New Multimodal Foundation Model Targets Universal Rotating-Machinery Fault Diagnosis

Researchers introduced a time-frequency-condition multimodal fusion foundation model designed to diagnose faults across different rotating machines and heterogeneous operating conditions, addressing the limits of models built for a single machine.

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1. 2026-11-13 05:00 · arXiv cs.CL
   A Time-Frequency-Condition Multimodal Fusion Foundation Model for Universal Rotating-Machinery Fault Diagnosis under Multi-Element Heterogeneous Scenarios