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Xinyan Lyu

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Open access Oct 2026

A Hybrid Deep Learning Framework for Tropical Cyclone Intensity Estimation With Spatiotemporal Features and Physical‐Persistence Adjustment

This study proposes SOPHIENet (TC Satellite‐Observed Physical‐Persistence and Spatiotemporal Hybrid Intensity Estimation Network), a hybrid framework for Tropical Cyclone (TC) intensity estimation. SOPHIENet integrates a convolutional neural network, the Convolutional Block Attention Module, and a physical‐persistenc...

Yue Wang, Xiao-Qin Lu, Xinyan Lyu et al. · 0 citations

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