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...genceStudy/PAM/BostonScientificVerciseDirected/adjacent_contacts/run_convergence_study.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 numpy as np | ||
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import ossdbs | ||
from ossdbs.main import main_run | ||
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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) | ||
# add one layer to make sure input files get found | ||
input_dict["MaterialDistribution"]["MRIPath"] = os.path.join( | ||
"..", "..", input_dict["MaterialDistribution"]["MRIPath"] | ||
) | ||
input_dict["PointModel"]["Pathway"]["FileName"] = os.path.join( | ||
"..", "..", input_dict["PointModel"]["Pathway"]["FileName"] | ||
) | ||
input_dict["PathwayFile"] = os.path.join("..", "..", input_dict["PathwayFile"]) | ||
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() | ||
_logger = logging.getLogger("ossdbs") | ||
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electrode_name = "BostonScientificVerciseDirected" | ||
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with open("../../oss_dbs_parameters.json") as fp: | ||
base_input_dict = json.load(fp) | ||
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# adjust pathes | ||
base_input_dict["MaterialDistribution"]["MRIPath"] = os.path.join( | ||
"..", "..", base_input_dict["MaterialDistribution"]["MRIPath"] | ||
) | ||
base_input_dict["PointModel"]["Pathway"]["FileName"] = os.path.join( | ||
"..", "..", base_input_dict["PointModel"]["Pathway"]["FileName"] | ||
) | ||
base_input_dict["PathwayFile"] = os.path.join( | ||
"..", "..", base_input_dict["PathwayFile"] | ||
) | ||
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# add electrode | ||
base_input_dict["Electrodes"][0]["Name"] = electrode_name | ||
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# change contacts | ||
base_input_dict["Electrodes"][0]["Contacts"][0]["Current[A]"] = 0.012 | ||
base_input_dict["Electrodes"][0]["Contacts"][1]["Current[A]"] = -0.004 | ||
base_input_dict["Electrodes"][0]["Contacts"][2]["Current[A]"] = -0.004 | ||
base_input_dict["Electrodes"][0]["Contacts"][3]["Current[A]"] = -0.004 | ||
# for PAM | ||
base_input_dict["Scaling"] = 1.0 | ||
base_input_dict["ScalingIndex"] = None | ||
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# initially no adaptive refinement | ||
base_input_dict["Mesh"]["AdaptiveMeshRefinement"] = {} | ||
base_input_dict["Mesh"]["AdaptiveMeshRefinement"]["Active"] = False | ||
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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" | ||
main_run(base_input_dict) | ||
save_input_dict(base_input_dict) | ||
ossdbs.api.run_PAM(base_input_dict) | ||
remove_file_handler(_logger) | ||
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# second refinement level: fine assumption | ||
base_input_dict["Mesh"]["MeshingHypothesis"]["Type"] = "Fine" | ||
base_input_dict["OutputPath"] = "Results_PAM_fine" | ||
main_run(base_input_dict) | ||
save_input_dict(base_input_dict) | ||
ossdbs.api.run_PAM(base_input_dict) | ||
remove_file_handler(_logger) | ||
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# third refinement level: very fine assumption | ||
base_input_dict["Mesh"]["MeshingHypothesis"]["Type"] = "VeryFine" | ||
base_input_dict["OutputPath"] = "Results_PAM_very_fine" | ||
main_run(base_input_dict) | ||
save_input_dict(base_input_dict) | ||
ossdbs.api.run_PAM(base_input_dict) | ||
remove_file_handler(_logger) | ||
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# fourth refinement: material refinement | ||
base_input_dict["Mesh"]["MaterialRefinementSteps"] = 2 | ||
base_input_dict["OutputPath"] = "Results_PAM_material_refinement" | ||
main_run(base_input_dict) | ||
save_input_dict(base_input_dict) | ||
