Data-Driven Transferred Energy Management Strategy for Hybrid Electric Vehicles via Deep Reinforcement Learning

no code implementations • 7 Sep 2020 • Hao Chen, Gang Guo, Bangbei Tang, Guo Hu, Xiaolin Tang, Teng Liu

For specification, many source driving cycles are utilized for training the parameters of deep network based on PPO.

energy management Management +1

Transfer Deep Reinforcement Learning-enabled Energy Management Strategy for Hybrid Tracked Vehicle

no code implementations • 16 Jul 2020 • Xiaowei Guo, Teng Liu, Bangbei Tang, Xiaolin Tang, Jinwei Zhang, Wenhao Tan, Shufeng Jin

This paper proposes an adaptive energy management strategy for hybrid electric vehicles by combining deep reinforcement learning (DRL) and transfer learning (TL).

energy management Management +3