Autonomous Building Control Using Offline Reinforcement Learning

Mapping Intimacies ◽

10.1007/978-3-030-89899-1_25 ◽

2021 ◽

pp. 246-255

Author(s):

Jorren Schepers ◽

Reinout Eyckerman ◽

Furkan Elmaz ◽

Wim Casteels ◽

Steven Latré ◽

...

Keyword(s):

Reinforcement Learning ◽

Building Control

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Grid-Interactive Multi-Zone Building Control Using Reinforcement Learning with Global-Local Policy Search

2021 American Control Conference (ACC) ◽

10.23919/acc50511.2021.9482917 ◽

2021 ◽

Author(s):

Xiangyu Zhang ◽

Rohit Chintala ◽

Andrey Bernstein ◽

Peter Graf ◽

Xin Jin

Keyword(s):

Reinforcement Learning ◽

Local Policy ◽

Building Control ◽

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Generalized reinforcement learning for building control using Behavioral Cloning

Applied Energy ◽

10.1016/j.apenergy.2021.117602 ◽

2021 ◽

Vol 304 ◽

pp. 117602

Author(s):

Zachary E. Lee ◽

K. Max Zhang

Keyword(s):

Reinforcement Learning ◽

Building Control ◽

Behavioral Cloning

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Advanced Building Control via Deep Reinforcement Learning

Energy Procedia ◽

10.1016/j.egypro.2019.01.494 ◽

2019 ◽

Vol 158 ◽

pp. 6158-6163 ◽

Author(s):

Ruoxi Jia ◽

Ming Jin ◽

Kaiyu Sun ◽

Tianzhen Hong ◽

Costas Spanos

Keyword(s):

Reinforcement Learning ◽

Building Control

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The reinforcement learning method for occupant behavior in building control: A review

Energy and Built Environment ◽

10.1016/j.enbenv.2020.08.005 ◽

2020 ◽

Author(s):

Mengjie Han ◽

Jing Zhao ◽

Xingxing Zhang ◽

Jingchun Shen ◽

Yu Li

Keyword(s):

Reinforcement Learning ◽

Occupant Behavior ◽

Learning Method ◽

Building Control

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Flexible Reinforcement Learning Framework for Building Control using EnergyPlus-Modelica Energy Models

Proceedings of the 1st International Workshop on Reinforcement Learning for Energy Management in Buildings & Cities ◽

10.1145/3427773.3427873 ◽

2020 ◽

Author(s):

Joon-Yong Lee ◽

Sen Huang ◽

Aowabin Rahman ◽

Amanda D. Smith ◽

Srinivas Katipamula

Keyword(s):

Reinforcement Learning ◽

Building Control ◽

Learning Framework ◽

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Two-Stage Reinforcement Learning Policy Search for Grid-Interactive Building Control

IEEE Transactions on Smart Grid ◽

10.1109/tsg.2022.3141625 ◽

2022 ◽

pp. 1-1

Author(s):

Xiangyu Zhang ◽

Yue Chen ◽

Andrey Bernstein ◽

Rohit Chintala ◽

Peter Graf ◽

...

Keyword(s):

Reinforcement Learning ◽

Two Stage ◽

Building Control ◽

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Towards Off-policy Evaluation as a Prerequisite for Real-world Reinforcement Learning in Building Control

Proceedings of the 1st International Workshop on Reinforcement Learning for Energy Management in Buildings & Cities ◽

10.1145/3427773.3427871 ◽

2020 ◽

Author(s):

Bingqing Chen ◽

Ming Jin ◽

Zhe Wang ◽

Tianzhen Hong ◽

Mario Bergés

Keyword(s):

Reinforcement Learning ◽

Policy Evaluation ◽

Building Control

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Supplemental Material for Reconciling Reinforcement Learning Models With Behavioral Extinction and Renewal: Implications for Addiction, Relapse, and Problem Gambling

Psychological Review ◽

10.1037/0033-295x.114.3.784.supp ◽

2007 ◽

Keyword(s):

Reinforcement Learning ◽

Problem Gambling ◽

Learning Models ◽

Behavioral Extinction ◽

Reinforcement Learning Models

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Bayes factors for reinforcement-learning models of the Iowa gambling task.

Decision ◽

10.1037/dec0000040 ◽

2016 ◽

Vol 3 (2) ◽

pp. 115-131 ◽

Author(s):

Helen Steingroever ◽

Ruud Wetzels ◽

Eric-Jan Wagenmakers

Keyword(s):

Reinforcement Learning ◽

Iowa Gambling Task ◽

Bayes Factors ◽

Gambling Task ◽

Learning Models ◽

Reinforcement Learning Models

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Analogical Reinforcement Learning With Two-Stage Memory Retrieval

PsycEXTRA Dataset ◽

10.1037/e528942014-705 ◽

2014 ◽

Author(s):

James Foster ◽

Matt Jones

Keyword(s):

Reinforcement Learning ◽

Memory Retrieval ◽

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