Nature communications
Privacy-preserving collaborative battery fault warning for massive electric vehicles by heterogeneous data from charging stations.
Haosen Yang, Jinpeng Tian, Weijie Mai, Chunhua Wang, Luchun Ran, Tao Wu, Shangyang He, Ziqiang Wang, Xin Shi, Zipeng Liang, Yi Yu, Hanjiang Dong, Chongyu Wang, Weixiang Shen, C Y Chung
Published: 202510.1038/s41467-025-67703-7
Abstract
Timely warning of battery faults can improve the safety of electric vehicles, aiding the decarbonization of both transportation and power sectors. Although machine learning holds great promise for accurate fault detection, its practical deployment is…
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