Cheng-Yen Lin

Deployment-Oriented Causal Decision Stabilization for Fixed-FPR Constrained Streaming Industrial Acoustic Anomaly Detection in IIoT

Industrial acoustic anomaly detection in long-duration streaming monitoring suffers from nonstationary noise, cross-machine domain shifts, and transient acoustic disturbances, leading to fluctuating anomaly scores and unstable alarm behavior. Existing methods mainly focus on improving backbone-level score generation, b...