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examples/ConvergenceStudy/FiguresReproducibility/MeshRefinement/generate_meshes.py
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# gold standard: | ||
# impedance error 0.1% and maximum element size equal | ||
# to mesh size | ||
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import json | ||
import logging | ||
import os | ||
from copy import deepcopy | ||
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import ngsolve | ||
import numpy as np | ||
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import ossdbs | ||
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def remove_file_handler(logger): | ||
"""Remove file handler from logger instance.""" | ||
for h in logger.handlers: | ||
if isinstance(h, logging.FileHandler): | ||
logger.removeHandler(h) | ||
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def save_input_dict(base_input_dict): | ||
"""Save input dictionary for convergence run.""" | ||
input_dict = deepcopy(base_input_dict) | ||
input_dict["OutputPath"] = "./" | ||
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with open( | ||
os.path.join(base_input_dict["OutputPath"], "input_dict.json"), "w" | ||
) as fp: | ||
json.dump(input_dict, fp, indent=2) | ||
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BASE_CONTACT = { | ||
"Contact_ID": 1, | ||
"Active": False, | ||
"Current[A]": 0.0, | ||
"Voltage[V]": 0.0, | ||
"Floating": False, | ||
} | ||
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ossdbs.set_logger(logging.INFO) | ||
_logger = logging.getLogger("ossdbs") | ||
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electrode_name = "Medtronic3389" | ||
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with open("oss_dbs_parameters.json") as fp: | ||
base_input_dict = json.load(fp) | ||
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# add electrode | ||
base_input_dict["Electrodes"][0]["Name"] = electrode_name | ||
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# initially no adaptive refinement | ||
base_input_dict["Mesh"]["AdaptiveMeshRefinement"] = {} | ||
base_input_dict["Mesh"]["AdaptiveMeshRefinement"]["Active"] = False | ||
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# mri image | ||
mri_image, _ = ossdbs.load_images(base_input_dict) | ||
# pathway info | ||
pw = ossdbs.point_analysis.Pathway(base_input_dict["PointModel"]["Pathway"]["FileName"]) | ||
pw.write_netgen_meshsize_file( | ||
meshsize=min(mri_image.voxel_sizes), filename="meshsizes.txt" | ||
) | ||
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# first refinement level: Default | ||
base_input_dict["Mesh"]["MeshingHypothesis"]["Type"] = "Default" | ||
base_input_dict["Mesh"]["MeshingHypothesis"]["MaxMeshSize"] = 1e6 | ||
base_input_dict["OutputPath"] = "Results_PAM_default" | ||
electrodes = ossdbs.api.generate_electrodes(base_input_dict) | ||
brain_model = ossdbs.api.build_brain_model(base_input_dict, mri_image) | ||
try: | ||
geometry = ossdbs.ModelGeometry(brain_model, electrodes) | ||
except RuntimeError: | ||
brain_model = ossdbs.api.build_brain_model( | ||
base_input_dict, mri_image, rotate_initial_geo=True | ||
) | ||
geometry = ossdbs.ModelGeometry(brain_model, electrodes) | ||
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solver = ossdbs.api.prepare_solver(base_input_dict) | ||
dielectric_properties = ossdbs.api.prepare_dielectric_properties(base_input_dict) | ||
materials = base_input_dict["MaterialDistribution"]["MRIMapping"] | ||
conductivity = ossdbs.ConductivityCF( | ||
