Author

Zhihao Lin

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Open access Oct 2026

FDCA-GRU: A dual-branch fusion network with frequency dynamic convolution attention for bearing fault diagnosis

Rolling bearing fault diagnosis is confronted with significant technical challenges, including the difficult extraction of weak fault features and the insufficient fusion of one-dimensional (1D) temporal dynamics with two-dimensional time-frequency patterns. To address this issue, this article proposes a novel dual-bra...

Liu-Bing Hu, Zhi-Hao Lin, Tian-Wei Zhang et al. · Structural Health Monitoring · 0 citations

Open access Aug 2026

A Cross-Variable Time-Series Transformer Architecture Integrating Physical Features for Photovoltaic Energy Forecasting

This study introduces a Cross-Variable Attention mechanism to explicitly reconstruct nonlinear photothermal couplings via dynamic attention weights and provides an accurate, generalizable, and physically interpretable solution for collaborative multi-station distributed PV energy forecasting.

Chen Xie, Mingju Chen, Yuyan Wang et al. · Algorithms · 0 citations