Battery voltage reconstruction via a generative model for state of health estimation
Papers|更新时间:2026-10-02
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Battery voltage reconstruction via a generative model for state of health estimation
基于生成模型的电池电压重构方法及其健康状态估计
Journal of Reliability Science and EngineeringVol. 2, Issue 3, Pages: 1-16(2026)
作者机构:
Department of Industrial Engineering and Management and the State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, 200240 Shanghai, People's Republic of China
作者简介:
Wei Wu received a BS degree in Mechanical Design from Nanjing university of science and technology in 2018 and MS degrees in Mechanical Design from the University of Manchester, UK, in 2019. He then received his PhD degree in the Department of Industrial Engineering & Management, Shanghai Jiao Tong University. His research interests include battery health management, health state and remaining useful life prediction.
Zhen Chen received a BS degree in Quality and Reliability Engineering from Beihang University in 2014 and a PhD degree in Mechanical Engineering from Shanghai Jiao Tong University in 2019. He is now an associate professor in the Department of Industrial Engineering & Management, Shanghai Jiao Tong University. He worked as a postdoc at the Department of Energy, Politecnico di Milano, Italy. His research interests include reliability engineering, battery health management and condition monitoring of complex systems.
Weijie Liu received a BS degree in Statistics and an MS degree in Applied Statistics from Xiamen University in 2020 and in 2023. He is currently pursuing a PhD degree in the Department of Industrial Engineering & Management, Shanghai Jiao Tong University, China. His research interests include health management of energy storage systems and industrial big data analysis.
Ershun Pan received BS and MS degrees in Mechanical Design and Manufacturing from Northeastern University, Shenyang, China, in 1997 and a PhD degree in Mechanical Engineering from Shanghai Jiao Tong University, Shanghai, China, in 2000. He is now a professor and the header in the Department of Industrial Engineering & Management, Shanghai Jiao Tong University, China. His current research interests include quality and reliability engineering, production system optimization, and lean manufacturing.
Wei Wu, Zhen Chen, Weijie Liu, et al. Battery voltage reconstruction via a generative model for health of state estimation[J]. Journal of Reliability Science and Engineering, 2026, 2:035301.
Wei Wu, Zhen Chen, Weijie Liu, et al. Battery voltage reconstruction via a generative model for health of state estimation[J]. Journal of Reliability Science and Engineering, 2026, 2:035301.DOI: 10.1088/3050-2454/ae89bb.
Battery voltage reconstruction via a generative model for state of health estimation