for the possibility that the result at a cell containing data points is not
kriged, but rather directly assigned from input data in that cell, select one of the
following data value assignment options:
• No data assignment. All cells are kriged.
• Assign data to nearest cells. In any particular cell, the data point closest to
the cell center is assigned as the estimation at the cell.
• Assign mean at cell center. The mean of all the data points in a particular
cell is assigned as the cell value.
If you choose this option, also select a method of computing the mean in the
Mean computation type box, and type the value for the exponent (in the
standard mean power equation) in the Power mean power box.
11 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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To run kriging with 1 Display the SGrid or Voxet and the property object in the 3D Viewer.
trend to create SGrid
2 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
or Voxet Properties click Kriging with Trend to open the dialog box.
5 In the Discrete property server by box, enter the object that carries the existing
property values.
6 In the By region box, enter the input data region.
7 In the Property box, select the object property to be used in the operation.
8 In the New property prefix box, type the prefix for the created properties. (For
example, if you type Kriging_, the two new created properties will be named
Kriging_estimate and Kriging_variance.)
9 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
10 In the Kriging Type box, select one the following kriging options:
• Simple. Residuals are computed from the mean of the data and kriged.
• Ordinary. Input data values are used directly for the kriging.
• Use_variogram_file_setting. Use the type set in the variogram file.
11 To allow for the possibility that the result at a cell containing data points is not kriged,
but rather directly assigned from input data in that cell, do one of the following to
assign data values to cells:
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• Select the Assign data to nearest cells check box. In any particular cell, the
data point closest to the cell center is assigned as the estimation at the cell.
• Clear the Assign data to nearest cells check box. All cells are kriged.
12 In the Trend Model area, select the check boxes representing the trend components
you want.
• a, u, a5v2, or a9vw. The trend is a function of a, u+a5v2+a9vw.
• a, a5, or a9. These are unknown weights that will be estimated during the
kriging process.
13 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
To run kriging with 1 Display the SGrid or Voxet and the property object in the 3D Viewer.
external drift to
2 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
create SGrid or Voxet click Kriging with External Drift to open the dialog box.
properties
5 In the Discrete property server by box, enter the object that carries the existing
property values.
6 In the By region box, enter the input data region.
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7 In the Property box, select the object property to be used in the operation.
8 In the Drift Property box, enter the secondary property that exists everywhere on the
Grid.
9 In the New property prefix box, type the prefix for the created properties. (For
example, if you type Kriging_, the two new created properties will be named
Kriging_estimate and Kriging_variance.)
10 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
11 In the Kriging Type box, select one the following kriging options:
• Simple. Residuals are computed from the mean of the data and kriged.
• Ordinary. Input data values are used directly for the kriging.
• Use_variogram_file_setting. Use the type set in the variogram file.
12 To allow for the possibility that the result at a cell containing data points is not kriged,
but rather directly assigned from input data in that cell, do one of the following to
assign data values to cells:
• Select the Assign data to nearest cells check box. In any particular cell, the
data point closest to the cell center is assigned as the estimation at the cell.
• Clear the Assign data to nearest cells check box. All cells are kriged.
13 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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To run Bayesian 1 Display the SGrid or Voxet and the property object in the 3D Viewer.
kriging to create
2 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
SGrid or Voxet click Bayesian Kriging to open the dialog box.
properties
5 In the Discrete property server by box, enter the object that carries the existing
property values.
6 In the By region box, enter the input data region.
7 In the Property box, select the object property to be used in the operation.
8 In the Guess Property box, enter the secondary property that exists everywhere on
the Grid and has the same units as the property being estimated (selected in step 7).
9 In the New property prefix box, type the prefix for the created properties. (For
example, if you type Kriging_, the two new created properties will be named
Kriging_estimate and Kriging_variance.)
10 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
11 In the Kriging Type box, select one the following kriging options:
• Simple. Residuals are computed from the mean of the data and kriged.
• Ordinary. Input data values are used directly for the kriging.
• Use_variogram_file_setting. Use the type set in the variogram file.
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12 To allow for the possibility that the result at a cell containing data points is not kriged,
but rather directly assigned from input data in that cell, select one of the following
data value assignment options:
• No data assignment. All cells are kriged.
