Qian Gu

WT-STCA-ViT: Window-transform synergistic spectro-temporal channel attention Vision Transformer for robust bearing fault diagnosis

Reliable bearing fault diagnosis under variable operating conditions and severe noise remains challenging because empirically selected time-frequency front ends may produce degraded representations, while generic attention mechanisms lack explicit sensitivity to fault-related spectral structures. To address these lim...