Physics-informed machine learning in prognostics and health management: State of the art and challenges

Weikun DENG,Khanh T.P. NGUYEN,Kamal MEDJAHER,Christian GOGU,Jérôme MORIO

APPLIED MATHEMATICAL MODELLING（2023）

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摘要

•Systematic bibliometric analysis of PIML in PHM.•Novel perspectives for PIML from the “Informed knowledge forms” and “Informed methods”.•Taxonomy of PIML approaches in PHM.•Highlight remaining challenges and future perspectives based on this review.

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关键词

Physics-informed machine learning,Prognostics and health management,Physics-informed input space,Physics-constraint learning,Physics-embedded algorithm structure,Knowledge

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