• Assign data to nearest cells. In any particular cell, the data point closest to the
cell center is assigned as the estimation at the cell.
• Assign mean at cell center. The mean of all the data points in a particular cell is
assigned as the cell value.
If you choose this option, also select a method of computing the mean in the
Mean computation type box, and type the value for the exponent (in the
standard mean power equation) in the Power mean power box.
13 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
To run collocated 1 Display the SGrid or Voxet and the property source object in the 3D Viewer.
cokriging to create
2 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
SGrid or Voxet click Collocated Cokriging to open the dialog box.
properties
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4 In the Region name box, enter the grid object region in which the kriging will be
performed.
Note By default, kriging will be performed for all points (everywhere) on the grid.
5 In the Discrete property server by box, enter the object that carries the existing
property values.
6 In the By region box, enter the input data region.
7 In the Property box, select the object property to be used as the source for kriging.
This property is considered the hard data.
8 In the New property prefix box, type the prefix for the created properties. (For
example, if you type Kriging_, the two new created properties will be named
Kriging_estimate and Kriging_variance.)
9 In the Soft data box, enter the name of the SGrid or Voxet property that will be used
as the soft data in the cokriging.
10 In the Correlation coefficient box, type a positive number between 0 and 1,
specifying the scale factor of the variogram data for the soft data.
11 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
Note The variogram is used by the hard data, then scaled by the factor specified in step 10 on
page 3-13 and used by the soft data. If the file is not in the default directory, you must include
the proper path in the file name.
12 To allow for the possibility that the result at a cell containing data points is not kriged,
but rather directly assigned from input data in that cell, select one of the following
data value assignment options:
• No data assignment. All cells are kriged.
• Assign data to nearest cells. In any particular cell, the data point closest to the
cell center is assigned as the estimation at the cell.
• Assign mean at cell center. The mean of all the data points in a particular cell is
assigned as the cell value.
If you choose this option, also select a method of computing the mean in the
Mean computation type box, and type the value for the exponent (in the
standard mean power equation) in the Power mean power box.
13 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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To run indicator 1 Display the SGrid or Voxet and the property source object in the 3D Viewer. Display
kriging to create a SGrid or Voxet Section with the property on which you want to run kriging.
SGrid or Voxet 2 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
properties click Indicator Kriging to open the dialog box.
5 In the Discrete property server by box, enter the object whose property will be the
source for kriging.
6 In the By region box, enter the input data region.
7 In the Property box, select the object property to be used as the source for kriging.
8 In the New property prefix box, type the prefix for the created properties. (For
example, if you type CutOff_, the two new created properties will be named
CutOff_1, CuttOff_2, and so on.) The number of properties is equal to the number
of cutoffs specified in the variogram file.
9 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
Note If the file is not in the default directory, you must include the proper path in the file
name.
10 In the Kriging Type box, select one the following kriging options:
• Simple. Residuals are computed from the mean of the data and kriged.
• Ordinary. Input data values are used directly for the kriging.
• Use_variogram_file_setting. Use the type set in the variogram file.
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11 In the Distribution Type box, select the type of distribution function to be used.
Your selection determines how the cutoff value given in the variogram files are used
to define the indicator kriging (IK) stages and how the input property values are
interpreted in each stage.
• PDF (Probability Density Function). In each threshold value kriging, a data
point equal to that value is considered 1 and a data point not equal to that value
is considered 0. For discrete properties only.
• CDF (Cumulative Distribution function). In each interval kriging, a data point
within that interval is considered 1 and a data point outside of that range is
considered 0. For continuous and discrete properties.
12 To allow for the possibility that the result at a cell containing data points is not kriged,
but rather directly assigned from input data in that cell, do one of the following to
assign data values to cells:
• Select the Assign data to nearest cells check box. In any particular cell, the
data point closest to the cell center is assigned as the estimation at the cell.
• Clear the Assign data to nearest cells check box. All cells are kriged.
13 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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To run an SGS to 1 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
create SGrid or Voxet click Sequential Gaussian Simulation (SGS) to open the dialog box.
properties
4 In the Discrete property server by box, enter the object whose property will be the
source for the simulation.
5 In the By region box, enter the input data region.
6 In the Property box, select the object property to be used as the source for the
simulation.