mri_image, | ||
brain_model.brain_region, | ||
dielectric_properties, | ||
materials, | ||
geometry.encapsulation_layers, | ||
complex_data=base_input_dict["EQSMode"], | ||
) | ||
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with ngsolve.TaskManager(): | ||
volume_conductor = ossdbs.api.prepare_volume_conductor_model( | ||
base_input_dict, geometry, conductivity, solver | ||
) | ||
print(volume_conductor.mesh.ngsolvemesh.ne) | ||
print("Save material") | ||
volume_conductor.export_material_distribution_to_vtk() | ||
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# refinement level: default and refinement around pathway | ||
base_input_dict["Mesh"]["MeshingHypothesis"]["MeshSizeFilename"] = "meshsizes.txt" | ||
base_input_dict["OutputPath"] = "Results_PAM_default_meshsize" | ||
with ngsolve.TaskManager(): | ||
volume_conductor = ossdbs.api.prepare_volume_conductor_model( | ||
base_input_dict, geometry, conductivity, solver | ||
) | ||
print(volume_conductor.mesh.ngsolvemesh.ne) | ||
print("Save material") | ||
volume_conductor.export_material_distribution_to_vtk() | ||
# reset mesh size file name | ||
base_input_dict["Mesh"]["MeshingHypothesis"]["MeshSizeFilename"] = "" | ||
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# fourth refinement: material refinement | ||
base_input_dict["OutputPath"] = "Results_PAM_material_refinement" | ||
with ngsolve.TaskManager(): | ||
volume_conductor = ossdbs.api.prepare_volume_conductor_model( | ||
base_input_dict, geometry, conductivity, solver | ||
) | ||
# two refinement steps | ||
volume_conductor.refine_mesh_by_material(2) | ||
print(volume_conductor.mesh.ngsolvemesh.ne) | ||
print("Save material") | ||
volume_conductor.export_material_distribution_to_vtk() | ||
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# sixth refinement: more edge refinement | ||
base_input_dict["Mesh"]["MeshingHypothesis"]["Type"] = "Default" | ||
lead_diameter = ossdbs.electrodes.default_electrode_parameters[ | ||
electrode_name | ||
].lead_diameter | ||
perimeter = np.pi * lead_diameter | ||
edge_size = perimeter / 50.0 | ||
print(edge_size) | ||
base_input_dict["Electrodes"][0]["Contacts"][0]["MaxMeshSizeEdge"] = edge_size | ||
base_input_dict["Electrodes"][0]["Contacts"][1]["MaxMeshSizeEdge"] = edge_size | ||
base_input_dict["OutputPath"] = "Results_PAM_fine_edge_refinement" | ||
ossdbs.api.set_contact_and_encapsulation_layer_properties(base_input_dict, geometry) | ||
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with ngsolve.TaskManager(): | ||
volume_conductor = ossdbs.api.prepare_volume_conductor_model( | ||
base_input_dict, geometry, conductivity, solver | ||
) | ||
geo = volume_conductor.mesh.ngsolvemesh.ngmesh.GetGeometry() | ||
for edge in geo.shape.edges: | ||
print(edge.name, edge.maxh) | ||
print(volume_conductor.mesh.ngsolvemesh.ne) | ||
print("Save material") | ||
volume_conductor.export_material_distribution_to_vtk() |
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examples/ConvergenceStudy/FiguresReproducibility/MeshRefinement/oss_dbs_parameters.json
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{ | ||
"BrainRegion": { | ||
"Center": {"x[mm]": 13.5035, "y[mm]": -9.49908, "z[mm]": -9.87216}, | ||
"Dimension": {"x[mm]": 60, "y[mm]": 60, "z[mm]": 80}, | ||
"Shape": "Ellipsoid" | ||
}, | ||
"Electrodes": [ | ||
{ | ||
"Name": "", | ||
"Rotation[Degrees]": 0.15176099498051523, | ||
"Direction": { | ||
"x[mm]": 0.0, | ||
"y[mm]": 0.0, | ||
"z[mm]": 1.0 | ||
}, | ||
"TipPosition": { | ||
"x[mm]": 12.956271802141353, | ||
