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Jiu-Ke Wang

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Open access Oct 2026

Diffusion‐Based Reconstruction of Western North Pacific Surface Winds From CYGNSS for Tropical Cyclone Analysis

Sea surface wind retrieval under extreme weather conditions is constrained by the sparse and irregular spatiotemporal sampling of Global Navigation Satellite System Reflectometry (GNSS‐R). This study presents a probabilistic wind field reconstruction framework for the Western North Pacific using Score‐Based Data Assimi...

Xin-Hai Han, Xiao-Hui Li, Jing-Song Yang et al. · 0 citations
Open access Aug 2026

Weformer: Adaptive spectral cross-variable transformer for long-horizon weather forecasting

This work proposes Weformer, a Transformer-based architecture purpose-built for sensor-derived weather time series, and introduces two core innovations: a Frequency-driven Cross-Variable Rotary Position Embedding (CrossVarRoPE) that extracts dominant spectral patterns via the Fourier transform and injects adaptive, cro...

Chunliang Wang, Xu-Zhang Shen, Jiu-Ke Wang · 0 citations

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