Index

A

action_beyond_box() (smpl.envs.utils.smplEnvBase method) ACTIVATION_ENERGIES (in module smpl.envs.helpers.constants) algorithms_to_algo_names() (smpl.envs.utils.smplEnvBase method)

atropine_mpc_controller() (in module smpl.envs.models.atropine_process) atropine_sim_model() (in module smpl.envs.models.atropine_process) AtropineEnvGym (class in smpl.envs.atropineenv) AtropineMPC (class in smpl.envs.atropineenv)

B

beer_ode() (in module smpl.envs.beerfmtenv)

BeerFMTEnvGym (class in smpl.envs.beerfmtenv) build_controller() (smpl.envs.reactorenv.ReactorMPC method)

C

calculate_Efactor() (smpl.envs.models.atropine_process.Plant static method) component_mass_concentration_to_component_mass_flowrate() (smpl.envs.models.atropine_process.Stream method)

component_molar_concentration_to_component_mass_concentration() (smpl.envs.models.atropine_process.Stream method) component_volumetric_flowrate_to_component_mass_flowrate() (smpl.envs.models.atropine_process.Stream method)

D

dataset_to_observations_actions_rewards_list() (smpl.envs.utils.smplEnvBase method) done_calculator_standard() (smpl.envs.atropineenv.AtropineEnvGym method) (smpl.envs.beerfmtenv.BeerFMTEnvGym method) (smpl.envs.utils.smplEnvBase method)

E

evaluate_average_mass_density() (smpl.envs.models.atropine_process.Stream method) evaluate_component_mass_fraction() (smpl.envs.models.atropine_process.Stream method) evaluate_component_molar_concentration() (smpl.envs.models.atropine_process.Stream method) evaluate_observation() (smpl.envs.reactorenv.ReactorEnvGym method) evaluate_rewards_mean_std_over_episodes() (smpl.envs.atropineenv.AtropineEnvGym method) (smpl.envs.reactorenv.ReactorEnvGym method)

evaluate_total_mass_flowrate() (smpl.envs.models.atropine_process.Stream method) evaluate_total_volumetric_flowrate() (smpl.envs.models.atropine_process.Stream method) evalute_algorithms() (smpl.envs.atropineenv.AtropineEnvGym method) (smpl.envs.reactorenv.ReactorEnvGym method) (smpl.envs.utils.smplEnvBase method) evenly_spread_initial_states() (smpl.envs.reactorenv.ReactorEnvGym method) (smpl.envs.utils.smplEnvBase method)

F

find_outperformances() (smpl.envs.reactorenv.ReactorEnvGym method) find_outperformances_compute_always_better() (smpl.envs.reactorenv.ReactorEnvGym method)

find_outperformances_compute_average_outperformances() (smpl.envs.reactorenv.ReactorEnvGym method) fitting_score() (in module smpl.envs.helpers.helper_funcs) forward() (smpl.envs.reactorenv.ReactorMLPReinforceAgent method)

G

generate_dataset_with_algorithm() (smpl.envs.reactorenv.ReactorEnvGym method) (smpl.envs.utils.smplEnvBase method) get_algebraic() (smpl.envs.models.atropine_process.LLSeparator static method) (smpl.envs.models.atropine_process.Plant method) get_dataset() (smpl.envs.pensimenv.PeniControlData method)

get_derivative() (smpl.envs.models.atropine_process.LLSeparator method) (smpl.envs.models.atropine_process.Plant method) (smpl.envs.models.atropine_process.TubularReactor method) get_mse() (in module smpl.envs.helpers.helper_funcs) get_observation_data_reformed() (in module smpl.envs.pensimenv)

L

lfunc() (smpl.envs.reactorenv.ReactorMPC method)

LLSeparator (class in smpl.envs.models.atropine_process) load_file_list_to_dict() (smpl.envs.pensimenv.PeniControlData method)

