Jul 2026
A hybrid fault diagnosis method for rolling bearings combining GAF and dual-channel CNN
A rolling bearing fault diagnosis method combining the Gramian Angular Field with a dual-channel Convolutional Neural Network (CNN) and Least Squares Support Vector Machine (LSSVM) that demonstrated superior performance compared to several other fault diagnosis methods when dealing with limited training samples and noisy interference.
Kai Zhang, Chen Yang, Shuzhi Gao
· Signal, Image and Video Proc... · 0 citations