On-line Building Energy Optimization using Deep Reinforcement Learning

18 July 2017

Elena Mocanu

Decebal Constantin Mocanu

Papers citing "On-line Building Energy Optimization using Deep Reinforcement Learning"

39 / 39 papers shown

Title
Reinforcement Learning-based Approach for Vehicle-to-Building Charging with Heterogeneous Agents and Long Term Rewards Fangqi Liu Rishav Sen J. P. Talusan Ava Pettet Aaron Kandel Yoshinori Suzue Ayan Mukhopadhyay A. Dubey OffRL 44 0 0 24 Feb 2025
Reinforcement Learning for Sustainable Energy: A Survey Koen Ponse Felix Kleuker Márton Fejér Álvaro Serra-Gómez Aske Plaat Thomas M. Moerland OffRL AI4CE 40 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 31 8 0 11 Jan 2024
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 13 6 0 23 Jun 2023
Optimal Scheduling in IoT-Driven Smart Isolated Microgrids Based on Deep Reinforcement Learning Jiaju Qi Lei Lei Kan Zheng Simon X. Yang Xuemin X. Shen 16 11 0 28 Apr 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
Domain-adapted Learning and Imitation: DRL for Power Arbitrage Yuanrong Wang Vigneshwaran Swaminathan Nikita P. Granger Carlos Ros Perez C. Michler 18 0 0 19 Jan 2023
Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Qiao Xiao Boqian Wu Yu Zhang Shiwei Liu Mykola Pechenizkiy Elena Mocanu Decebal Constantin Mocanu AI4TS 38 28 0 19 Dec 2022
A survey on the development status and application prospects of knowledge graph in smart grids Jian Wang Xi Wang Chaoqun Ma Lei Kou 33 74 0 02 Nov 2022
Federated Reinforcement Learning for Real-Time Electric Vehicle Charging and Discharging Control Zixuan Zhang Yuning Jiang Yuanming Shi Ye Shi Wei Chen 54 13 0 04 Oct 2022
Joint Energy Dispatch and Unit Commitment in Microgrids Based on Deep Reinforcement Learning Jiaju Qi Lei Lei Kan Zheng Simon X. Yang 19 0 0 03 Jun 2022
Optimal Adaptive Prediction Intervals for Electricity Load Forecasting in Distribution Systems via Reinforcement Learning Yufan Zhang Honglin Wen Qiuwei Wu Qiang Ai 12 21 0 18 May 2022
Massively Digitized Power Grid: Opportunities and Challenges of Use-inspired AI Le Xie Xiangtian Zheng Yannan Sun Tong Huang Tony Bruton AI4CE 35 18 0 10 May 2022
Deep Reinforcement Learning Versus Evolution Strategies: A Comparative Survey Amjad Yousef Majid Serge Saaybi Tomas van Rietbergen Vincent François-Lavet R. V. Prasad Chris Verhoeven OffRL 62 55 0 28 Sep 2021
Data-driven battery operation for energy arbitrage using rainbow deep reinforcement learning Daniel J. B. Harrold Jun Cao Zhong Fan 9 47 0 10 Jun 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 19 34 0 02 Mar 2021
Sparse Training Theory for Scalable and Efficient Agents Decebal Constantin Mocanu Elena Mocanu T. Pinto Selima Curci Phuong H. Nguyen M. Gibescu D. Ernst Z. Vale 45 17 0 02 Mar 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
Deep Learning for Intelligent Demand Response and Smart Grids: A Comprehensive Survey Praveen Kumar Viet Quoc Pham Madhusanka Liyanage N. Deepa Mounik Vvss Shivani Reddy Reddy Maddikunta Neelu Khare Thippa Reddy Gadekallu W. Hwang 41 57 0 20 Jan 2021
