Compound Fault Diagnosis for Industrial Machinery: Data-Driven Methods, Challenges, and LLM-Enhanced Perspectives
Compound faults occur when several local faults exist at the same time in industrial machinery and affect condition-monitoring signals together. Their signatures become mixed through modulation, structural transmission, operating-condition variation, and sensor response, which makes feature separation and state recogni...