Author

Kai Li

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Open access Oct 2026

Electricity Load Forecasting for 400 Public Buildings in Shenzhen: Model Comparison, Feature Selection, and TreeSHAP Interpretation

One-hour-ahead electricity-load forecasting offers a potential reference for near-term demand monitoring, while its practical implementation requires a balance between predictive performance and input-data requirements. This study develops one-hour-ahead forecasting models using 3,504,000 hourly observations from 400 p...

Dongfang Yang, Kai Li, Yu-Hang Zhang et al. · Buildings · 0 citations

Open access Aug 2026

Facilitating megacity electricity decarbonization via grid-interactive demand-side resource management

City power systems face intensified mismatches between generation and dynamic demand under rising zero-carbon energy penetration levels. Although demand-side resource management offers mismatch mitigation potential by regulating load patterns, its city-level capability remains unclear. This study develops a community-t...

Kai Li, Sheng-Yu Tao, Z. Xiong et al. · Nature Communications · 0 citations