7 If you want to use a user-specified histogram, do the following:
a Select the Use external histogram check box.
b In the External histogram box, enter the distribution that you want to use.
8 In the New property prefix box, type the prefix for the created properties.
9 In the Min box, type the low-cut value of the simulation value range (enter a
reasonable number).
10 In the Max box, type the high-cut value of the simulation value range (enter a
reasonable number).
Tip Be conservative; each 11 In the Number of realizations box, type a positive integer specifying the number of
simulation can take a while, simulations to be performed.
and each simulation creates
a new property.
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12 In the Seed box, type any number. (It will be used to start the random number
generation process.)
13 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
Note If the file is not in the default directory, you must include the proper path in the file
name.
14 In the Kriging Type box, select one the following kriging options:
• Simple. Residuals are computed from the mean of the data and kriged.
• Ordinary. Input data values are used directly for the kriging.
15 To perform the simulation recursively, select the Multi-grid simulation check box.
(For large grids, this speeds up the operation and produces realizations that are truer
to the variogram.)
16 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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To run a non- 1 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
conditional SGS to click Unconditional SGS to open the dialog box.
create SGrid or Voxet
properties
4 In the Property class box, type the name of a new property class. (Property classes
are used to set up a set of universal statistical parameters so that all the properties
that you define as being in the same property class will be in the same statistical pool.
For example, you can share color maps and their minimum and maximum settings.)
5 In the New property prefix box, type the prefix for the created properties.
6 If you want to use a user-specified histogram, do the following:
a Select the Use distribution object check box.
b In the Distribution object box, enter the distribution that you want to use.
7 In the Distribution Type box, select the type of distribution function to use:
• Normal. The mean is 0, and the sigma is 1/3 of the constant.
• Log-normal. The logarithm of the Normal distribution.
• Uniform. The min is -constant, and the max is +constant.
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Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
Note If the file is not in the default directory, you must include the proper path in the file
name.
13 To perform the simulation recursively, select the Multi-grid simulation check box.
(For large grids, this speeds up the operation and produces realizations that are truer
to the variogram.)
14 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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To run collocated 1 Display the SGrid or Voxet and the property source object in the 3D Viewer.
cokriging simulations
2 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
to create SGrid or click Collocated Cokriging SGS to open the dialog box.
Voxet properties
5 In the Discrete property server by box, enter the object whose property will be the
source for the simulation.
6 In the By region box, enter the input data region.
7 In the Property box, select the object property to be used as the source for the
simulation.
8 If you want to use a user-specified histogram, do the following:
a Select the Use external histogram check box.
b In the External histogram box, enter the distribution that you want to use.
9 In the New property prefix box, type the prefix for the created properties.
10 In the Min box, type the low-cut value of the simulation value range (enter a
reasonable number).
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11 In the Max box, type the high-cut value of the simulation value range (enter a
reasonable number).
12 To specify soft data information, do the following:
• In the Soft data box, enter the name of the SGrid or Voxet property that will be
used as the soft data in the cokriging.
• Select the option indicating whether you want GOCAD to use soft data from the
entire grid or from the region only.
13 In the Correlation coefficient box, type a positive number between 0 and 1,
specifying the scale factor of the variogram data for the soft data.
Tip Be conservative; each 14 In the Number of realizations box, type a positive integer specifying the number of
simulation can take a while, simulations to be performed.
and each simulation creates
a new property. Tip Be conservative; each simulation can take a while, and each simulation creates a new
property.
15 In the Seed box, type any number. (It will be used to start the random number
generation process.)
16 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
Note The variogram is used by the hard data, then scaled by the factor specified in step 13 and
used by the soft data. If the file is not in the default directory, you must include the proper path
in the file name.
17 To perform the simulation recursively, select the Multi-grid simulation check box.
(For large grids, this speeds up the operation and produces realizations that are truer
to the variogram.)
18 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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To run an SIS to create 1 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
SGrid or Voxet click Sequential Indicator Simulation (SIS) to open the dialog box.
properties
4 In the Discrete property server by box, enter the object whose property will be the
source for the simulation.
5 In the By region box, enter the input data region.
6 In the Property box, select the object property to be used as the source for the
simulation.
