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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 · 0 citations
Open access Sep 2026

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

Soil moisture (SM) is a core state variable of terrestrial hydrological and land–atmosphere interactions. Machine learning-based downscaling and retrieval frameworks that integrate multi-source remote sensing and auxiliary datasets have become mainstream approaches for generating high-spatial-resolution SM products. Ho...

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

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