Efficient and assured reinforcement learning-based building HVAC control with heterogeneous expert-guided training
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-91326-z
Abstract: Building heating, ventilation, and air conditioning (HVAC) systems account for nearly half of building energy consumption and \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$20\%$$\end{document} of total energy consumption in the US. Their… read more here.
Keywords: reinforcement; training; hvac control; reinforcement learning ... See more keywords
A Safe and Data-Efficient Model-Based Reinforcement Learning System for HVAC Control
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2025.3540402
Abstract: Model-based reinforcement learning (MBRL) is widely studied for heating, ventilation, and air conditioning (HVAC) control in buildings. One of the critical challenges is the large amount of data required to effectively train neural networks for… read more here.
Keywords: model based; control; hvac control; model ... See more keywords