Multi-Agent Deep Reinforcement Learning for HVAC Control in Commercial Buildings

25 June 2020

Chao Shen

Papers citing "Multi-Agent Deep Reinforcement Learning for HVAC Control in Commercial Buildings"

22 / 22 papers shown

Title
Experimental evaluation of offline reinforcement learning for HVAC control in buildings Jun Wang Linyan Li Qi Liu Yu Yang OffRL AI4CE 30 1 0 15 Aug 2024
Reinforcement Learning for Sustainable Energy: A Survey Koen Ponse Felix Kleuker Márton Fejér Álvaro Serra-Gómez Aske Plaat Thomas M. Moerland OffRL AI4CE 45 1 0 26 Jul 2024
An experimental evaluation of Deep Reinforcement Learning algorithms for HVAC control Antonio Manjavacas Alejandro Campoy-Nieves Javier Jiménez Raboso Miguel Molina-Solana Juan Gómez-Romero AI4CE 36 8 0 11 Jan 2024
Active Reinforcement Learning for Robust Building Control Doseok Jang Larry Yan Lucas Spangher C. Spanos 43 1 0 16 Dec 2023
A Distributed ADMM-based Deep Learning Approach for Thermal Control in Multi-Zone Buildings under Demand Response Events Vincent Taboga H. Dagdougui AI4CE 29 1 0 08 Dec 2023
A Multi-Agent Reinforcement Learning Framework for Evaluating the U.S. Ending the HIV Epidemic Plan Dinesh Sharma Ankit Shah Chaitra Gopalappa 45 0 0 01 Nov 2023
A Lightweight Calibrated Simulation Enabling Efficient Offline Learning for Optimal Control of Real Buildings Judah Goldfeder John Sipple AI4CE 19 2 0 12 Oct 2023
Learning a Reward Function for User-Preferred Appliance Scheduling N. Čović Jochen Cremer H. Pandžić 13 1 0 11 Oct 2023
Enhancing the Performance of Multi-Agent Reinforcement Learning for Controlling HVAC Systems Daniel R. Bayer M. Pruckner AI4CE 27 7 0 13 Sep 2023
A Comparison of Classical and Deep Reinforcement Learning Methods for HVAC Control Marshall Wang John Willes Thomas Jiralerspong Matin Moezzi OffRL AI4CE 35 2 0 10 Aug 2023
Pre-Trained Large Language Models for Industrial Control Lei Song Chuheng Zhang Li Zhao Jiang Bian LM&Ro AI4CE 32 12 0 06 Aug 2023
Laxity-Aware Scalable Reinforcement Learning for HVAC Control Ruohong Liu Yuxin Pan Yize Chen AI4CE 14 0 0 29 Jun 2023
Energy Optimization for HVAC Systems in Multi-VAV Open Offices: A Deep Reinforcement Learning Approach Hongya Wang Xiwen Chen Natan Vital Edward. Duffy Abolfazl Razi AI4CE 21 6 0 23 Jun 2023
TreeC: a method to generate interpretable energy management systems using a metaheuristic algorithm Julian Ruddick L. R. Camargo M. A. Putratama M. Messagie Thierry Coosemans 22 2 0 17 Apr 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
Rethinking Individual Global Max in Cooperative Multi-Agent Reinforcement Learning Yi-Te Hong Yaochu Jin Yang Tang 22 22 0 20 Sep 2022
AI for Global Climate Cooperation: Modeling Global Climate Negotiations, Agreements, and Long-Term Cooperation in RICE-N Tianyu Zhang Andrew Robert Williams Soham R. Phade Sunil Srinivasa Yang Zhang Prateek Gupta Yoshua Bengio Stephan Zheng AI4CE 27 21 0 15 Aug 2022
Review of Metrics to Measure the Stability, Robustness and Resilience of Reinforcement Learning L. Pullum 29 2 0 22 Mar 2022
Physics-informed Evolutionary Strategy based Control for Mitigating Delayed Voltage Recovery Yan Du Qiuhua Huang Renke Huang Tianzhixi Yin Jie Tan Wenhao Yu Xinya Li 13 14 0 29 Nov 2021
Reinforcement Learning for Selective Key Applications in Power Systems: Recent Advances and Future Challenges Xin Chen Guannan Qu Yujie Tang S. Low Na Li 24 227 0 27 Jan 2021
MILP-based Imitation Learning for HVAC control Huy Truong Dinh Daehee Kim 6 17 0 01 Dec 2020
One for Many: Transfer Learning for Building HVAC Control Shichao Xu Yixuan Wang Yanzhi Wang Zheng O’Neill Qi Zhu AI4CE 15 66 0 09 Aug 2020