Perth Basin, Western Australia

Regional stratigraphy and major normal faults of the northern Perth Basin

This model covers the northern Perth Basin, Western Australia, including eight major normal faults (among them the Darling Fault) offsetting a Permian-to-Cretaceous sedimentary sequence.

import os

# Importing GemPy
import gempy as gp
import gempy_viewer as gpv

# Importing auxiliary libraries
import matplotlib

matplotlib.rcParams['figure.figsize'] = (20.0, 10.0)

cwd = os.getcwd()
if 'examples' not in cwd:
    data_path = os.getcwd() + '/examples'
else:
    data_path = cwd + '/../..'

geo_model = gp.create_geomodel(
    project_name='Perth_Basin',
    extent=[337000, 400000, 6640000, 6710000, -18000, 1000],
    refinement=6,
    importer_helper=gp.data.ImporterHelper(
        path_to_orientations=data_path + "/data/input_data/perth_basin/Paper_GU2F_sc_faults_topo_Foliations.csv",
        path_to_surface_points=data_path + "/data/input_data/perth_basin/Paper_GU2F_sc_faults_topo_Points.csv",
    )
)

geo_model.structural_frame

Structural Groups:	StructuralGroup: Name: default_formation Structural Relation: StackRelationType.ERODE Elements: StructuralElement: Name: Abrolhos_Transfer StructuralElement: Name: Cadda StructuralElement: Name: Cattamarra StructuralElement: Name: Coomallo StructuralElement: Name: Cretaceous StructuralElement: Name: Darling StructuralElement: Name: Eneabba StructuralElement: Name: Eneabba_South StructuralElement: Name: Hypo_fault_E StructuralElement: Name: Hypo_fault_W StructuralElement: Name: Lesueur StructuralElement: Name: Permian StructuralElement: Name: Urella_North StructuralElement: Name: Urella_South StructuralElement: Name: Woodada_Kockatea StructuralElement: Name: Yarragadee
Fault Relations:	default_fo... default_formation
	True False

del_surfaces = ['Cadda', 'Woodada_Kockatea', 'Cattamarra']
for s in del_surfaces:
    gp.remove_element_by_name(geo_model, s)

geo_model.structural_frame

Structural Groups:	StructuralGroup: Name: default_formation Structural Relation: StackRelationType.ERODE Elements: StructuralElement: Name: Abrolhos_Transfer StructuralElement: Name: Coomallo StructuralElement: Name: Cretaceous StructuralElement: Name: Darling StructuralElement: Name: Eneabba StructuralElement: Name: Eneabba_South StructuralElement: Name: Hypo_fault_E StructuralElement: Name: Hypo_fault_W StructuralElement: Name: Lesueur StructuralElement: Name: Permian StructuralElement: Name: Urella_North StructuralElement: Name: Urella_South StructuralElement: Name: Yarragadee
Fault Relations:	default_fo... default_formation
	True False

gp.map_stack_to_surfaces(
    gempy_model=geo_model,
    mapping_object={
        "fault_Abrolhos_Transfer": ["Abrolhos_Transfer"],
        "fault_Coomallo": ["Coomallo"],
        "fault_Eneabba_South": ["Eneabba_South"],
        "fault_Hypo_fault_W": ["Hypo_fault_W"],
        "fault_Hypo_fault_E": ["Hypo_fault_E"],
        "fault_Urella_North": ["Urella_North"],
        "fault_Darling": ["Darling"],
        "fault_Urella_South": ["Urella_South"],
        "Sedimentary_Series": ['Cretaceous', 'Yarragadee', 'Eneabba', 'Lesueur', 'Permian']
    }
)

