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Open access Oct 2026

Spatiotemporal Changes and Driving Factors of Ecosystem Services in the Yangtze River Delta, China: Insights from XGBoost and Structural Equation Modeling

Ecosystem services (ESs) are the benefits that humans derive from ecosystems. Clarifying their spatiotemporal changes and driving factors is fundamental to regional ecological security. The Yangtze River Delta (YRD) is one of the most urbanized and human-disturbed regions in China. This study quantified six ecosystem s...

Lei Zhang, Yu-Chan Mo, Xin-Mu Zhang et al. · 0 citations
Open access Aug 2026

Robustness Evaluation of Building Electricity Load Forecasting Models Using Similarity-Controlled Fourier Surrogates

Building electricity load forecasting models are usually selected on an unchanged historical test set, although rankings may shift when temporal organization changes. We evaluated five models across 60 non-residential buildings using seven Fourier-surrogate settings with the executed zero-clipping correction, ten reali...

Lei Zhang, Bing-Shun Zhang, Xin Huang · 0 citations

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