ossdbs.api.run_PAM(base_input_dict) | ||
remove_file_handler(_logger) | ||
# reset material refinement | ||
base_input_dict["Mesh"]["MaterialRefinementSteps"] = 0 | ||
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# fifth refinement: 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 / 20.0 | ||
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_edge_refinement" | ||
main_run(base_input_dict) | ||
save_input_dict(base_input_dict) | ||
ossdbs.api.run_PAM(base_input_dict) | ||
remove_file_handler(_logger) | ||
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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 | ||
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" | ||
main_run(base_input_dict) | ||
save_input_dict(base_input_dict) | ||
ossdbs.api.run_PAM(base_input_dict) | ||
remove_file_handler(_logger) | ||
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# seventh refinement: very fine 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 / 75.0 | ||
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_very_fine_edge_refinement" | ||
main_run(base_input_dict) | ||
save_input_dict(base_input_dict) | ||
ossdbs.api.run_PAM(base_input_dict) | ||
remove_file_handler(_logger) | ||
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# eigth refinement: edge refinement + limit on voxel size | ||
mri_image, _ = ossdbs.load_images(base_input_dict) | ||
max_mesh_size = 10.0 * min(mri_image.voxel_sizes) | ||
print(f"Imposing max mesh size of: {max_mesh_size:.2f}") | ||
base_input_dict["Mesh"]["MeshingHypothesis"]["MaxMeshSize"] = max_mesh_size | ||
base_input_dict["OutputPath"] = "Results_PAM_edge_voxel_refinement" | ||
main_run(base_input_dict) | ||
save_input_dict(base_input_dict) | ||
ossdbs.api.run_PAM(base_input_dict) | ||
remove_file_handler(_logger) | ||
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# ninth refinement: material refinement + edge refinement | ||
base_input_dict["Mesh"]["MaterialRefinementSteps"] = 1 | ||
base_input_dict["Mesh"]["MeshingHypothesis"]["MaxMeshSize"] = 1e6 | ||
base_input_dict["OutputPath"] = "Results_PAM_edge_single_material_refinement" | ||
main_run(base_input_dict) | ||
save_input_dict(base_input_dict) | ||
ossdbs.api.run_PAM(base_input_dict) | ||
remove_file_handler(_logger) | ||
# reset material refinement | ||
base_input_dict["Mesh"]["MaterialRefinementSteps"] = 0 | ||
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# tenth refinement: material refinement + edge refinement | ||
base_input_dict["Mesh"]["MaterialRefinementSteps"] = 2 | ||
base_input_dict["Mesh"]["MeshingHypothesis"]["MaxMeshSize"] = 1e6 | ||
base_input_dict["OutputPath"] = "Results_PAM_edge_double_material_refinement" | ||
main_run(base_input_dict) | ||
save_input_dict(base_input_dict) | ||
ossdbs.api.run_PAM(base_input_dict) | ||
remove_file_handler(_logger) | ||
# reset material refinement | ||
base_input_dict["Mesh"]["MaterialRefinementSteps"] = 0 | ||
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# finest level: voxel size + adaptive mesh refinement | ||
max_mesh_size = min(mri_image.voxel_sizes) | ||
base_input_dict["Mesh"]["MeshingHypothesis"]["MaxMeshSize"] = max_mesh_size | ||
# one material refinement step | ||
base_input_dict["Mesh"]["MaterialRefinementSteps"] = 1 | ||
# reset edge size | ||
edge_size = 1e6 | ||
base_input_dict["Electrodes"][0]["Contacts"][0]["MaxMeshSizeEdge"] = edge_size | ||
base_input_dict["Electrodes"][0]["Contacts"][1]["MaxMeshSizeEdge"] = edge_size | ||
# adaptive refinement | ||
base_input_dict["Mesh"]["AdaptiveMeshRefinement"]["Active"] = True | ||
base_input_dict["OutputPath"] = "Results_PAM_best" | ||
main_run(base_input_dict) | ||
save_input_dict(base_input_dict) | ||
ossdbs.api.run_PAM(base_input_dict) |
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