Index

_

__setitem__() (project_dis_restoration.train_IL_BC_hybrid_feature_flow.DictList method) (project_dis_restoration.train_IL_BC_hybrid_feature_line.DictList method) (project_dis_restoration.train_IL_BC_tieline.DictList method) (project_dis_restoration.train_IL_BC_tieline_119.DictList method) (project_dis_restoration.train_RL_tieline__A2C_stablebaselines.DictList method) (project_dis_restoration.train_RL_tieline__DQN_stablebaselines.DictList method) _save_csv() (gym_power_res.sorces.score_logger.ScoreLogger method) (gym_power_res.sorces.score_logger.SuccessLogger method) (gym_power_res.sorces.ScoreLogger method) (gym_power_res.sorces.SuccessLogger method)

_save_png() (gym_power_res.sorces.score_logger.ScoreLogger method) (gym_power_res.sorces.score_logger.SuccessLogger method) (gym_power_res.sorces.ScoreLogger method) (gym_power_res.sorces.SuccessLogger method)

A

add_score() (gym_power_res.sorces.score_logger.ScoreLogger method) (gym_power_res.sorces.score_logger.SuccessLogger method) (gym_power_res.sorces.ScoreLogger method) (gym_power_res.sorces.SuccessLogger method) Agent (class in project_dis_restoration.train_IL_BC_hybrid_feature_flow) (class in project_dis_restoration.train_IL_BC_hybrid_feature_line) (class in project_dis_restoration.train_IL_BC_tieline) (class in project_dis_restoration.train_IL_BC_tieline_119) (class in project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (class in project_dis_restoration.train_RL_tieline__DQN_stablebaselines)

ALPHA (in module project_dis_restoration.NN_model) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines)

B

BasePower (gym_power_res.envs.DS_pyomo.OutageManage attribute) (gym_power_res.envs.OutageManage attribute) BATCH_SIZE (in module project_dis_restoration.NN_model) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines)

BigM (gym_power_res.envs.DS_pyomo.OutageManage attribute) (gym_power_res.envs.OutageManage attribute)

C

case119_tieline() (in module gym_power_res.envs.data_test_case) case33_basecase() (in module gym_power_res.envs.data_test_case) case33_tieline() (in module gym_power_res.envs.data_test_case) case33_tieline_DG() (in module gym_power_res.envs.data_test_case) close() (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv119 method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnvRL method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisVarConEnv method) (gym_power_res.envs.RestorationDisEnv method) (gym_power_res.envs.RestorationDisEnv119 method) (gym_power_res.envs.RestorationDisEnvRL method) (gym_power_res.envs.RestorationDisVarConEnv method) CNN_TieLine (class in project_dis_restoration.NN_model)

collect() (project_dis_restoration.DNN_TieLine method) (project_dis_restoration.DNN_VarCon method) (project_dis_restoration.NN_model.CNN_TieLine method) (project_dis_restoration.NN_model.DNN_TieLine method) (project_dis_restoration.NN_model.DNN_VarCon method) convert_action() (project_dis_restoration.train_IL_BC_tieline.Agent method) (project_dis_restoration.train_IL_BC_tieline_119.Agent method) (project_dis_restoration.train_RL_tieline__A2C_stablebaselines.Agent method) (project_dis_restoration.train_RL_tieline__DQN_stablebaselines.Agent method) convert_tieline_action() (project_dis_restoration.train_IL_BC_hybrid_feature_flow.Agent method) (project_dis_restoration.train_IL_BC_hybrid_feature_line.Agent method) copy_data() (gym_power_res.envs.DS_pyomo.SolutionDict method) crew_dispatch_MIP_pyomo() (in module gym_power_res.envs.util_build_OPT_results)

D

data_preparation() (gym_power_res.envs.DS_pyomo.OutageManage method) (gym_power_res.envs.OutageManage method) dict2list() (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv119 method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnvRL method) (gym_power_res.envs.RestorationDisEnv method) (gym_power_res.envs.RestorationDisEnv119 method) (gym_power_res.envs.RestorationDisEnvRL method) DictList (class in project_dis_restoration.train_IL_BC_hybrid_feature_flow) (class in project_dis_restoration.train_IL_BC_hybrid_feature_line) (class in project_dis_restoration.train_IL_BC_tieline) (class in project_dis_restoration.train_IL_BC_tieline_119) (class in project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (class in project_dis_restoration.train_RL_tieline__DQN_stablebaselines)

DNN_TieLine (class in project_dis_restoration) (class in project_dis_restoration.NN_model) DNN_VarCon (class in project_dis_restoration) (class in project_dis_restoration.NN_model)

