Author

Ji-Yong Zhang

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Open access Sep 2026

FCA-Transformer: A Feature Pyramid Time Series Forecasting Model Driven by Cross-Attention Mechanism

The findings indicate that the proposed architecture successfully reconciles multi-scale feature extraction with lightweight dependency modeling, enhancing structural generalization and providing a scalable framework for real-time temporal analysis in complex industrial environments.

Lin-Li Wu, Ji-Yong Zhang, Zhi-Ming Zhang et al. · Electronics · 0 citations

Open access Aug 2026

MSFTNet: multi-scale frequency-temporal network for machinery fault diagnosis under complex working conditions

A multi-scale frequency-temporal network that achieves an average accuracy of 99.58% under variable speeds and maintains a robust accuracy of 70.14% even under extreme noise conditions, outperforming baseline methods across a range of complex scenarios.

Deguang Li, Zhen Ding, Yixin Chen et al. · Engineering Research Express · 0 citations