Author

Wei Shao

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Open access Aug 2026

A Multi-Site Probabilistic Water Quality Prediction Method Coupling Learnable Frequency-Domain Filtering and Multi-Residual Ensemble

Multi-site water quality sequences are jointly affected by seasonal periodicity, meteorological disturbances, and inter-site differences in the Jianghuai Watershed region. Conventional quality prediction models struggle to simultaneously achieve multi-scale feature extraction, spatial heterogeneity characterization, an...

Wei Shao, Yu-Liang Wang, Li-Juan Qiao · Water · 0 citations

Open access Sep 2026

Spatial Domain Dependence Evolution of Input Parameter Importance in Soil Moisture Retrieval Under the XGBoost and SHAP Framework

This work quantitatively verifies the spatial domain dependence of parameter importance in machine learning-based SM retrieval, providing guidance for domain-adaptive predictor selection and interpretable high-resolution SM modeling under diverse land surface conditions.

Si-Yu Zhou, Yu-Zhu Wang, Xiao-Jing Bai et al. · Remote Sensing · 0 citations