E

end_collect() (project_dis_restoration.DNN_TieLine method) (project_dis_restoration.DNN_VarCon method) (project_dis_restoration.NN_model.CNN_TieLine method) (project_dis_restoration.NN_model.DNN_TieLine method) (project_dis_restoration.NN_model.DNN_VarCon method) ENV_NAME_1 (in module project_dis_restoration.train_IL_BC_hybrid_feature_flow) (in module project_dis_restoration.train_IL_BC_hybrid_feature_line) (in module project_dis_restoration.train_IL_BC_tieline) (in module project_dis_restoration.train_IL_BC_tieline_119) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines) ENV_NAME_2 (in module project_dis_restoration.train_IL_BC_hybrid_feature_flow) (in module project_dis_restoration.train_IL_BC_hybrid_feature_line) (in module project_dis_restoration.train_IL_BC_tieline) (in module project_dis_restoration.train_IL_BC_tieline_119) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines)

ENV_NAME_3 (in module project_dis_restoration.train_IL_BC_tieline_119) epsilon (gym_power_res.envs.DS_pyomo.OutageManage attribute) (gym_power_res.envs.OutageManage attribute) EXPERIENCE_MEMORY (in module project_dis_restoration.NN_model) experience_replay() (project_dis_restoration.DNN_TieLine method) (project_dis_restoration.NN_model.DNN_TieLine method) EXPLORATION_DECAY (in module project_dis_restoration.NN_model) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines) EXPLORATION_MAX (in module project_dis_restoration.NN_model) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines) EXPLORATION_MIN (in module project_dis_restoration.NN_model) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines)

F

FicFlowBigM (gym_power_res.envs.DS_pyomo.OutageManage attribute) (gym_power_res.envs.OutageManage attribute)

find_float_key() (project_dis_restoration.train_IL_BC_hybrid_feature_flow.Agent method) (project_dis_restoration.train_IL_BC_hybrid_feature_line.Agent method)

G

GAMMA (in module project_dis_restoration.NN_model) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines) get_bus_line_gen() (in module gym_power_res.envs.data_test_case) get_expert_policy() (project_dis_restoration.train_IL_BC_hybrid_feature_flow.Agent method) (project_dis_restoration.train_IL_BC_hybrid_feature_line.Agent method) (project_dis_restoration.train_IL_BC_tieline.Agent method) (project_dis_restoration.train_IL_BC_tieline_119.Agent method) get_iterator() (in module gym_power_res.envs.data_test_case) get_line_bus() (in module gym_power_res.envs.data_test_case) get_solution_2d() (gym_power_res.envs.DS_pyomo.OutageManage method) (gym_power_res.envs.OutageManage method) get_total_load() (in module gym_power_res.envs.data_test_case) get_variable_value_gurobi() (in module gym_power_res.envs.util_build_OPT_results) gym_power_res module

gym_power_res.envs module gym_power_res.envs.data_test_case module gym_power_res.envs.DS_pyomo module gym_power_res.envs.GYM_ENV_restoration_distribution module gym_power_res.envs.util_build_OPT_results module gym_power_res.sorces module gym_power_res.sorces.score_logger module

L

LEARNING_RATE (in module project_dis_restoration.NN_model) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines) line_colors (gym_power_res.sorces.score_logger.ScoreLogger attribute) (gym_power_res.sorces.score_logger.SuccessLogger attribute) (gym_power_res.sorces.ScoreLogger attribute) (gym_power_res.sorces.SuccessLogger attribute) load_profile() (project_dis_restoration.train_IL_BC_hybrid_feature_flow.Agent method) (project_dis_restoration.train_IL_BC_hybrid_feature_line.Agent method) (project_dis_restoration.train_IL_BC_tieline.Agent method) (project_dis_restoration.train_IL_BC_tieline_119.Agent method) (project_dis_restoration.train_RL_tieline__A2C_stablebaselines.Agent method) (project_dis_restoration.train_RL_tieline__DQN_stablebaselines.Agent method)

logger_obj() (in module project_dis_restoration.train_IL_BC_hybrid_feature_flow) (in module project_dis_restoration.train_IL_BC_hybrid_feature_line) (in module project_dis_restoration.train_IL_BC_tieline) (in module project_dis_restoration.train_IL_BC_tieline_119) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines) LossHistory (class in project_dis_restoration.NN_model)

