Open access
Aug 2026
Training-Aware Wavelet-Domain Controlled-Noise Augmentation for Residual Network-Based Bearing Fault Diagnosis
WPMSR-1D-ResNet, a training-aware wavelet-domain controlled-noise augmentation framework, aligns wavelet augmentation with diagnostic performance, preserves useful waveform information, and removes wavelet reconstruction and PSO from the deployment path.
Yifan Li, Jingtao Cheng, Yue Zhao et al.
· Machines · 0 citations