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Small-Sample Reliability Assessment of Electromagnetic Relays: Storage Reliability Analysis and Lifetime Prediction of Electromagnetic Relays Under Small-Sample Conditions - Couverture souple

Wang, Zhaobin

 
9786630263527: Small-Sample Reliability Assessment of Electromagnetic Relays: Storage Reliability Analysis and Lifetime Prediction of Electromagnetic Relays Under Small-Sample Conditions

Synopsis

The work presented in this book was supported by Jiangsu University of Science and Technology. As critical components in electrical control systems, electromagnetic relays are particularly vulnerable to contact degradation and failure, which may ultimately lead to system-level malfunctions. Accordingly, reliability assessment based on Remaining Useful Life (RUL) prediction has become an important research topic. However, relay degradation is inherently governed by coupled multi-physical processes and is characterized by highly nonlinear and uncertain failure mechanisms. In addition, the high cost and long duration of life testing severely limit the availability of complete degradation datasets, giving rise to a typical small-sample problem. Furthermore, conventional data-driven methods generally assume parameter independence or linear relationships and fail to capture latent, time-varying nonlinear dependencies, thereby restricting prediction accuracy and robustness.

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À propos de l'auteur

Zhaobin Wang joined Jiangsu University of Science and Technology in 2007 and is currently an Assistant Professor. He received the Ph.D. degree in Electric Machines and Electric Apparatus from Harbin Institute of Technology. His research interest includes storage reliability, testing technique and life-prediction of electrical apparatus.

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