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Author

Wenyuan Zhang

2 papers indexed here

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Open access 2026

PWVGAT: Graph Attention Network for Spatial Inference of GNSS Precipitable Water Vapor Over Irregular Station Networks

Precipitable water vapor (PWV) derived from Global Navigation Satellite System (GNSS) stations provides millimeter-level accuracy under all weather conditions but is limited to discrete site locations. Extending these observations into spatially continuous fields remains challenging because conventional interpolation a...

Chao Chen, Ying-Hao Zhao, Wei Zhou et al. · 0 citations
Open access 2026

ARIMA-KOA-CNN-GRU-Attention Model for Improving GNSS Water Vapor Prediction

Experimental results demonstrated that decomposing PWV into linear and nonlinear components via wavelet transform can enhance prediction accuracy and among all the schemes tested, ARIMA-KOA-CNN-GRU-Attention performed the best, achieving a 52% RMSE reduction in comparison with the ARIMA-KOA-GRU method.

Xiangrong Yan, Wei-Fang Yang, Ke-Fei Zhang et al. · 0 citations

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