M

main_A2C() (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) main_behavior_cloning() (in module project_dis_restoration.train_IL_BC_tieline) (in module project_dis_restoration.train_IL_BC_tieline_119) main_DQN() (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines) main_hybrid_behavior_cloning() (in module project_dis_restoration.train_IL_BC_hybrid_feature_flow) (in module project_dis_restoration.train_IL_BC_hybrid_feature_line) MAX_DISTURBANCE (in module project_dis_restoration.train_IL_BC_hybrid_feature_flow) (in module project_dis_restoration.train_IL_BC_hybrid_feature_line) (in module project_dis_restoration.train_IL_BC_tieline) (in module project_dis_restoration.train_IL_BC_tieline_119) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines) MEMORY_SIZE (in module project_dis_restoration.NN_model) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines) metadata (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv attribute) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv119 attribute) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnvRL attribute) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisVarConEnv attribute) (gym_power_res.envs.RestorationDisEnv attribute) (gym_power_res.envs.RestorationDisEnv119 attribute) (gym_power_res.envs.RestorationDisEnvRL attribute) (gym_power_res.envs.RestorationDisVarConEnv attribute)

MIN_DISTURBANCE (in module project_dis_restoration.train_IL_BC_hybrid_feature_flow) (in module project_dis_restoration.train_IL_BC_hybrid_feature_line) (in module project_dis_restoration.train_IL_BC_tieline) (in module project_dis_restoration.train_IL_BC_tieline_119) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines) module gym_power_res gym_power_res.envs gym_power_res.envs.data_test_case gym_power_res.envs.DS_pyomo gym_power_res.envs.GYM_ENV_restoration_distribution gym_power_res.envs.util_build_OPT_results gym_power_res.sorces gym_power_res.sorces.score_logger project_dis_restoration project_dis_restoration.NN_model project_dis_restoration.train_IL_BC_hybrid_feature_flow project_dis_restoration.train_IL_BC_hybrid_feature_line project_dis_restoration.train_IL_BC_tieline project_dis_restoration.train_IL_BC_tieline_119 project_dis_restoration.train_RL_tieline__A2C_stablebaselines project_dis_restoration.train_RL_tieline__DQN_stablebaselines

N

network_flow_MIP() (in module gym_power_res.envs.util_build_OPT_results) NUM_TOTAL_EPISODES (in module project_dis_restoration.train_IL_BC_hybrid_feature_flow) (in module project_dis_restoration.train_IL_BC_hybrid_feature_line) (in module project_dis_restoration.train_IL_BC_tieline) (in module project_dis_restoration.train_IL_BC_tieline_119) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines)

NUM_TRAIN_EPISODES (in module project_dis_restoration.train_IL_BC_hybrid_feature_flow) (in module project_dis_restoration.train_IL_BC_hybrid_feature_line)

O

on_batch_end() (project_dis_restoration.NN_model.LossHistory method) on_train_begin() (project_dis_restoration.NN_model.LossHistory method) OutageManage (class in gym_power_res.envs) (class in gym_power_res.envs.DS_pyomo) output_path (in module project_dis_restoration.train_IL_BC_hybrid_feature_flow) (in module project_dis_restoration.train_IL_BC_hybrid_feature_line) (in module project_dis_restoration.train_IL_BC_tieline) (in module project_dis_restoration.train_IL_BC_tieline_119) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines)

P

plot_2d() (gym_power_res.envs.DS_pyomo.SolutionDict method) plot_bin_2d() (gym_power_res.envs.DS_pyomo.SolutionDict method) plot_binary_evolution() (in module gym_power_res.envs.util_build_OPT_results) plot_step_2d() (gym_power_res.envs.DS_pyomo.SolutionDict method) policy() (project_dis_restoration.train_IL_BC_tieline.Agent method) (project_dis_restoration.train_IL_BC_tieline_119.Agent method) policy_hybrid() (project_dis_restoration.train_IL_BC_hybrid_feature_flow.Agent method) (project_dis_restoration.train_IL_BC_hybrid_feature_line.Agent method) ppc (in module gym_power_res.envs.DS_pyomo) predict() (project_dis_restoration.DNN_TieLine method) (project_dis_restoration.DNN_VarCon method) (project_dis_restoration.NN_model.CNN_TieLine method) (project_dis_restoration.NN_model.DNN_TieLine method) (project_dis_restoration.NN_model.DNN_VarCon method) project_dis_restoration module

project_dis_restoration.NN_model module project_dis_restoration.train_IL_BC_hybrid_feature_flow module project_dis_restoration.train_IL_BC_hybrid_feature_line module project_dis_restoration.train_IL_BC_tieline module project_dis_restoration.train_IL_BC_tieline_119 module project_dis_restoration.train_RL_tieline__A2C_stablebaselines module project_dis_restoration.train_RL_tieline__DQN_stablebaselines module