M

mix_and_get_initial_condition() (smpl.envs.models.atropine_process.Plant method) mix_streams_mass() (smpl.envs.models.atropine_process.Mixer method) Mixer (class in smpl.envs.models.atropine_process) module smpl smpl.envs smpl.envs.atropineenv smpl.envs.beerfmtenv smpl.envs.helpers smpl.envs.helpers.constants smpl.envs.helpers.helper_funcs smpl.envs.models smpl.envs.models.atropine_process smpl.envs.models.config smpl.envs.pensimenv smpl.envs.reactorenv smpl.envs.utils

O

observation_beyond_box() (smpl.envs.utils.smplEnvBase method)

observation_done_and_reward_calculator() (smpl.envs.utils.smplEnvBase method) ode() (smpl.envs.reactorenv.ReactorModel method)

P

PeniControlData (class in smpl.envs.pensimenv) PenSimEnvGym (class in smpl.envs.pensimenv) Pffunc() (smpl.envs.reactorenv.ReactorMPC method) Plant (class in smpl.envs.models.atropine_process)

plot() (smpl.envs.atropineenv.AtropineEnvGym method) predict() (smpl.envs.atropineenv.AtropineMPC method) (smpl.envs.reactorenv.ReactorMPC method) (smpl.envs.reactorenv.ReactorPID method) print_stream() (smpl.envs.models.atropine_process.Stream method)

R

ReactorEnvGym (class in smpl.envs.reactorenv) ReactorMLPReinforceAgent (class in smpl.envs.reactorenv) ReactorModel (class in smpl.envs.reactorenv) ReactorMPC (class in smpl.envs.reactorenv) ReactorPID (class in smpl.envs.reactorenv) report_rewards() (smpl.envs.utils.smplEnvBase method) reset() (smpl.envs.atropineenv.AtropineEnvGym method) (smpl.envs.beerfmtenv.BeerFMTEnvGym method) (smpl.envs.pensimenv.PenSimEnvGym method) (smpl.envs.reactorenv.ReactorEnvGym method) (smpl.envs.utils.smplEnvBase method)

reward_function_standard() (smpl.envs.atropineenv.AtropineEnvGym method) (smpl.envs.beerfmtenv.BeerFMTEnvGym method) (smpl.envs.reactorenv.ReactorEnvGym method) (smpl.envs.utils.smplEnvBase method)

S

sample_initial_state() (smpl.envs.atropineenv.AtropineEnvGym method) (smpl.envs.beerfmtenv.BeerFMTEnvGym method) (smpl.envs.pensimenv.PenSimEnvGym method) (smpl.envs.reactorenv.ReactorEnvGym method) (smpl.envs.utils.smplEnvBase method) set_initial_states() (smpl.envs.utils.smplEnvBase method) simulate() (smpl.envs.models.atropine_process.Plant method) smpl module smpl.envs module smpl.envs.atropineenv module smpl.envs.beerfmtenv module smpl.envs.helpers module smpl.envs.helpers.constants module smpl.envs.helpers.helper_funcs module

smpl.envs.models module smpl.envs.models.atropine_process module smpl.envs.models.config module smpl.envs.pensimenv module smpl.envs.reactorenv module smpl.envs.utils module smplEnvBase (class in smpl.envs.utils) state_estimator() (in module smpl.envs.helpers.helper_funcs) step() (smpl.envs.atropineenv.AtropineEnvGym method) (smpl.envs.beerfmtenv.BeerFMTEnvGym method) (smpl.envs.pensimenv.PenSimEnvGym method) (smpl.envs.reactorenv.ReactorEnvGym method) (smpl.envs.reactorenv.ReactorModel method) (smpl.envs.utils.smplEnvBase method) Stream (class in smpl.envs.models.atropine_process)

T

TorchDatasetFromD4RL (class in smpl.envs.utils) total_mass_flowrate_to_component_mass_flowrate() (smpl.envs.models.atropine_process.Stream method)

total_volumetric_flowrate_to_total_mass_flowrate() (smpl.envs.models.atropine_process.Stream method) training (smpl.envs.reactorenv.ReactorMLPReinforceAgent attribute) TubularReactor (class in smpl.envs.models.atropine_process)