Autonomous Charging of Electric Vehicle Fleets to Enhance Renewable Generation Dispatchability Reza Bayani Saeed D. Manshadi Guangyi Liu Yawei Wang Renchang Dai 16 18 0 22 Dec 2020
Indoor Point-to-Point Navigation with Deep Reinforcement Learning and Ultra-wideband Enrico Sutera Vittorio Mazzia Francesco Salvetti Giovanni Fantin Marcello Chiaberge 23 6 0 18 Nov 2020
Empowering Things with Intelligence: A Survey of the Progress, Challenges, and Opportunities in Artificial Intelligence of Things Jing Zhang Dacheng Tao 45 462 0 17 Nov 2020
A Relearning Approach to Reinforcement Learning for Control of Smart Buildings Avisek Naug Marcos Quiñones-Grueiro G. Biswas CLL 6 9 0 04 Aug 2020
Distributed Deep Reinforcement Learning for Intelligent Load Scheduling in Residential Smart Grids Hwei-Ming Chung Sabita Maharjan Yan Zhang Frank Eliassen 9 70 0 29 Jun 2020
Multi-Agent Deep Reinforcement Learning for HVAC Control in Commercial Buildings Liang Yu Yi Sun Zhanbo Xu Chao Shen Dong Yue Tao Jiang X. Guan AI4CE 14 212 0 25 Jun 2020
Model-Free Voltage Regulation of Unbalanced Distribution Network Based on Surrogate Model and Deep Reinforcement Learning Di Cao Junbo Zhao Weihao Hu F. Ding Qi Huang Zhe Chen F. Blaabjerg OffRL 6 6 0 24 Jun 2020
Distributed Voltage Regulation of Active Distribution System Based on Enhanced Multi-agent Deep Reinforcement Learning Di Cao Junbo Zhao Weihao Hu F. Ding Qi Huang Zhe Chen 6 10 0 31 May 2020
Demand-Side Scheduling Based on Multi-Agent Deep Actor-Critic Learning for Smart Grids Joash Lee Wenbo Wang Dusit Niyato 11 9 0 05 May 2020
Robust Data-driven Profile-based Pricing Schemes Jingshi Cui Haoxiang Wang Chenye Wu Yang Yu 9 3 0 12 Dec 2019
Vulnerability Analysis for Data Driven Pricing Schemes Jingshi Cui Haoxiang Wang Chenye Wu Yang Yu 14 5 0 18 Nov 2019
Resilient Load Restoration in Microgrids Considering Mobile Energy Storage Fleets: A Deep Reinforcement Learning Approach Shuhan Yao Jiuxiang Gu Peng Wang Tianyang Zhao Huajun Zhang Xiaochuan Liu 14 38 0 06 Nov 2019
A Dynamic Analysis of Energy Storage with Renewable and Diesel Generation using Volterra Equations D. N. Sidorov I. Muftahov N. Tomin D. Karamov D. Panasetsky A. Dreglea Fang Liu A. Foley 11 56 0 04 Aug 2019
Deep Reinforcement Learning for Autonomous Internet of Things: Model, Applications and Challenges Lei Lei Yue Tan Kan Zheng Shiwen Liu K. Zheng Xuemin Shen Shen OffRL 21 202 0 22 Jul 2019
Tackling Climate Change with Machine Learning David Rolnick P. Donti L. Kaack K. Kochanski Alexandre Lacoste ... Demis Hassabis John C. Platt F. Creutzig J. Chayes Yoshua Bengio AI4Cl AI4CE 33 786 0 10 Jun 2019
A supervised-learning-based strategy for optimal demand response of an HVAC System Young-Jin Kim AI4CE 17 55 0 29 Apr 2019
A Review of Reinforcement Learning for Autonomous Building Energy Management Karl Mason S. Grijalva AI4CE 24 220 0 12 Mar 2019
Multi-agent Deep Reinforcement Learning for Zero Energy Communities Amit Prasad Ivana Dusparic AI4CE 9 45 0 08 Oct 2018