7 In the New property prefix box, type the prefix for the created properties.
8 In the Distribution Type box, select the type of distribution function to be used.
Your selection determines how the cutoff value given in the variogram files are used
to define the indicator kriging (IK) stages and how the input property values are
interpreted in each stage.
• PDF (Probability Density Function). In each threshold value kriging, a data
point equal to that value is considered 1 and a data point not equal to that value
is considered 0. For discrete properties only.
• CDF (Cumulative Distribution function). In each interval kriging, a data point
within that interval is considered 1 and a data point outside of that range is
considered 0. For continuous and discrete properties.
9 In the Min box, type the low-cut value of the simulation value range (enter a
reasonable number).
10 In the Max box, type the high-cut value of the simulation value range (enter a
reasonable number).
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Tip Be conservative; each 11 In the Number of realizations box, type a positive integer specifying the number of
simulation can take a while, simulations to be performed.
and each simulation creates
a new property. 12 In the Seed box, type any number. (It will be used to start the random number
generation process.)
13 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
Note If the file is not in the default directory, you must include the proper path in the file
name.
14 To perform the simulation recursively, select the Multi-grid simulation check box.
(For large grids, this speeds up the operation and produces realizations that are truer
to the variogram.)
15 To allow for the possibility that the result at a cell containing data points is not kriged,
but rather directly assigned from input data in that cell, select one of the following to
assign data values to cells:
• Assign most dominant value to cell. GOCAD computes the most dominant
value in the cell, using all the volumes falling in that cell, and assigns that data
value.
• Assign nearest data to cell. GOCAD finds the closest value to the center of the
cell and assigns that data value.
16 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
• An object that carries a discrete property (it should at least partially overlap the SGrid
or Voxet spatially)
• An ASCII file containing the variogram data
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To run an annealing 1 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
simulation click Simulated Annealing to open the dialog box.
4 In the Discrete property server by box, enter the object whose property will be the
source for the simulation.
5 In the By region box, enter the input data region.
6 In the Property box, select the object property to be used as the source for the
simulation.
7 In the New property prefix box, type the prefix for the created properties.
8 In the Min box, type the low-cut value of the simulation value range (enter a
reasonable number).
9 In the Max box, type the high-cut value of the simulation value range (enter a
reasonable number).
10 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
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Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
Note If the file is not in the default directory, you must include the proper path in the file
name.
11 To specify the ASCII file that contains the annealing schedule (see
"Annealing_Schedule File" on page 3-5), enter the path to the file in the Schedule
box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
12 In the Nlags box, type a positive integer specifying the number of variogram lags to
be honored in the Annealing. (The default is 250.)
13 If you want to specify soft data information, do the following:
a Select the Honor correlation coefficient check box
b In the Soft data box, enter the name of the SGrid or Voxet property that will be
used as the soft data.
c In the Correlation coefficient box, type the correlation coefficient between the
property and the soft data.
14 If you want to specify the map containing column averages, do the following:
a Select the Honor column average map check box.
b Enter the path to the map file (see "Column_Average_Map File" on page 3-4) in
the Map file box.
– or –
Click to open the Select Text File dialog box, find and select the file you
want, and then click OK.
15 If you want to use an external histogram stored in an ASCII file, do the following:
a Select the Honor external histogram check box.
b Enter the path to the file (see "External_Histogram File" on page 3-5) in the Hist
file box.
– or –
Click to open the Select Text File dialog box, find and select the file you
want, and then click OK.
Tip Be conservative; each 16 In the Number of realizations box, type a positive integer specifying the number of
simulation can take a while, simulations to be performed.
and each simulation creates
a new property. 17 In the Seed box, type any number. (It will be used to start the random number
generation process.)
18 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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3.3.6 Running Cloud Transform Simulations with P-
Fields
Performs cloud transform simulations in the selected region of an SGrid. You must have a
text file containing variogram information and a text file that contains the calibration
(scattergram) information.
To run a cloud 1 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
transform simulation click Cloud Transform (with P-Field) to open the dialog box.
4 In the Grid input property box, select the property to be used as the input data.
5 If you set an input property as a constraint on the cloud transform, select the
Conditional pfield check box, and then do the following:
• In the Discrete property server by box, enter the object that carries the
conditioning data.
