Window Test-Time Adaptation for Lifetime Prediction Considering Non-Stationary Noise
Accurate lifetime prediction is critical for prognostics and health management (PHM) of safety-critical industrial equipment such as rolling bearings. However, degradation monitoring signals collected from run-to-failure processes often suffer from continuous distribution drift under complex and nonstationary operating...