Building-MoE:A closed-loop routing sparse mixture-of-experts time-series foundation model for building short-term load forecastingOA
Building-MoE:A closed-loop routing sparse mixture-of-experts time-series foundation model for building short-term load forecasting
Xin Liu;Qiming Fu;Jianping Chen;Ke Liu;Lanhui Liu;Yunzhe Wang;You Lu
School of Electronic and Information Engineering,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,China||Jiangsu Province Key Laboratory of Intelligent Energy Efficiency,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,ChinaSchool of Electronic and Information Engineering,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,China||Jiangsu Province Key Laboratory of Intelligent Energy Efficiency,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,ChinaJiangsu Province Key Laboratory of Intelligent Energy Efficiency,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,China||School of Architecture and Urban Planning,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,China||Chongqing Industrial Big Data Innovation Center Co.,Ltd.,Chongqing 400707,ChinaJiangsu Province Key Laboratory of Intelligent Energy Efficiency,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,China||School of Architecture and Urban Planning,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,ChinaChongqing Industrial Big Data Innovation Center Co.,Ltd.,Chongqing 400707,ChinaSchool of Electronic and Information Engineering,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,China||Jiangsu Province Key Laboratory of Intelligent Energy Efficiency,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,ChinaSchool of Electronic and Information Engineering,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,China||Jiangsu Province Key Laboratory of Intelligent Energy Efficiency,Suzhou University of Science and Technology,Suzhou,Jiangsu 215009,China
building load forecastingtime-series foundation modelsparse mixture-of-expertsclosed-loop routing schedulerASHRAE Guideline 14
building load forecastingtime-series foundation modelsparse mixture-of-expertsclosed-loop routing schedulerASHRAE Guideline 14
《建筑模拟（英文版）》 2026 (4)
1007-1030,24
This work was financially supported by the National Natural Science Foundation of China(No.62372318,No.62102278).
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