Structural Groups:	StructuralGroup: Name: fault_Abrolhos_Transfer Structural Relation: StackRelationType.ERODE Elements: StructuralElement: Name: Abrolhos_Transfer StructuralGroup: Name: fault_Coomallo Structural Relation: StackRelationType.ERODE Elements: StructuralElement: Name: Coomallo StructuralGroup: Name: fault_Eneabba_South Structural Relation: StackRelationType.ERODE Elements: StructuralElement: Name: Eneabba_South StructuralGroup: Name: fault_Hypo_fault_W Structural Relation: StackRelationType.ERODE Elements: StructuralElement: Name: Hypo_fault_W StructuralGroup: Name: fault_Hypo_fault_E Structural Relation: StackRelationType.ERODE Elements: StructuralElement: Name: Hypo_fault_E StructuralGroup: Name: fault_Urella_North Structural Relation: StackRelationType.ERODE Elements: StructuralElement: Name: Urella_North StructuralGroup: Name: fault_Darling Structural Relation: StackRelationType.ERODE Elements: StructuralElement: Name: Darling StructuralGroup: Name: fault_Urella_South Structural Relation: StackRelationType.ERODE Elements: StructuralElement: Name: Urella_South StructuralGroup: Name: Sedimentary_Series Structural Relation: StackRelationType.ERODE Elements: StructuralElement: Name: Cretaceous StructuralElement: Name: Yarragadee StructuralElement: Name: Eneabba StructuralElement: Name: Lesueur StructuralElement: Name: Permian
Fault Relations:	fault_Abro... fault_Coom... fault_Enea... fault_Hypo... fault_Hypo... fault_Urel... fault_Darl... fault_Urel... Sedimentar... fault_Abrolhos_Transfer fault_Coomallo fault_Eneabba_South fault_Hypo_fault_W fault_Hypo_fault_E fault_Urella_North fault_Darling fault_Urella_South Sedimentary_Series
	True False

Select which series are faults

gp.set_is_fault(
    geo_model,
    [
        "fault_Abrolhos_Transfer",
        "fault_Coomallo",
        "fault_Eneabba_South",
        "fault_Hypo_fault_W",
        "fault_Hypo_fault_E",
        "fault_Urella_North",
        "fault_Darling",
        "fault_Urella_South"
    ],
)

print(geo_model.structural_frame.fault_relations)

[[False False False False False False False False  True]
 [False False False False False False False False  True]
 [False False False False False False False False  True]
 [False False False False False False False False  True]
 [False False False False False False False False  True]
 [False False False False False False False False  True]
 [False False False False False False False False  True]
 [False False False False False False False False  True]
 [False False False False False False False False False]]

gpv.plot_2d(geo_model, direction=['z'])

<gempy_viewer.modules.plot_2d.visualization_2d.Plot2D object at 0x7f3e14f032d0>

gp.set_topography_from_random(geo_model.grid)

[-2800.  1000.]
Active grids: GridTypes.OCTREE|TOPOGRAPHY|NONE

Topography(_regular_grid=RegularGrid(resolution=array([192, 256,  64]), extent=array([ 3.37e+05,  4.00e+05,  6.64e+06,  6.71e+06, -1.80e+04,  1.00e+03]), values=array([[ 3.37164062e+05,  6.64013672e+06, -1.78515625e+04],
       [ 3.37164062e+05,  6.64013672e+06, -1.75546875e+04],
       [ 3.37164062e+05,  6.64013672e+06, -1.72578125e+04],
       ...,
       [ 3.99835938e+05,  6.70986328e+06,  2.57812500e+02],
       [ 3.99835938e+05,  6.70986328e+06,  5.54687500e+02],
       [ 3.99835938e+05,  6.70986328e+06,  8.51562500e+02]],
      shape=(3145728, 3)), mask_topo=array([], shape=(0, 3), dtype=bool), _transform=None, _base_resolution=array([6, 8, 2])), values_2d=array([[[ 3.37000000e+05,  6.64000000e+06, -8.39147067e+02],
        [ 3.37000000e+05,  6.64027451e+06, -7.87038174e+02],
        [ 3.37000000e+05,  6.64054902e+06, -7.43806087e+02],
        ...,
        [ 3.37000000e+05,  6.70945098e+06, -1.01702181e+03],
        [ 3.37000000e+05,  6.70972549e+06, -9.62665055e+02],
        [ 3.37000000e+05,  6.71000000e+06, -9.02652722e+02]],

       [[ 3.37329843e+05,  6.64000000e+06, -8.45509106e+02],
        [ 3.37329843e+05,  6.64027451e+06, -8.07154510e+02],
        [ 3.37329843e+05,  6.64054902e+06, -7.77055023e+02],
        ...,
        [ 3.37329843e+05,  6.70945098e+06, -9.91611095e+02],
        [ 3.37329843e+05,  6.70972549e+06, -9.45242811e+02],
        [ 3.37329843e+05,  6.71000000e+06, -8.97111509e+02]],

