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Application of Machine Learning in Optimizing Proton Exchange Membrane Fuel Cells: A Review

Authors :
Ding, Rui
Zhang, Shiqiao
Chen, Yawen
Rui, Zhiyan
Hua, Kang
Wu, Yongkang
Li, Xiaoke
Duan, Xiao
Wang, Xuebin
Li, Jia
Liu, Jianguo
Source :
Energy and AI; August 2022, Vol. 9 Issue: 1
Publication Year :
2022

Abstract

•This review summarizes the application of ML in the optimization of PEMFC-related material systems.•Recent studies that use ML in developing electrocatalysts, MEA, flow channels, stacks, etc. are introduced.•The challenges of this cross-cutting field are covered and possible solutions, as well as future directions, are proposed.

Details

Language :
English
ISSN :
26665468
Volume :
9
Issue :
1
Database :
Supplemental Index
Journal :
Energy and AI
Publication Type :
Periodical
Accession number :
ejs59801890
Full Text :
https://doi.org/10.1016/j.egyai.2022.100170