• In the By region box, enter the input data region.
• In the Property box, select the object property to be used as the conditioning
data.
6 In the Property class box, type the name of a new property class. (Property classes
are used to set up a set of universal statistical parameters so that all the properties
that you define as being in the same property class will be in the same statistical pool.
For example, you can share color maps and their minimum and maximum settings.)
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7 In the New property prefix box, type the prefix for the created properties.
8 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
Note If the file is not in the default directory, you must include the proper path in the file
name.
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
11 In the Null data value in cloud file box, type the value used to represent null value
in the scattergram.
12 In the Cloud transform binning box, select the type of binning to use in the cloud
transform.
• Number of bins. If you select this option, also type a positive integer specifying
the fixed number of bins in the Num bins box.
• Data points per bin. If you select this option, also type a positive integer
specifying the fixed number of data points per bin in the Data per bin box.
• Discrete Indep. Var. Indicators will be treated as discrete values.
Tip Be conservative; each 13 In the Number of realizations box, type a positive integer specifying the number of
simulation can take a while, simulations to be performed. (The default is 1.)
and each simulation creates
a new property. Tip Be conservative; each simulation can take a while, and each simulation creates a new
property.
14 In the Seed box, type any number. (It will be used to start the random number
generation process. The default is 101.)
15 To perform the simulation recursively, select the Multi-grid simulation check box.
(For large grids, this speeds up the operation and produces realizations that are truer
to the variogram.)
16 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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3.3.7 Performing Categorical Histogram
Corrections
You can transform an existing SIS PDF (categorical) realization to honor a user-specified
PDF exactly. You must have a text file containing variogram information and a property
that contains the kriging variance information
To perform a 1 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
categorical histogram click Categorical Histogram Correction to open the dialog box.
correction
4 In the New property prefix box, type the prefix for the created properties.
5 In the Realization to be corrected box, select the property (realization) to be
corrected.
6 If you want to specify how much the realization point can be modified, select the Use
kriging Variance check box, and then select the variance in the Kriging variance
box.
7 In the Seed box, type any number. (It will be used to start the random number
generation process.)
8 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
Note The PDF specified in this file is used to correct the input realization.
9 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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To perform a 1 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
continuous histogram click Continuous Histogram Correction to open the dialog box.
correction
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• In the Property box, select the object property that will be used to build the
histogram.
8 If you want to use an external histogram, do the following:
• Click Histogram from parametric distribution.
• In the External histogram box, enter the distribution that you want to use.
• Enter the path to the file (see "External_Histogram File" on page 3-5) in the Hist
file box.
– or –
Click to open the Select Text File dialog box, find and select the file you
want, and then click OK.
10 fudging factor: A positive number (keyboard-entry), specifying how much the input
realization can be changed. The larger the number, the more the input realization is
allowed to change. Default=0.5.
11 x window size: The u-dimension of the search window used to find neighboring
cells for calculating the average at any given cell.
12 y window size: The v-dimension of the search window used to find neighboring
cells for calculating the average at any given cell.
13 z window size: The w-dimension of the search window used to find neighboring
cells for calculating the average at any given cell.
14 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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To fill a grid with 1 On the Voxet, SGrid, or General menu bar, click the Geostatistics menu, and then
facies map data click Fill from Facies Maps to open the dialog box.
4 In the New property prefix box, type the prefix for the created properties.
5 In the Discrete property server by box, enter the object that carries the existing
property values.
6 In the By region box, enter the input data region.
7 In the Property box, select the object property to be used as the input data.
8 Enter the path to the ASCII facies map file (see "Facies_Map File" on page 3-5) in the
Map file box.
– or –
Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
Note The facies map contains X, Y and facies values in each line.
9 In the Map sampling rate box, type a positive number between 0 and 100,
indicating the percentage of the SGrid region space that should be filled with a
vertical projection of the facies map data. (The rest of the space will be filled with
simulated values.)
10 To specify the ASCII file that contains the variogram data (see "GS File" on page 3-2),
enter the path to the file in the GS file box.
– or –
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Click to open the Select Text File dialog box, find and select the file you want,
and then click OK.
11 In the Map weight box, type a positive number between 0 and 100, specifying the
weight percentage assigned to the map data. (The weight percentage of the property
specified in step 7 will be 100 - the map weight.)