       [[ 3.37659686e+05,  6.64000000e+06, -8.25487379e+02],
        [ 3.37659686e+05,  6.64027451e+06, -7.88725276e+02],
        [ 3.37659686e+05,  6.64054902e+06, -7.43281635e+02],
        ...,
        [ 3.37659686e+05,  6.70945098e+06, -9.23235105e+02],
        [ 3.37659686e+05,  6.70972549e+06, -8.77676638e+02],
        [ 3.37659686e+05,  6.71000000e+06, -8.57097627e+02]],

       ...,

       [[ 3.99340314e+05,  6.64000000e+06, -1.26479236e+03],
        [ 3.99340314e+05,  6.64027451e+06, -1.18979385e+03],
        [ 3.99340314e+05,  6.64054902e+06, -1.13495191e+03],
        ...,
        [ 3.99340314e+05,  6.70945098e+06, -1.34370283e+03],
        [ 3.99340314e+05,  6.70972549e+06, -1.35875555e+03],
        [ 3.99340314e+05,  6.71000000e+06, -1.32592610e+03]],

       [[ 3.99670157e+05,  6.64000000e+06, -1.19395572e+03],
        [ 3.99670157e+05,  6.64027451e+06, -1.11955152e+03],
        [ 3.99670157e+05,  6.64054902e+06, -1.08116437e+03],
        ...,
        [ 3.99670157e+05,  6.70945098e+06, -1.30324540e+03],
        [ 3.99670157e+05,  6.70972549e+06, -1.32203653e+03],
        [ 3.99670157e+05,  6.71000000e+06, -1.27123499e+03]],

       [[ 4.00000000e+05,  6.64000000e+06, -1.13597243e+03],
        [ 4.00000000e+05,  6.64027451e+06, -1.06163021e+03],
        [ 4.00000000e+05,  6.64054902e+06, -1.01937065e+03],
        ...,
        [ 4.00000000e+05,  6.70945098e+06, -1.26587597e+03],
        [ 4.00000000e+05,  6.70972549e+06, -1.24971634e+03],
        [ 4.00000000e+05,  6.71000000e+06, -1.20352799e+03]]],
      shape=(192, 256, 3)), source=None, values=array([[ 3.37000000e+05,  6.64000000e+06, -8.39147067e+02],
       [ 3.37000000e+05,  6.64027451e+06, -7.87038174e+02],
       [ 3.37000000e+05,  6.64054902e+06, -7.43806087e+02],
       ...,
       [ 4.00000000e+05,  6.70945098e+06, -1.26587597e+03],
       [ 4.00000000e+05,  6.70972549e+06, -1.24971634e+03],
       [ 4.00000000e+05,  6.71000000e+06, -1.20352799e+03]],
      shape=(49152, 3)), resolution=(192, 256), raster_shape=())

gpv.plot_3d(geo_model)

<gempy_viewer.modules.plot_3d.vista.GemPyToVista object at 0x7f3e14f6fbd0>

gp.compute_model(
    gempy_model=geo_model,
    engine_config=gp.data.GemPyEngineConfig(
        backend=gp.data.AvailableBackends.PYTORCH,
        dtype="float64",
    )
)

Setting Backend To: AvailableBackends.PYTORCH
GPU enabled. Using device: cuda
GPU device count: 1
Current GPU device: 0
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Solutions: 6 Octree Levels, 13 DualContouringMeshes

gpv.plot_2d(geo_model, cell_number="mid")

<gempy_viewer.modules.plot_2d.visualization_2d.Plot2D object at 0x7f3e3f725850>

gpv.plot_2d(geo_model, cell_number="mid", series_n=-1, show_scalar=True)

<gempy_viewer.modules.plot_2d.visualization_2d.Plot2D object at 0x7f3e3d5656d0>

gpv.plot_2d(geo_model, cell_number=[12], direction=["y"], show_data=True, show_topography=True)

<gempy_viewer.modules.plot_2d.visualization_2d.Plot2D object at 0x7f3e144013d0>

sphinx_gallery_thumbnail_number = 6

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

<gempy_viewer.modules.plot_3d.vista.GemPyToVista object at 0x7f3e14f8e430>