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  • 标题:Control Method for PEMFC Using Improved Deep Deterministic Policy Gradient Algorithm
  • 本地全文:下载
  • 作者:Jiawen Li ; Yaping Li ; Tao Yu
  • 期刊名称:Frontiers in Energy Research
  • 电子版ISSN:2296-598X
  • 出版年度:2021
  • 卷号:9
  • DOI:10.3389/fenrg.2021.753064
  • 语种:English
  • 出版社:Frontiers Media S.A.
  • 摘要:A data-driven PEMFC output voltage control method is proposed. Moreover, an Improved deep deterministic policy gradient algorithm is proposed for this method. The algorithm introduces three techniques: Clipped multiple Q-learning, policy delay update, and policy smoothing to improve the robustness of the control policy. In this algorithm, the hydrogen controller is treated as an agent, which is pre-trained to fully interact with the environment and obtain the optimal control policy. The effectiveness of the proposed algorithm is demonstrated experimentally.
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