12 In the Well weight box, type a positive number between 0 and 100, specifying the
weight percentage assigned to the well facies proportions.
13 In the Variogram file weight box, type a positive number between 0 and 100,
specifying the weight percentage assigned to the variogram file facies proportions.
14 In the Seed box, type any number. (It will be used to start the random number
generation process. The default is 101.)
15 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
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3-34 Creating Grid Properties with Geostatistical Functions GOCAD® 2009.1 User Guide
4
Performing Velocity
Conversions
In this chapter • "Converting the Velocity Type in One • "Converting the Velocity Type in
Domain," page 4-2 Different Domains," page 4-3
Overview The Velocity commands consist of a series of functions that perform velocity conversions
and time-to-depth conversions (or depth-to-time conversions).
Velocity can originate from different sources. The Velocity cube can be directly imported,
computed from regional data within Paradigm™ GOCAD ® 2009 using mathematical
functions, or computed from field data (such as well logs, checkshots, stacking velocity, or
VRMS) using geostatistical operations and/or interpolation methods.
GOCAD can convert velocity from the following source types:
• Average, interval, RMS, or depth velocity (time domain)
• Average, interval, RMS, or time velocity (depth domain)
4-1
Paradigm™
To convert velocity in 1 On the Velocity menu bar, click Velocity Conversion, and then click Voxet: In One
one domain Domain to open the dialog box.
2 In the Voxet Velocity Cube box, enter the name of the Voxet object that carries the
velocity to be converted.
3 In the Input Velocity Property box, enter the velocity property to be converted.
4 In the Velocity Type box, select the type of the velocity to be converted.
Note The Voxet can be in either the time domain (pick a type from the first four choices) or the
depth domain (pick from the last four choices). RMS types are for stacking velocity.
5 In the Output Velocity Property box, enter the name of the velocity property
obtained by conversion of the input velocity.
6 In the Velocity Type box, select the type of the velocity obtained by the conversion.
Important If you selected a two-way time velocity in step 4, you must select another
two-way time velocity type here. If the conversion to be performed is from the time/
depth domain to the depth/time domain, use the function described in "Converting
the Velocity Type in Different Domains" on page 4-3.
7 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
Modeling
Velocity
4.2 Converting the Velocity Type in Different
Domains
Use this function to convert velocity from one domain (time/depth) to another domain
(depth/time). GOCAD creates a new cube carrying the converted velocity during the
conversion. This cube is in the final domain space (if the initial velocity is in time, the
created Voxet will be in the depth domain).
To convert velocity in 1 On the Velocity menu bar, click Velocity Conversion, and then click Voxet: In
different domains Different Domains to open the dialog box.
2 In the Voxet velocity cube box, select the name of the Voxet object that carries the
velocity to be converted.
3 In the Input velocity property box, enter the velocity property to be converted.
4 In the Velocity type box, select the type of the velocity to be converted.
Note The Voxet can be in either the time domain (pick a type from the first four choices) or the
depth domain (pick from the last four choices).
5 In the Velocity unit box, select the units in which the velocity is measured:
• m/s (two-way time). The time it takes, measured in meters per second, to go
from the datum to a given point and back.
• ft/s (two-way time). The time it takes, measured in feet per second, to go from
the datum to a given point and back.
• m/s (one-way time). The time it takes, measured in meters per second, to go
from the datum to a given point.
• ft/s (one-way time). The time it takes, measured in feet per second, to go from
the datum to a given point.
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Tip In the example in 6 In the Output voxet name box, type the name of the Voxet to be created. Since the
step 6, the depth cube will domain is changing, the converted velocity must be in a different Voxet.
be between 0 and 7500 m,
but you may not want the Example In the case of conversion from time to depth, if the time cube is between 0 and 6 s
full cube for the current and the maximum average velocity is 2500m/s, the depth cube will be between 0 and 7500m
stage of the modeling. You (with a conversion factor of 2). Therefore, if the same input Voxet had been used, most of the
might only want the sub- converted velocity would have fallen outside the input cube.
volume included between 0
and 5000. 7 In the Starting Z box, type the starting Z value of the Voxet in the final domain.
