Remaining Useful Life Prediction of Hydrogen Fuel Cell Based on Cascade Echo State Network
Renewables and Energy Storage|更新时间:2026-02-01
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Remaining Useful Life Prediction of Hydrogen Fuel Cell Based on Cascade Echo State Network
“Experts propose an improved echo state network structure for precise prediction of output voltage in proton exchange membrane fuel cells, significantly improving the accuracy of life prediction.”
Proceedings of the CSEEVol. 45, Issue 12, Pages: 4718-4727(2025)
作者机构:
1. 西北工业大学自动化学院, 陕西省 西安市 710072
2. 中国船舶集团有限公司第七〇七研究所, 陕西省 西安市 710072
作者简介:
基金信息:
National Natural Science Foundation of China(52277226);National Natural Science Foundation of China(52307251);China Postdoctoral Science Foundation(2023TQ0277)
Shiyuan PAN, Zhiguang HUA, Guangwei WANG, et al. Remaining Useful Life Prediction of Hydrogen Fuel Cell Based on Cascade Echo State Network[J]. Proceedings of the CSEE, 2025, 45(12): 4718-4727.
DOI:
Shiyuan PAN, Zhiguang HUA, Guangwei WANG, et al. Remaining Useful Life Prediction of Hydrogen Fuel Cell Based on Cascade Echo State Network[J]. Proceedings of the CSEE, 2025, 45(12): 4718-4727. DOI: 10.13334/j.0258-8013.pcsee.232370.
Remaining Useful Life Prediction of Hydrogen Fuel Cell Based on Cascade Echo State Network