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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

建筑模拟（英文版）2026，Vol.19Issue(4)：1007-1030,24.
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建筑模拟（英文版）2026，Vol.19Issue(4)：1007-1030,24.DOI:10.1007/s12273-026-1403-6

Building-MoE:A closed-loop routing sparse mixture-of-experts time-series foundation model for building short-term load forecasting

Building-MoE:A closed-loop routing sparse mixture-of-experts time-series foundation model for building short-term load forecasting

Xin Liu 1Qiming Fu 1Jianping Chen 2Ke Liu 3Lanhui Liu 4Yunzhe Wang 1You Lu1

作者信息

  • 1. 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,China
  • 2. Jiangsu 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,China
  • 3. Jiangsu 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
  • 4. Chongqing Industrial Big Data Innovation Center Co.,Ltd.,Chongqing 400707,China
  • 折叠

摘要

关键词

building load forecasting/time-series foundation model/sparse mixture-of-experts/closed-loop routing scheduler/ASHRAE Guideline 14

Key words

building load forecasting/time-series foundation model/sparse mixture-of-experts/closed-loop routing scheduler/ASHRAE Guideline 14

引用本文复制引用

Xin Liu,Qiming Fu,Jianping Chen,Ke Liu,Lanhui Liu,Yunzhe Wang,You Lu..Building-MoE:A closed-loop routing sparse mixture-of-experts time-series foundation model for building short-term load forecasting[J].建筑模拟（英文版）,2026,19(4):1007-1030,24.

基金项目

This work was financially supported by the National Natural Science Foundation of China(No.62372318,No.62102278). （No.62372318,No.62102278）

建筑模拟（英文版）

1996-3599

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