Tip In the example in step 6 8 In the Ending Z box, type the final Z value of the Voxet in the final domain.
(sub-volume from 0 to
5000m), the value entered is 9 In the Number of W steps box, type the number of samples along the depth/time
5000. axis.
10 In the Output velocity property box, enter the name of the velocity obtained by
conversion.
11 In the Velocity type box, select the type of the velocity obtained by the conversion.
Note You must select a different domain than the one selected in step 4. If you selected a two-
way time average velocity in step 4, you must select a depth type velocity here. If the
conversion to be performed is from the time/depth domain to the depth/time domain, use the
function described in "Converting the Velocity Type in Different Domains" on page 4-3.
12 Select the option that indicates whether the new converted velocity will be stored in
memory or on disk:
• Store in memory.
• Store on disk.
13 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
In this chapter • "Converting Objects Using a Velocity • "Reassigning an Object to the Correct
Cube," page 5-2 Domain," page 5-6
• "Converting a Seismic Cube,"
page 5-4
Overview The Velocity commands consist of a series of functions that perform velocity conversions
and time-to-depth conversions (or depth-to-time conversions).
The time-to depth conversion functions convert Paradigm™ GOCAD ® 2009 Objects from
one domain (time/depth) to the other domain (depth/time).
Velocity can originate from different sources. The Velocity cube can be directly imported,
computed from regional data within GOCAD using mathematical functions, or computed
from field data (such as well logs, checkshots, stacking velocity, or VRMS) using
geostatistical operations and/or interpolation methods.
5-1
Paradigm™
To convert from one 1 On the Velocity menu bar, click Time-Depth Conversion, and then click Convert
domain to another Object Using Velocity to open the dialog box.
domain using velocity
cube
2 In the Object list box, enter one or more GOCAD Objects to be converted (excluding
seismic cubes; see "Converting a Seismic Cube" on page 5-4).
3 If you want to create copies of the Objects before converting them, select the Copy
the Objects before conversion check box.
Note GOCAD prefixes the names of the copied Objects with time_ or depth_.
4 In the Voxet velocity cube box, enter the name of the Voxet carrying the average
velocity.
Note The velocity cube must be in same domain as the Objects to be converted.
5 In the Average velocity box, enter the name of the average velocity.
6 In the Velocity unit box, select the units in which the velocity is measured:
• m/s (two-way time). The time it takes, measured in meters per second, to go
from the datum to a given point and back.
5-2 Performing Time and Depth Domain Conversions GOCAD® 2009.1 User Guide
Part
VI
Modeling
Velocity
• ft/s (two-way time). The time it takes, measured in feet per second, to go from
the datum to a given point and back.
• m/s (one-way time). The time it takes, measured in meters per second, to go
from the datum to a given point.
• ft/s (one-way time). The time it takes, measured in feet per second, to go from
the datum to a given point.
7 Select the option indicating the type of conversion to be performed:
• Time to depth conversion.
• Depth to time conversion.
8 Select the option indicating the type of seismic reference datum:
• Constant. Equal to a constant.
• Varying. Defined by a Surface or 2D-Grid.
9 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
Rock & Fluid Canvas™ 2009 | Epos™ 4.0 5.1 Converting Objects Using a Velocity Cube 5-3
Paradigm™
To convert Seismic 1 On the Velocity menu bar, click Time-Depth Conversion, and then click Seismic
cube to time or to Cube Conversion to open the dialog box.
depth using average
velocity
2 In the Voxet seismic box, enter the name of the Voxet that contains the seismic
attribute to be converted.
3 In the Seismic properties box, enter one or more seismic properties to be converted.
(Amplitude is the default, but you can choose any other attribute(s).)
4 Select the option indicating the type of conversion to be performed:
• Time to depth conversion.
• Depth to time conversion.
5 In the Voxet velocity cube box, enter the name of the Voxet that contains the
average velocity. The velocity cube can be in the same domain as the seismic cube, or
it can be in another domain.
6 In the Average velocity box, enter the name of the average velocity used during the
seismic attribute conversion.
7 In the Velocity unit box, select the units in which the velocity is measured:
5-4 Performing Time and Depth Domain Conversions GOCAD® 2009.1 User Guide
Part
VI
Modeling
Velocity
• m/s (two-way time). The time it takes, measured in meters per second, to go
from the datum to a given point and back.
