Index

A

A_estimator (class in phlearn.phnns)

AllenCahnSystem (class in phlearn.phsystems)

B

BaselineNN (class in phlearn.phnns) BaselineSplitNN (class in phlearn.phnns)

BaseNN (class in phlearn.phnns) batch_data() (in module phlearn.phnns) BBMSystem (class in phlearn.phsystems)

C

CahnHilliardSystem (class in phlearn.phsystems) CasadiFCNN (class in phlearn.control) CasadiPseudoHamiltonianSystem (class in phlearn.control) CentralPadding (class in phlearn.phnns)

compute_validation_loss() (in module phlearn.phnns) create_forward() (phlearn.control.CasadiFCNN method) (phlearn.control.CasadiPseudoHamiltonianSystem method) create_video() (in module phlearn.utils)

D

dH_tanksystem() (phlearn.phsystems.TankSystem method)

dV_correction() (phlearn.phnns.PseudoHamiltonianPDENN method) DynamicSystemNN (class in phlearn.phnns)

E

EarlyStopping (class in phlearn.phnns)

external_forces_correction() (phlearn.phnns.PseudoHamiltonianPDENN method) ExternalForcesNN (class in phlearn.phnns)

F

forward() (phlearn.phnns.A_estimator method) (phlearn.phnns.BaselineSplitNN method) (phlearn.phnns.CentralPadding method) (phlearn.phnns.ForwardPadding method) (phlearn.phnns.PDEBaselineSplitNN method) (phlearn.phnns.R_estimator method) (phlearn.phnns.S_estimator method) (phlearn.phnns.Summation method)

ForwardPadding (class in phlearn.phnns)

G

generate_dataset() (in module phlearn.phnns)

get_parameters() (phlearn.control.CasadiFCNN method) (phlearn.phnns.R_estimator method)

H

H_tanksystem() (phlearn.phsystems.TankSystem method)

HamiltonianNN (class in phlearn.phnns) HeatEquationSystem (class in phlearn.phsystems)

I

init_msdsystem() (in module phlearn.phsystems) init_tanksystem() (in module phlearn.phsystems) init_tanksystem_leaky() (in module phlearn.phsystems) initial_condition_ac() (in module phlearn.phsystems) initial_condition_bbm() (in module phlearn.phsystems)

initial_condition_ch() (in module phlearn.phsystems) initial_condition_heat() (in module phlearn.phsystems) initial_condition_kdv() (in module phlearn.phsystems) initial_condition_pm() (in module phlearn.phsystems) initial_condition_radial() (in module phlearn.phsystems)

K

KdVSystem (class in phlearn.phsystems)

L

l1_loss_pHnn() (in module phlearn.phnns) lhs() (phlearn.phnns.DynamicSystemNN method) (phlearn.phnns.PseudoHamiltonianPDENN method)

load_baseline_model() (in module phlearn.phnns) load_dynamic_system_model() (in module phlearn.phnns) load_phnn_model() (in module phlearn.phnns)

M

MassSpringDamperSystem (class in phlearn.phsystems) midpoint_method() (in module phlearn.utils) module phlearn phlearn.control phlearn.phnns phlearn.phsystems phlearn.utils

N

npoints_to_ntrajectories_tsample() (in module phlearn.phnns)

P

PDEBaselineNN (class in phlearn.phnns) PDEBaselineSplitNN (class in phlearn.phnns) PDEBaseNN (class in phlearn.phnns) PDEExternalForcesNN (class in phlearn.phnns) PDEIntegralNN (class in phlearn.phnns) PeronaMalikSystem (class in phlearn.phsystems) phlearn module phlearn.control module phlearn.phnns module

phlearn.phsystems module phlearn.utils module PIDController (class in phlearn.control) pipeflows() (phlearn.phsystems.TankSystem method) PseudoHamiltonianController (class in phlearn.control) PseudoHamiltonianMPC (class in phlearn.control) PseudoHamiltonianNN (class in phlearn.phnns) PseudoHamiltonianPDENN (class in phlearn.phnns) PseudoHamiltonianPDESystem (class in phlearn.phsystems) PseudoHamiltonianSystem (class in phlearn.phsystems)

R

R_estimator (class in phlearn.phnns) R_NN (class in phlearn.phnns)

reset() (phlearn.control.PIDController method) (phlearn.control.PseudoHamiltonianController method) (phlearn.control.PseudoHamiltonianMPC method)

S

S_estimator (class in phlearn.phnns) sample_trajectory() (phlearn.phsystems.PseudoHamiltonianPDESystem method) (phlearn.phsystems.PseudoHamiltonianSystem method) sample_trajectory_midpoint() (phlearn.phsystems.PseudoHamiltonianPDESystem method) seed() (phlearn.phnns.DynamicSystemNN method) (phlearn.phsystems.PseudoHamiltonianPDESystem method) (phlearn.phsystems.PseudoHamiltonianSystem method) set_controller() (phlearn.phnns.DynamicSystemNN method) (phlearn.phsystems.PseudoHamiltonianSystem method) set_reference() (phlearn.control.PIDController method) (phlearn.control.PseudoHamiltonianController method) (phlearn.control.PseudoHamiltonianMPC method)

set_weights_and_biases() (phlearn.control.CasadiFCNN method) setup() (phlearn.control.PseudoHamiltonianMPC method) simulate_trajectories() (phlearn.phnns.DynamicSystemNN method) simulate_trajectory() (phlearn.phnns.DynamicSystemNN method) (phlearn.phnns.PseudoHamiltonianPDENN method) store_baseline_model() (in module phlearn.phnns) store_dynamic_system_model() (in module phlearn.phnns) store_phnn_model() (in module phlearn.phnns) Summation (class in phlearn.phnns)

T

tanklevels() (phlearn.phsystems.TankSystem method) TankSystem (class in phlearn.phsystems) test_correct_output() (phlearn.control.CasadiFCNN method) time_derivative() (in module phlearn.utils) (phlearn.phnns.DynamicSystemNN method) (phlearn.phsystems.PseudoHamiltonianPDESystem method) (phlearn.phsystems.PseudoHamiltonianSystem method) to_tensor() (in module phlearn.utils) train() (in module phlearn.phnns) train_one_epoch() (in module phlearn.phnns) training (phlearn.phnns.A_estimator attribute) (phlearn.phnns.BaselineNN attribute) (phlearn.phnns.BaselineSplitNN attribute) (phlearn.phnns.BaseNN attribute) (phlearn.phnns.CentralPadding attribute) (phlearn.phnns.DynamicSystemNN attribute) (phlearn.phnns.ExternalForcesNN attribute) (phlearn.phnns.ForwardPadding attribute) (phlearn.phnns.HamiltonianNN attribute) (phlearn.phnns.PDEBaselineNN attribute) (phlearn.phnns.PDEBaselineSplitNN attribute) (phlearn.phnns.PDEBaseNN attribute) (phlearn.phnns.PDEExternalForcesNN attribute) (phlearn.phnns.PDEIntegralNN attribute) (phlearn.phnns.PseudoHamiltonianNN attribute) (phlearn.phnns.PseudoHamiltonianPDENN attribute) (phlearn.phnns.R_estimator attribute) (phlearn.phnns.R_NN attribute) (phlearn.phnns.S_estimator attribute) (phlearn.phnns.Summation attribute)

X

x_dot() (phlearn.phsystems.PseudoHamiltonianPDESystem method) (phlearn.phsystems.PseudoHamiltonianSystem method)

x_dot_jacobian() (phlearn.phsystems.PseudoHamiltonianPDESystem method)

Z

zero_force() (in module phlearn.phsystems)