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

Table 4

Overall evaluation of DNN-DDPG, RNN-DDPG, LSTM-DDPG, and the proposed method from April 1, 2021, 0:00, to April 2, 2021, 4:30, in ISO-NE.

Time	April 1, 2021, 0:00 pm, to April 2, 2021, 4:30 am
Statistical metrics	Total_profit ($/MWh)
DNN-DDPG	44.18
RNN-DDPG	14.08
LSTM-DDPG	189.76
Proposed method	215.46