pyforce package

Subpackages

• pyforce.offline package
  • Submodules
  • pyforce.offline.eim module
    • EIM
      • EIM.compute_errors()
      • EIM.compute_lebesgue_constant()
      • EIM.fit()
      • EIM.reconstruct()
      • EIM.reduce()
      • EIM.save()
    • deim()
  • pyforce.offline.geim module
    • GEIM
      • GEIM.compute_errors()
      • GEIM.compute_lebesgue_constant()
      • GEIM.fit()
      • GEIM.plot_sensors()
      • GEIM.reconstruct()
      • GEIM.reduce()
      • GEIM.save()
  • pyforce.offline.offline_base module
    • OfflineDDROM
      • OfflineDDROM.fit()
      • OfflineDDROM.reconstruct()
      • OfflineDDROM.reduce()
      • OfflineDDROM.save()
  • pyforce.offline.pod module
    • HierarchicalSVD
      • HierarchicalSVD.update()
    • IncrementalSVD
      • IncrementalSVD.fit()
      • IncrementalSVD.update()
    • POD
      • POD.compute_basis()
      • POD.compute_errors()
      • POD.fit()
      • POD.gram_schmidt()
      • POD.plot_eigenvalues()
      • POD.reconstruct()
      • POD.reduce()
      • POD.save()
    • rSVD
      • rSVD.compute_errors()
      • rSVD.fit()
      • rSVD.plot_sing_vals()
      • rSVD.reconstruct()
      • rSVD.reduce()
      • rSVD.save()
  • pyforce.offline.sensors module
    • ExponentialSensorLibrary
      • ExponentialSensorLibrary.create_library()
    • GaussianSensorLibrary
      • GaussianSensorLibrary.create_library()
    • IndicatorFunctionSensorLibrary
      • IndicatorFunctionSensorLibrary.create_library()
    • SensorLibraryBase
      • SensorLibraryBase.action()
      • SensorLibraryBase.add_sensor()
      • SensorLibraryBase.create_library()
      • SensorLibraryBase.library
      • SensorLibraryBase.nodes
      • SensorLibraryBase.set_library()
  • pyforce.offline.sgreedy module
    • SGREEDY
      • SGREEDY.fit()
      • SGREEDY.plot_sensors()
      • SGREEDY.save()
    • compute_inf_sup()
  • Module contents
• pyforce.online package
  • Submodules
  • pyforce.online.eim module
    • EIM
      • EIM.compute_B_matrix()
      • EIM.compute_errors()
      • EIM.estimate()
      • EIM.get_measurements()
      • EIM.set_basis()
      • EIM.set_magic_points()
      • EIM.set_tikhonov_matrices()
  • pyforce.online.failure_sens module
    • FailingGEIM
      • FailingGEIM.estimate()
      • FailingGEIM.get_measurements()
    • FailingPBDW
      • FailingPBDW.estimate()
      • FailingPBDW.get_measurements()
  • pyforce.online.geim module
    • GEIM
      • GEIM.compute_B_matrix()
      • GEIM.compute_errors()
      • GEIM.estimate()
      • GEIM.get_measurements()
      • GEIM.set_basis()
      • GEIM.set_magic_sensors()
      • GEIM.set_tikhonov_matrices()
  • pyforce.online.indirect_reconstruction module
    • ParameterEstimation
      • ParameterEstimation.compute_B_matrix()
      • ParameterEstimation.compute_errors()
      • ParameterEstimation.get_measurements()
      • ParameterEstimation.optimise()
      • ParameterEstimation.set_magic_functions()
      • ParameterEstimation.set_magic_sensors()
    • objective()
  • pyforce.online.online_base module
    • OnlineDDROM
      • OnlineDDROM.basis
      • OnlineDDROM.estimate()
      • OnlineDDROM.set_basis()
    • OnlineSensors
      • OnlineSensors.action()
    • SurrogateModelWrapper
      • SurrogateModelWrapper.predict()
  • pyforce.online.pbdw module
    • PBDW
      • PBDW.compute_errors()
      • PBDW.compute_matrices()
      • PBDW.estimate()
      • PBDW.get_measurements()
      • PBDW.set_basis()
      • PBDW.set_basis_sensors()
  • pyforce.online.pod module
    • POD
      • POD.compute_errors()
      • POD.estimate()
      • POD.set_basis()
  • Module contents
• pyforce.tools package
  • Submodules
  • pyforce.tools.backends module
    • IntegralCalculator
      • IntegralCalculator.grid
      • IntegralCalculator.gdim
      • IntegralCalculator.cell_sizes
      • IntegralCalculator.n_points
      • IntegralCalculator.n_cells
      • IntegralCalculator.L1_norm()
      • IntegralCalculator.L2_inner_product()
      • IntegralCalculator.L2_norm()
      • IntegralCalculator.average()
      • IntegralCalculator.check_input()
      • IntegralCalculator.integral()
    • LoopProgress
      • LoopProgress.update()
    • Timer
      • Timer.start()
      • Timer.stop()
    • TimerError
  • pyforce.tools.functions_list module
    • FunctionsList
      • FunctionsList._list
      • FunctionsList.fun_shape
      • FunctionsList.append()
      • FunctionsList.build_from_matrix()
      • FunctionsList.clear()
      • FunctionsList.copy()
      • FunctionsList.delete()
      • FunctionsList.lin_combine()
      • FunctionsList.max()
      • FunctionsList.mean()
      • FunctionsList.min()
      • FunctionsList.plot()
      • FunctionsList.plot_sequence()
      • FunctionsList.return_matrix()
      • FunctionsList.shape()
      • FunctionsList.sort()
      • FunctionsList.std()
      • FunctionsList.store()
    • train_test_split()
  • pyforce.tools.plotting module
    • plot_function()
  • pyforce.tools.scalers module
    • MinMaxScaler
      • MinMaxScaler.fit()
      • MinMaxScaler.inverse_transform()
      • MinMaxScaler.transform()
    • ScalerWrapper
      • ScalerWrapper.fit()
      • ScalerWrapper.inverse_transform()
      • ScalerWrapper.transform()
    • StandardScaler
      • StandardScaler.fit()
      • StandardScaler.inverse_transform()
      • StandardScaler.transform()
  • pyforce.tools.write_read module
    • ImportFunctionsList()
    • ReadFromOF
      • ReadFromOF.import_field()
      • ReadFromOF.mesh()
      • ReadFromOF.save_mesh()
    • ReadFromOFMultiRegion
      • ReadFromOFMultiRegion.import_field()
      • ReadFromOFMultiRegion.mesh()
      • ReadFromOFMultiRegion.save_mesh()
    • convert_cell_data_to_point_data()
    • convert_point_data_to_cell_data()
    • get_candidate_channel_all_points()
    • get_candidate_probes()
    • get_candidate_regions_points()
  • Module contents

Module contents

pyforce.

Python Framework for data-driven model Order Reduction of multi-physiCs problEms.