R

remember() (project_dis_restoration.DNN_TieLine method) (project_dis_restoration.NN_model.DNN_TieLine method) render() (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv119 method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnvRL method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisVarConEnv method) (gym_power_res.envs.RestorationDisEnv method) (gym_power_res.envs.RestorationDisEnv119 method) (gym_power_res.envs.RestorationDisEnvRL method) (gym_power_res.envs.RestorationDisVarConEnv method) reset() (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv119 method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnvRL method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisVarConEnv method) (gym_power_res.envs.RestorationDisEnv method) (gym_power_res.envs.RestorationDisEnv119 method) (gym_power_res.envs.RestorationDisEnvRL method) (gym_power_res.envs.RestorationDisVarConEnv method)

RestorationDisEnv (class in gym_power_res.envs) (class in gym_power_res.envs.GYM_ENV_restoration_distribution) RestorationDisEnv119 (class in gym_power_res.envs) (class in gym_power_res.envs.GYM_ENV_restoration_distribution) RestorationDisEnvRL (class in gym_power_res.envs) (class in gym_power_res.envs.GYM_ENV_restoration_distribution) RestorationDisVarConEnv (class in gym_power_res.envs) (class in gym_power_res.envs.GYM_ENV_restoration_distribution) run_test() (project_dis_restoration.train_IL_BC_hybrid_feature_flow.Agent method) (project_dis_restoration.train_IL_BC_hybrid_feature_line.Agent method) (project_dis_restoration.train_IL_BC_tieline.Agent method) (project_dis_restoration.train_IL_BC_tieline_119.Agent method) (project_dis_restoration.train_RL_tieline__A2C_stablebaselines.Agent method) (project_dis_restoration.train_RL_tieline__DQN_stablebaselines.Agent method) run_train() (project_dis_restoration.train_IL_BC_hybrid_feature_flow.Agent method) (project_dis_restoration.train_IL_BC_hybrid_feature_line.Agent method) (project_dis_restoration.train_IL_BC_tieline.Agent method) (project_dis_restoration.train_IL_BC_tieline_119.Agent method)

S

ScoreLogger (class in gym_power_res.sorces) (class in gym_power_res.sorces.score_logger) seed() (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv119 method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnvRL method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisVarConEnv method) (gym_power_res.envs.RestorationDisEnv method) (gym_power_res.envs.RestorationDisEnv119 method) (gym_power_res.envs.RestorationDisEnvRL method) (gym_power_res.envs.RestorationDisVarConEnv method) SolutionDict (class in gym_power_res.envs.DS_pyomo) solve_load_pickup() (gym_power_res.envs.DS_pyomo.OutageManage method) (gym_power_res.envs.OutageManage method) solve_load_pickup_varcon() (gym_power_res.envs.DS_pyomo.OutageManage method) (gym_power_res.envs.OutageManage method)

solve_network_restoration() (gym_power_res.envs.DS_pyomo.OutageManage method) (gym_power_res.envs.OutageManage method) solve_network_restoration_varcon() (gym_power_res.envs.DS_pyomo.OutageManage method) (gym_power_res.envs.OutageManage method) step() (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnv119 method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisEnvRL method) (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisVarConEnv method) (gym_power_res.envs.RestorationDisEnv method) (gym_power_res.envs.RestorationDisEnv119 method) (gym_power_res.envs.RestorationDisEnvRL method) (gym_power_res.envs.RestorationDisVarConEnv method) SuccessLogger (class in gym_power_res.sorces) (class in gym_power_res.sorces.score_logger)

T

train() (project_dis_restoration.DNN_TieLine method) (project_dis_restoration.DNN_VarCon method) (project_dis_restoration.NN_model.CNN_TieLine method) (project_dis_restoration.NN_model.DNN_TieLine method) (project_dis_restoration.NN_model.DNN_VarCon method)

TRAIN_HIST_SIZE (in module project_dis_restoration.NN_model)

V

view_grid() (gym_power_res.envs.GYM_ENV_restoration_distribution.RestorationDisVarConEnv method) (gym_power_res.envs.RestorationDisVarConEnv method)

W

WARM_START_OFF (in module project_dis_restoration.train_IL_BC_tieline) (in module project_dis_restoration.train_IL_BC_tieline_119) (in module project_dis_restoration.train_RL_tieline__A2C_stablebaselines) (in module project_dis_restoration.train_RL_tieline__DQN_stablebaselines)