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Sep 2026

Digital twin fault diagnosis method for high speed train Bogies based on HGKN-SINDy and residual graph sequences

A digital twin fault diagnosis method based on a hypergraph kernel neural operator integrated with sparse identification of nonlinear dynamics (HGKN-SINDy) and residual graph sequences is proposed, providing an interpretable digital-twin diagnostic approach for intelligent operation and maintenance of high-speed train...

Kai Zhang, Zhe Wei, Mo Chen et al. · 0 citations
Open access Aug 2026

Time-Gated Multi-Expert Generative Adversarial Network for Gearbox Fault Diagnosis

In the domain of rotating machinery fault diagnosis, challenges such as multi-operating condition distribution heterogeneity and the difficulty of distinguishing fault features within multi-scale temporal signals persist. To address these issues, this paper introduces the Time-Gated Multi-Expert Generative Adversarial...

Puyang Guan, Zhe Wei, Lei Wang et al. · 0 citations

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