Ao Chen

Robust Industrial Fault Diagnosis under Observation-Pattern Shift

Vibration-based fault diagnosis is one of the most studied applications of deep learning to industrial signals, where models routinely reach near-perfect accuracy on matched test data. Real deployments, however, suffer packet loss, bus stalls, sensor failures, and outages, all of which leave the test-time signal partia...