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…