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A domain generalization method based on multisource information fusion (MSIF) based on Vision Transformer architectures that characterizes faults by integrating high-frequency acoustic emission signals with low-frequency vibration signals to capture complementary information across frequency bands, while incorporating real-time rotational speed information is proposed.