Model 1 - Horizontal Stratigraphy

Simple model of horizontally stacked layers

This script demonstrates how to create a geological model with horizontally stacked layers using GemPy, a Python-based, open-source library for implicit geological modeling.

# 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='horizontal',
    extent=[0, 1000, 0, 1000, 0, 1000],
    refinement=6,
    importer_helper=gp.data.ImporterHelper(
        path_to_orientations=path_to_data + "model1_orientations.csv",
        path_to_surface_points=path_to_data + "model1_surface_points.csv"
    )
)

# Map geological series to surfaces
gp.map_stack_to_surfaces(
    gempy_model=geo_model,
    mapping_object={"Strat_Series": ('rock2', 'rock1')}
)

# Compute the geological model
gp.compute_model(geo_model)

Surface points hash:  6f1a39ed77e87a4057f03629c946b1876b87e24409cadfe0e1cf7ab1488f69e4
Orientations hash:  04c307ae23f70252fe54144a2fb95ca7d96584a2d497ea539ed32dfd23e7cd5d
Setting Backend To: AvailableBackends.PYTORCH
GPU enabled. Using device: cuda
GPU device count: 1
Current GPU device: 0

Solutions: 6 Octree Levels, 2 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)

<gempy_viewer.modules.plot_2d.visualization_2d.Plot2D object at 0x7f3e54737250>

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

gpv.plot_2d(geo_model, direction=['x'], show_data=True)
gpv.plot_2d(geo_model, direction=['y'], show_data=True)

• 
• 

<gempy_viewer.modules.plot_2d.visualization_2d.Plot2D object at 0x7f3e3d4907d0>

3D visualization

Display the computed model in 3D

gpv.plot_3d(geo_model, show_lith=True, show_boundaries=True, ve=None)

<gempy_viewer.modules.plot_3d.vista.GemPyToVista object at 0x7f3e3d54e890>