2026
SARNET: A SPIKE-AWARE CONSECUTIVE VALIDATION FRAMEWORK FOR ACCURATE REMAINING USEFUL LIFE PREDICTION
ICASSP 2026oral
Accurate prediction of remaining useful life (RUL) is essential to enhance system reliability and reduce maintenance risk. Yet many strong contemporary models are fragile around fault onset and opaque to engineers: short, high-energy spikes are smoothed away or misread, fixed thresholds blunt sensit…