Concurrent multi-fault diagnosis of lithium-ion battery packs using random convolution kernel transformation and Gaussian process classifier

• Published in: Energy (Oxford) Vol. 306; p. 132467
• Main Authors: Shen, Dongxu, Lyu, Chao, Yang, Dazhi, Hinds, Gareth, Ma, Kai, Xu, Shaochun, Bai, Miao
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 15.10.2024
• Subjects: Fault identification; Gaussian process classifier; Lithium-ion battery pack; Multi-fault diagnosis; Lithium-ion battery pack; Multi-fault diagnosis; Fault identification; Gaussian process classifier

The timely detection and accurate differentiation of concurrent diverse faults within lithium-ion battery packs are essential for triggering targeted countermeasures by the battery management system, thereby ensuring the safe and stable operation of the battery system. Existing methods for multi-fau...