TY - JOUR
T1 - A temperature fluctuation suppression control method of fuel cell vehicles to reduce hydrogen consumption
AU - Hu, Donghai
AU - Hou, Wenshuo
AU - Cheng, Zhaoxu
AU - Feng, Chunxiao
AU - Lu, Dagang
AU - Yi, Fengyan
AU - Yang, Qingqing
AU - Li, Jianwei
AU - Wang, Jing
N1 - Publisher Copyright:
© 2024 Elsevier Ltd
PY - 2024/10/1
Y1 - 2024/10/1
N2 - During the driving of the fuel cell vehicles, temperature fluctuations occur in the Proton Exchange Membrane Fuel Cell (PEMFC), whose output efficiency decreases and hydrogen consumption increases. Rule-based (RB) and proportional-integral-derivative (PID) controllers can roughly suppress the temperature fluctuation, but they cannot perform multi-objective optimization, which cannot reduce hydrogen consumption at the same time. To solve this problem, in the first step of this paper, the hydrogen consumption factor and the temperature fluctuation factor in the operating temperature control are introduced to design the DDQN controller. In the second step of this paper, the DDQN controller is trained offline and verified under simulation conditions. The simulation results show that compared with the RB controller and PID controller, the average temperature fluctuation of the DDQN controller is reduced by 27.27 % and 28.50 %, and the hydrogen consumption is saved by 1.78 % and 2.58 %, respectively. The research in this paper is innovative in that it reduces the hydrogen consumption of PEMFC and improves the driving range of fuel cell vehicles from a specific point of view.
AB - During the driving of the fuel cell vehicles, temperature fluctuations occur in the Proton Exchange Membrane Fuel Cell (PEMFC), whose output efficiency decreases and hydrogen consumption increases. Rule-based (RB) and proportional-integral-derivative (PID) controllers can roughly suppress the temperature fluctuation, but they cannot perform multi-objective optimization, which cannot reduce hydrogen consumption at the same time. To solve this problem, in the first step of this paper, the hydrogen consumption factor and the temperature fluctuation factor in the operating temperature control are introduced to design the DDQN controller. In the second step of this paper, the DDQN controller is trained offline and verified under simulation conditions. The simulation results show that compared with the RB controller and PID controller, the average temperature fluctuation of the DDQN controller is reduced by 27.27 % and 28.50 %, and the hydrogen consumption is saved by 1.78 % and 2.58 %, respectively. The research in this paper is innovative in that it reduces the hydrogen consumption of PEMFC and improves the driving range of fuel cell vehicles from a specific point of view.
KW - Fuel cell vehicle
KW - Hydrogen consumption
KW - Proton exchange membrane fuel cell
KW - Temperature fluctuation
UR - http://www.scopus.com/inward/record.url?scp=85198304768&partnerID=8YFLogxK
U2 - 10.1016/j.energy.2024.132378
DO - 10.1016/j.energy.2024.132378
M3 - Article
AN - SCOPUS:85198304768
SN - 0360-5442
VL - 305
JO - Energy
JF - Energy
M1 - 132378
ER -