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. 2025 Apr 25;25(9):2712. doi: 10.3390/s25092712

Figure 1.

Figure 1

Workflow of the proposed hybrid CWT-based deep learning model integrating MHSA, BiLSTM, and 1D conv ResNet for bearing fault diagnosis.