Model 7 - Combination

Combining faults and unconformities

This script creates a folded domain featuring an unconformity and a fault using GemPy, an open-source, Python-based library for building implicit geological models.

# Import necessary libraries
import gempy as gp
import gempy_viewer as gpv

# sphinx_gallery_thumbnail_number = 2

Generate the model

Define the path to the input data

data_path = 'https://raw.githubusercontent.com/cgre-aachen/gempy_data/master/'
path_to_data = data_path + "/data/input_data/jan_models/"

# Create a GeoModel instance
geo_model = gp.create_geomodel(
    project_name='combination',
    extent=[0, 2500, 0, 1000, 0, 1000],
    resolution=[20, 20, 20],
    refinement=6,
    importer_helper=gp.data.ImporterHelper(
        path_to_orientations=path_to_data + "model7_orientations.csv",
        path_to_surface_points=path_to_data + "model7_surface_points.csv"
    )
)

# Map geological series to surfaces
gp.map_stack_to_surfaces(
    gempy_model=geo_model,
    mapping_object={
        "Fault_Series": 'fault',
        "Strat_Series1": 'rock3',
        "Strat_Series2": ('rock2', 'rock1'),
    }
)

# Define the youngest structural group as a fault
gp.set_is_fault(geo_model, ["Fault_Series"])

# Increase octree surface resolution for a more accurate fault surface
geo_model.interpolation_options.number_octree_levels_surface = 5

# Compute the geological model
gp.compute_model(geo_model)
Surface points hash:  dd7b2f714c1c20cb7ce615c5c47ecc4cf3ca2ee3419e4090b2f11fbf633d459f
Orientations hash:  4043b59bbfa7012abd818f04f74e2b0667ba970dd71c781512289bc073f5a6d5
Setting Backend To: AvailableBackends.PYTORCH
GPU enabled. Using device: cuda
GPU device count: 1
Current GPU device: 0
Chunking done: 6 chunks
Chunking done: 26 chunks
Chunking done: 13 chunks
Chunking done: 8 chunks
Solutions: 6 Octree Levels, 4 DualContouringMeshes


2D visualization

Plot the initial input data in the y direction, without computed results

gpv.plot_2d(geo_model, direction=['y'], show_results=False)
Cell Number: mid Direction: y
<gempy_viewer.modules.plot_2d.visualization_2d.Plot2D object at 0x7f3e459464d0>

Plot the computed result in the y and x directions, with data

gpv.plot_2d(geo_model, direction='y', show_data=True, show_boundaries=True)
gpv.plot_2d(geo_model, direction='x', show_data=True)
  • Cell Number: mid Direction: y
  • Cell Number: mid Direction: x
<gempy_viewer.modules.plot_2d.visualization_2d.Plot2D object at 0x7f3eea273950>

Plot the lithology blocks accounting for fault offsets

gpv.plot_2d(
    model=geo_model,
    override_regular_grid=geo_model.solutions.raw_arrays.litho_faults_block,
    show_data=True,
    kwargs_lithology={'cmap': 'Set1', 'norm': None}
)
Cell Number: mid Direction: y
<gempy_viewer.modules.plot_2d.visualization_2d.Plot2D object at 0x7f3e459463d0>

3D visualization

Display the computed model in 3D

gpv.plot_3d(geo_model, show_lith=True, show_boundaries=True, ve=None)
g07 combination
<gempy_viewer.modules.plot_3d.vista.GemPyToVista object at 0x7f3e3d42e350>

Total running time of the script: (0 minutes 5.553 seconds)

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