Gang Lan

Fault Diagnosis of Gearbox Bearings Under Extreme Class Imbalance Based on Multi-Resolution Windows and Density-Aware Cross-Modal Fusion

A dual-branch architecture with spatial density-weighted kernels is proposed to decouple high-frequency transients from low-frequency periodic trends and an imbalance-aware strategy integrating Focal Loss and composite augmentation is developed to mitigate model bias.