A Multi-Branch Parallel-Fusion Method for Fault Diagnosis of Shearer Bearings
Conventional single-network models struggle to simultaneously capture local transient impacts, temporal dependencies, and contextual correlations from rolling bearing vibration signals. Moreover, traditional serial hybrid architectures suffer from feature dilution, wherein weak fault features extracted by upstream laye...