• ft/s (two-way time). The time it takes, measured in feet per second, to go from
the datum to a given point and back.
• m/s (one-way time). The time it takes, measured in meters per second, to go
from the datum to a given point.
• ft/s (one-way time). The time it takes, measured in feet per second, to go from
the datum to a given point.
Tip In the example in 8 In the Output Voxet Name box, type the name of the Voxet to be created. The new
step 8, the depth cube will Voxet will define how deformed/stretched the resampled wavelet will be.
be between 0 and 7500 m,
but you may not want the Example In the case of conversion from time to depth, if the time cube is between 0 and 6 s
full cube for the current and the maximum average velocity is 2500m/s, the depth cube will be between 0 and 7500m
stage of the modeling. You (with a conversion factor of 2). Therefore, if the same input Voxet had been used, most of the
might only want the sub- converted velocity would have fallen outside the input cube.
volume included between 0
and 5000. 9 In the Starting Z box, type the starting Z value of the Voxet in the final domain.
Tip In the example in step 8 10 In the Ending Z box, type the final Z value of the Voxet in the final domain.
(sub-volume from 0 to
5000m), the value entered is 11 In the Number of depth/time steps box, type the number of samples along the
5000. depth/time axis.
12 Select the option that indicates the property size of the Voxet:
• Create as 32 bits.
• Create as 16 bits.
• Create as 8 bits.
Note If the property is created as 8 bits, GOCAD reduces the memory used for the display
without sacrificing visual accuracy.
13 If you chose Create as 8 bits in step 12 and you want to define the data spread of
the converted property as -127 to 127, select the Is signed check box. Otherwise,
the data spread is assumed to be 0 to 255.
14 Select the option that indicates whether the new converted velocity will be stored in
memory or on disk:
• Store in memory.
• Store on disk.
15 Select the option that indicates the interpolation method to be used in the
conversion:
• Wavelet. A sync interpolation used for amplitude-like properties.
• Linear. Used for velocity-type properties.
• Closest value. Used for facies-like properties.
16 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
Rock & Fluid Canvas™ 2009 | Epos™ 4.0 5.2 Converting a Seismic Cube 5-5
Paradigm™
To check the domain ♦ Right-click the object in the Object Tree, click Attributes in the shortcut menu, and
of a single object then click the Info tab.
– or –
♦ Display the object in the 3D Viewer, click Get XYZ Coordinate on the Camera
Tools toolbar, and then click the object. Look at the units in the Information pane.
To reassign an Object 1 On the Velocity menu bar, click Time-Depth Conversion, and then click Reassign
to the correct domain Correct Domain to open the dialog box.
2 In the Object list box, enter one or more Objects to be reassigned to the other
domain.
3 Click OK to carry out the command and close the dialog box, or click Apply to carry
out the command and leave the dialog box open.
5-6 Performing Time and Depth Domain Conversions GOCAD® 2009.1 User Guide
Index
A constant property G
variable 2-10
Add Function geostatistics
menu 2-20 continuous histogram
estimation method
correction 3-30
add Surface (to Bayesian
Model) 1-5 create
kriging 3-10
add surfaces (to property
collocated
VoxetModel) 1-17 function 2-20
cokriging 3-12
attributes of create default LayerSet
indicator
Model Model3d 1-11 kriging 3-13
common 1-2 kriging 3-6
D kriging with external
drift 3-9
B define
kriging with
Bayesian kriging 3-10 property
trend 3-7
function 2-20
build (Model3d) 1-6 simulation methods
dir_Z 2-7
build (Voxet collocated
Model) 1-19 direction
cokriging 3-20
shoot 2-7
nonconditional
SGS 3-18
C
categorical histogram F SCloud
transform 3-27
correction 3-29 fill grid from facies
map 3-31 sequential gaussian
cloud transform (w/ P-
simulation 3-16
field) 3-27 from_inside 2-8, 2-18
sequential indicator
collocated cokriging from_outside 2-8
simulation 3-22
estimation 3-12 function
simulated
simulation 3-20 property annealing 3-24
constant 2-10 function 2-20
Index-1
Paradigm™