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Jian-Yu Liu

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#artificial intelligence Preprint Jul 2026

A Multi-level Information Integration Framework for Physically Verifiable Fault Diagnosis of Rotating Machinery

The proposed Diagnostic Evidence Network (DENet) is an encoder-agnostic multi-task framework that extends the output to a structured evidence record: the classification, a predicted characteristic frequency comparable against the theoretical value determined by bearing geometry and shaft speed, and a temporal localizat...

Yun-Tong Chen, Jian-Yu Liu, Ying-Qi Li et al. · 1 citation

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