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eess.SP2025
Data-Efficient Motor Condition Monitoring with Time Series Foundation Models
Deyu Li, Xinyuan Liao, Shaowei Chen +1
Motor condition monitoring is essential for ensuring system reliability and preventing catastrophic failures. However, data-driven diagnostic methods often suffer from sparse fault…
eess.SP2023★ 6 cited
Physics-Informed Neural Networks for Prognostics and Health Management of Lithium-Ion Batteries
Pengfei Wen, Zhi-Sheng Ye, Yong Li +3
For Prognostics and Health Management (PHM) of Lithium-ion (Li-ion) batteries, many models have been established to characterize their degradation process. The existing empirical o…