Aiming at the problems of large redundancy of time domain signals, low diagnostic accuracy and poor generalization ability of rolling bearing fault diagnosis under strong noise environment, a new fault diagnosis method based on multi-scale evolution of multi joint attention mechanism and multi residual convolution block is proposed. First of all, we use transition blocks of wide and narrow kernel convolutions and multiple joint attention mechanisms to supplement