Deep Reinforcement Learning-Based Trading Strategy for Load Aggregators on Price-Responsive Demand

Table 6

Overall evaluation of DNN-DDPG, RNN-DDPG, LSTM-DDPG, and BiLSTM-DDPG from September 29, 2021, 18:00, to October 1, 2021, 0:00, in AEMO.

Time	September 29, 2021, 18:00, to October 1, 2021, 0:00
Statistical metrics	Total_profit ($/MWh)
DNN-DDPG	71.36
RNN-DDPG	87.03
LSTM-DDPG	223.32
BiLSTM-DDPG	380.58