A mechanism-driven failure causality modeling approach for mechanical systems combining causal ordering theory and Ishikawa diagram

Abstract Failure causality modeling plays a critical role in mechanical system diagnostics. Current methods primarily rely on empirical knowledge and historical datasets, resulting in constrained applicability and inconsistent predictive accuracy. To address these limitations, this study proposes a...

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Hlavní autoři:	Hui Yu, Wenhao Zhang, Wei Qu
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	Nature Portfolio 2025-07-01
Edice:	Scientific Reports
Témata:	Failure causality modeling Causal ordering Causal reasoning Fault tracing Root causes Ishikawa diagram
On-line přístup:	https://doi.org/10.1038/s41598-025-12459-9
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