建筑模拟(英文版)2025,Vol.18Issue(7):1697-1716,20.DOI:10.1007/s12273-025-1288-9
A model-based reinforcement learning framework for building heating management with branched rollout strategy and time-series prediction model
A model-based reinforcement learning framework for building heating management with branched rollout strategy and time-series prediction model
摘要
关键词
building energy management/reinforcement learning/model-based learning/recursive prediction/time-series prediction modelKey words
building energy management/reinforcement learning/model-based learning/recursive prediction/time-series prediction model引用本文复制引用
Kaichen Qu,Hong Zhang,Xin Zhou,Martina Ferrando,Francesco Causone..A model-based reinforcement learning framework for building heating management with branched rollout strategy and time-series prediction model[J].建筑模拟(英文版),2025,18(7):1697-1716,20.基金项目
This research was supported by the China Scholarship Council(No.202306090264)granted to Kaichen Qu for his study at Politecnico di Milano.We would like to thank Prof.Alfonso Capozzoli,Prof.Marco Savino Piscitelli,and Ms.Sabrina Savino from Politecnico di Torino for their discussions and suggestions on the work. (No.202306090264)