A Review of Reinforcement Learning for Autonomous Building Energy Management

12 March 2019

Papers citing "A Review of Reinforcement Learning for Autonomous Building Energy Management"

10 / 10 papers shown

Title
A Lightweight Calibrated Simulation Enabling Efficient Offline Learning for Optimal Control of Real Buildings Judah Goldfeder John Sipple AI4CE 6 2 0 12 Oct 2023
A Comparison of Classical and Deep Reinforcement Learning Methods for HVAC Control Marshall Wang John Willes Thomas Jiralerspong Matin Moezzi OffRL AI4CE 19 2 0 10 Aug 2023
Machine Learning for Smart and Energy-Efficient Buildings Hari Prasanna Das Yu-Wen Lin Utkarsha Agwan Lucas Spangher Alex Devonport Yu Yang Ján Drgoňa A. Chong S. Schiavon C. Spanos HAI AI4CE 34 20 0 27 Nov 2022
MetaEMS: A Meta Reinforcement Learning-based Control Framework for Building Energy Management System Huiliang Zhang Di Wu Benoit Boulet 36 6 0 23 Oct 2022
A Review of Safe Reinforcement Learning: Methods, Theory and Applications Shangding Gu Longyu Yang Yali Du Guang Chen Florian Walter Jun Wang Alois C. Knoll OffRL AI4TS 117 241 0 20 May 2022
MetaDrive: Composing Diverse Driving Scenarios for Generalizable Reinforcement Learning Quanyi Li Zhenghao Peng Lan Feng Qihang Zhang Zhenghai Xue Bolei Zhou 43 232 0 26 Sep 2021
Feasible Actor-Critic: Constrained Reinforcement Learning for Ensuring Statewise Safety Haitong Ma Yang Guan Shegnbo Eben Li Xiangteng Zhang Sifa Zheng Jianyu Chen 40 37 0 22 May 2021
Development of a Soft Actor Critic Deep Reinforcement Learning Approach for Harnessing Energy Flexibility in a Large Office Building Anjukan Kathirgamanathan E. Mangina D. Finn AI4CE 14 38 0 25 Apr 2021
Data-driven control of room temperature and bidirectional EV charging using deep reinforcement learning: simulations and experiments B. Svetozarevic C. Baumann S. Muntwiler L. Di Natale Melanie Zeilinger Philipp Heer AI4CE 16 34 0 02 Mar 2021
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 36 79 0 17 Sep 2020