"y[mm]": -9.901870551007098, | ||
"z[mm]": -12.01710780157648 | ||
}, | ||
"EncapsulationLayer": { | ||
"Thickness[mm]": 0.0, | ||
"Material": "Gray matter", | ||
"DielectricModel": "ColeCole4", | ||
"DielectricParameters": null, | ||
"MaxMeshSize": 0.1 | ||
}, | ||
"Contacts": [ | ||
{ | ||
"Contact_ID": 1, | ||
"Active": false, | ||
"Current[A]": 0.0, | ||
"Voltage[V]": 0.0, | ||
"Floating": true, | ||
"SurfaceImpedance[Ohmm]": {"real": 0.0, "imag": 0.0} | ||
}, | ||
{ | ||
"Contact_ID": 2, | ||
"Active": false, | ||
"Current[A]": 0.012, | ||
"Voltage[V]": 0.0, | ||
"Floating": true, | ||
"SurfaceImpedance[Ohmm]": {"real": 0.0, "imag": 0.0} | ||
}, | ||
{ | ||
"Contact_ID": 3, | ||
"Active": false, | ||
"Current[A]": -0.004, | ||
"Voltage[V]": 0.0, | ||
"Floating": true, | ||
"SurfaceImpedance[Ohmm]": {"real": 0.0, "imag": 0.0} | ||
}, | ||
{ | ||
"Contact_ID": 4, | ||
"Active": false, | ||
"Current[A]": -0.008, | ||
"Voltage[V]": 0.0, | ||
"Floating": true, | ||
"SurfaceImpedance[Ohmm]": {"real": 0.0, "imag": 0.0} | ||
} | ||
] | ||
} | ||
], | ||
"Surfaces": [ | ||
{"Name": "BrainSurface", "Active": true, "Current[A]": 0.0, "Voltage[V]": 0.0} | ||
], | ||
"MaterialDistribution": { | ||
"MRIPath": "../../PAM/segmask.nii.gz", | ||
"MRIMapping": { | ||
"Blood": 4, | ||
"Gray matter": 1, | ||
"White matter": 2, | ||
"CSF": 3, | ||
"Unknown": 0 | ||
}, | ||
"DiffusionTensorActive": false, | ||
"DTIPath": "" | ||
}, | ||
"DielectricModel": {"Type": "ColeCole4", "CustomParameters": null}, | ||
"Mesh": { | ||
"LoadMesh": false, | ||
"LoadPath": "", | ||
"MeshingHypothesis": {"Type": "Default"}, | ||
"HPRefinement": {"Active": false, "Levels": 2, "Factor": 0.125}, | ||
"AdaptiveMeshRefinement": { | ||
"Active": false, | ||
"MaxIterations": 10, | ||
"ErrorTolerance": 0.1 | ||
}, | ||
"MeshSize": {"Edges": {}, "Faces": {}, "Volumes": {}}, | ||
"SaveMesh": false, | ||
"SavePath": "mesh" | ||
}, | ||
"EQSMode": false, | ||
"FEMOrder": 2, | ||
"StimulationSignal": { | ||
"Type": "Rectangle", | ||
"ListOfFrequencies": [10000], | ||
"Frequency[Hz]": 130.0, | ||
"PulseWidth[us]": 30.0, | ||
"PulseTopWidth[us]": 0.0, | ||
"CounterPulseWidth[us]": 0.0, | ||
"InterPulseWidth[us]": 0.0, | ||
"SpectrumMode": "OctaveBand", | ||
"CounterAmplitude": 1.0, | ||
"CutoffFrequency": 250000.0, | ||
"CurrentControlled": true | ||
}, | ||
"Solver": { | ||
"Type": "CG", | ||
"Preconditioner": "local", | ||
"PreconditionerKwargs": {}, | ||
"MaximumSteps": 5000, | ||
"Precision": 1e-10 | ||
}, | ||
"PointModel": { | ||
"Pathway": { | ||
"Active": true, | ||
"FileName": "../../PAM/Allocated_axons.h5", | ||
"ExportField": false | ||
}, | ||
"Lattice": { | ||
"Active": false, | ||
"Center": {"x[mm]": 0, "y[mm]": 0, "z[mm]": 0}, | ||
"Shape": {"x": 10, "y": 10, "z": 10}, | ||
"Direction": {"x[mm]": 0, "y[mm]": 0, "z[mm]": 1}, | ||
"PointDistance[mm]": 0.1, | ||
"CollapseVTA": false, | ||
"ExportField": false | ||
}, | ||
"VoxelLattice": { | ||
"Active": false, | ||
"Shape": {"x": 10, "y": 10, "z": 10}, | ||
"TimeDomain": false, | ||
"ExportField": false | ||
} | ||
}, | ||
"OutputPath": "Results_rh", | ||
"ComputeImpedance": false, | ||
"ExportVTK": true, | ||
"ExportFrequency": null, | ||
"ExportElectrode": false, | ||
"ModelSide": 0, | ||
"CalcAxonActivation": true, | ||
"ActivationThresholdVTA[V-per-m]": 200.0, | ||
"FailFlag": "rh", | ||
"OutOfCore": false, | ||
"PathwayFile": "../../PAM/Allocated_axons_parameters.json", | ||
"StimSets": {"Active": false, "StimSetsFile": null} | ||
} |
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