Author

Chao-Xia Yuan

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Open access Aug 2026

Intensifying Flash Droughts Aggravate Vegetation Ecosystem Vulnerability in the Monsoon Region of China: Evidence From Resistance and Resilience Responses

The resistance and resilience of vegetation determine its ability to maintain ecosystem functional stability under flash drought stress. However, a research framework that quantifies event‐scale response characteristics of vegetation resistance, resilience, and vulnerability remains lacking. To fill this gap, we develo...

Zi-Xuan Qi, Yu-Chen Ye, Yan-Peng Cai et al. · Earth's Future · 0 citations

#graph neural networks Open access Sep 2026

Ground-Based GNSS Atmospheric Remote Sensing for Ultra-Short-Term Wind-Power Forecasting: A Direction-Proxy-Guided Graph-Residual Approach

The proposed model combining a long short-term memory backbone, GNSS conditioning, and a graph neural network (GNN), denoted LSTM+GNN+GNSS, for 4 h wind-power forecasting demonstrates the incremental predictive value of the complete GNSS-conditioning pathway under the chronological holdout protocol.

Pei-Yan Gong, Chao-Xia Yuan · Remote Sensing · 0 citations