STUDY ON JOINT CONTROL OF PUMP AND RADIATOR IN PEMFC BASED ON DEEP DETERMINISTIC POLICY GRADIENT

被引：0
|
作者：
Zhao H. [1 ]
Pan S. [1 ]
Wu Y. [1 ]
Ma L. [1 ]
Lyu T. [1 ]
机构：
[1] Key Laboratory of Distributed Energy Storage and Microgrid of Hebei Province, North China Electric Power University, Baoding
来源：
Taiyangneng Xuebao/Acta Energiae Solaris Sinica | 2024年 / 45卷 / 06期
关键词：
deep deterministic policy gradient; deep leaarning; intelligent control; proton exchange membrane fuel cells; reinforcement learning;
D O I：
10.19912/j.0254-0096.tynxb.2023-0145
中图分类号：
学科分类号：
摘要：
Aiming at the control problems of water pump and radiator in fuel cell thermal management system，a joint control strategy based on deep deterministic policy gradient（DDPG）was proposed. This strategy replaces the independent controller of the water pump and radiator in the traditional control framework，and uses an intelligent agent with multiple inputs and multiple outputs that can simultaneously control the cooling water flow rate of the water pump and the air flow rate of the radiator. Firstly，the state space and action space of the intelligent agent are determined. Then，the reward function is set by the control goal. Finally，examples are given to verify the effectiveness of the algorithm. The results show that the proposed joint control strategy can effectively control the flow rate of cooling water and air at the same time，thereby improving the operating efficiency of PEMFC. © 2024 Science Press. All rights reserved.
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页码：92 / 101
页数：9
相关论文
共 24 条
  • [1] YAO J, FAN W J，, GUO B, Et al., Design of hydrogen fuel cell performance test system［J］, Chinese journal of power sources, 47, 7, pp. 914-917, (2023)
  • [2] SHEN W，, SHI L，, CHEN C G，, Et al., Analysis of temperature model predictive control of a multi-stack fuel cell system［J］, Journal of Tongji University （natural science）, 50, 9, pp. 1368-1376, (2022)
  • [3] HOU J，, YANG Z，, HE T，, Et al., Research progress on thermal management of proton exchange membrane fuel cells［J］, Journal of Central South University（science and technology, 52, 1, pp. 19-30, (2021)
  • [4] Reduced-order active disturbance rejection control method for PEMFC air intake system based on the estimation of oxygen excess ratio［J］, IET renewable power generation, 17, 4, pp. 951-963, (2023)
  • [5] CHEN M P, REN J X, LI F Q., Coordinated and stable operation of wind solar complementarity and load of electrolytic water hydrogen production system［J］, Acta energiae solaris sinica, 44, 3, pp. 344-350, (2023)
  • [6] RAMADAN M，, Et al., Comprehensive investigation on hydrogen and fuel cell technology in the aviation and aerospace sectors［J］, Renewable and sustainable energy reviews, 106, pp. 31-40, (2019)
  • [7] LI Y X, DUAN L Q, Et al., Performance research of fuel cell power generation system based on solar thermal driven methane reforming for hydrogen production［J］, Acta energiae solaris sinica, 43, 9, pp. 131-138, (2022)
  • [8] ZHAO J, DU C Q，, Et al., Numerical simulation study of low temperature cold start of PEMFC under different operating and environmental conditions［J］, Acta energiae solaris sinica, 43, 6, pp. 460-466, (2022)
  • [9] XU Z, Et al., Research on control strategy for on-board cryo-compressed hydrogen supply system［J］, Acta energiae solaris sinica, 42, 5, pp. 32-38, (2021)
  • [10] JIN H C，, HE F, HU Y Z., Thermal management system control of PEMFC based on variable universe fuzzy theory ［J］, Electronic measurement technology, 45, 14, pp. 23-28, (2022)
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