首页|期刊导航|建筑模拟(英文版)|Causal graph-aided reinforcement learning for HVAC energy consumption optimization

Causal graph-aided reinforcement learning for HVAC energy consumption optimizationOA

Causal graph-aided reinforcement learning for HVAC energy consumption optimization

Shihang Gao;Xu Yang;Rang Tu;Jian Huang;Tao Zhang;Qing Li

Key Laboratory of Knowledge Automation for Industrial Processes of Ministry of Education,School of Automation and Electrical Engineering,University of Science and Technology Beijing,30 Xueyuan Road,Beijing 100083,China||Shunde Innovation School,University of Science and Technology Beijing,Foshan,Guangdong,ChinaKey Laboratory of Knowledge Automation for Industrial Processes of Ministry of Education,School of Automation and Electrical Engineering,University of Science and Technology Beijing,30 Xueyuan Road,Beijing 100083,China||Shunde Innovation School,University of Science and Technology Beijing,Foshan,Guangdong,ChinaSchool of Resources and Safety Engineering,University of Science and Technology Beijing,30 Xueyuan Road,Beijing 100083,ChinaKey Laboratory of Knowledge Automation for Industrial Processes of Ministry of Education,School of Automation and Electrical Engineering,University of Science and Technology Beijing,30 Xueyuan Road,Beijing 100083,China||Shunde Innovation School,University of Science and Technology Beijing,Foshan,Guangdong,ChinaKey Laboratory of Knowledge Automation for Industrial Processes of Ministry of Education,School of Automation and Electrical Engineering,University of Science and Technology Beijing,30 Xueyuan Road,Beijing 100083,China||Shunde Innovation School,University of Science and Technology Beijing,Foshan,Guangdong,ChinaKey Laboratory of Knowledge Automation for Industrial Processes of Ministry of Education,School of Automation and Electrical Engineering,University of Science and Technology Beijing,30 Xueyuan Road,Beijing 100083,China||Shunde Innovation School,University of Science and Technology Beijing,Foshan,Guangdong,China

HVAC systemenergy consumption optimizationdynamic supply-demand matchingSoft Actor-Criticcausal graph

HVAC systemenergy consumption optimizationdynamic supply-demand matchingSoft Actor-Criticcausal graph

《建筑模拟(英文版)》 2026 (6)

1505-1522,18

This work was supported in part by the National Natural Science Foundation of China under grant U25B2053,62373012,the Guangdong Basic and Applied Basic Research Foundation under Grant 2025A1515012016,2025A1515011375.

10.1007/s12273-026-1451-y

评论