Sep 2026
A multi-band enhanced dynamic learning method for robust fault diagnosis under signal and label noise.
The proposed MSD-DCSFNet framework maintains over 90% diagnostic accuracy even under a 0 dB signal-to-noise ratio combined with a 60% label noise rate, and these results validate its practical value for diagnosis using imperfect industrial data.
Xin Li, Man Yang, Jin Lv et al.
· ISA transactions · 0 citations