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Remaining useful lifetime estimation for discrete power electronic devices using physics-informed neural network

Estimation of Remaining Useful Lifetime (RUL) of discrete power electronics is important to enable predictive maintenance and ensure system safety. Conventional data-driven approaches using neural networks have been applied to address this challenge. However, due to ignoring the physical properties...

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Detalles Bibliográficos
Autores principales: Lu, Zhonghai, Guo, Chao, Liu, Mingrui, Shi, Rui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10287649/
https://www.ncbi.nlm.nih.gov/pubmed/37349382
http://dx.doi.org/10.1038/s41598-023-37154-5