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Shu Guo

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Open access Aug 2026

MSFormer: Multi-Scale Transformer for Robust Fault Diagnosis of Machines Under Complex Conditions

The proposed MSFormer incorporates a parallel multi-scale Convolutional Neural Network architecture and hierarchical Transformer modules to comprehensively process 1D vibration signals to provide a powerful and precise intelligent solution for mechanical fault diagnosis.

Shu Guo, Jin Li, Tianci Zhang · 0 citations