Automotive Engineering ›› 2023, Vol. 45 ›› Issue (10): 1954-1964.doi: 10.19562/j.chinasae.qcgc.2023.10.016
Special Issue: 新能源汽车技术-电驱动&能量管理2023年
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Chunyang Qi1,Chuanxue Song2,Shixin Song3,Liqiang Jin2,Da Wang3,Feng Xiao1()
Received:
2023-03-26
Revised:
2023-05-12
Online:
2023-10-25
Published:
2023-10-23
Contact:
Feng Xiao
E-mail:xiaofengjl@jlu.edu.cn
Chunyang Qi,Chuanxue Song,Shixin Song,Liqiang Jin,Da Wang,Feng Xiao. Research on Energy Management Strategy for Hybrid Electric Vehicles Based on Inverse Reinforcement Learning[J].Automotive Engineering, 2023, 45(10): 1954-1964.
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行驶工况 | 方法 | 100 km油耗值(L)/ SOC终值 | 对比值 |
---|---|---|---|
CLTC | DQN DDPG DQN-IRL DDPG-IRL | 4.25/0.510 4.36/0.498 4.15/0.505 4.11/0.512 | 2.35% 3.21% |
IM240 | DQN DDPG DQN-IRL DDPG-IRL | 4.03/0.504 4.12/0.496 3.83/0.511 3.78/0.491 | 4.96% 8.25% |
FTP75 | DQN DDPG DQN-IRL DDPG-IRL | 4.26/0.505 4.12/0.503 4.08/0.504 3.95/0.498 | 4.23% 4.13% |
WVU- INTER | DQN DDPG DQN-IRL DDPG-IRL | 4.07/0.501 3.98/0.506 3.82/0.507 3.75/0.506 | 6.14% 5.78% |
JN1015 | DQN DDPG DQN-IRL DDPG-IRL | 3.85/0.498 3.94/0.503 3.62/0.504 3.59/0.510 | 5.97% 8.88% |
新建工况 | DQN DDPG DQN-IRL DDPG-IRL | 3.98/0.501 4.06/0.503 3.81/0.510 3.71/0.506 | 4.27% 8.62% |
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