smart-rl-mg

Reinforcement Learning + Microgrids for OpenDSS with the Stanford Microgrid Analysis and Research Training internship

Requires OpenDSS and the use of the Python-OpenDSS COM interface.

Requires deep RL framework: OpenAI stable-baselines, gym

Requires NN framework: TensorFlow (1.xx for stable-baselines, 2.xx for keras-rl2), Keras (keras-rl2)

Name		Name	Last commit message	Last commit date
Latest commit History 61 Commits
keras-rl		keras-rl
stable-baselines		stable-baselines
supervised-learning		supervised-learning
.gitignore		.gitignore
123bus.py		123bus.py
13bus_set_new_load.py		13bus_set_new_load.py
13bus_statespace_tocsv.py		13bus_statespace_tocsv.py
13bus_test.py		13bus_test.py
13bus_test_capcontrol.py		13bus_test_capcontrol.py
LICENSE		LICENSE
README.md		README.md
action_reward_comparison.csv		action_reward_comparison.csv
bus13_action_comparison.py		bus13_action_comparison.py
bus13_capcontrol_action.py		bus13_capcontrol_action.py
bus13_load_configs.py		bus13_load_configs.py
bus13_opt_action.py		bus13_opt_action.py
bus13_optcontrol.py		bus13_optcontrol.py
bus13_state_reward.py		bus13_state_reward.py
bus13_training_set.py		bus13_training_set.py
dqnTest.py		dqnTest.py
generate_state_space.py		generate_state_space.py
gymTest.py		gymTest.py
gymTest2.py		gymTest2.py
keras-rlmodel.h5		keras-rlmodel.h5
keras-rlmodel.json		keras-rlmodel.json
loadkW.csv		loadkW.csv
loadkW_test.csv		loadkW_test.csv
openDSSTest.py		openDSSTest.py
test2.py		test2.py
test4.txt		test4.txt
training_set.csv		training_set.csv

kevinrussellmoy/smart-rl-mg