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

Continual adaptation in deep reinforcement learning-based control applied to non-stationary building environments

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

10.1145/3427773.3427867 ◽

2020 ◽

Author(s):

Avisek Naug ◽

Marcos Quiñones-Grueiro ◽

Gautam Biswas

Keyword(s):

Reinforcement Learning

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Deep Reinforcement Learning in Buildings

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

10.1145/3427773.3427868 ◽

2020 ◽

Author(s):

Anand Krishnan Prakash ◽

Samir Touzani ◽

Mariam Kiran ◽

Shreya Agarwal ◽

Marco Pritoni ◽

...

Keyword(s):

Reinforcement Learning

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Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms on a Building Energy Demand Coordination Task

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

10.1145/3427773.3427870 ◽

2020 ◽

Author(s):

Gauraang Dhamankar ◽

Jose R. Vazquez-Canteli ◽

Zoltan Nagy

Keyword(s):

Reinforcement Learning ◽

Energy Demand ◽

Learning Algorithms ◽

Building Energy ◽

Multi Agent

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Augmenting Reinforcement Learning with a Planning Model for Optimizing Energy Demand Response

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

10.1145/3427773.3427863 ◽

2020 ◽

Author(s):

Lucas Spangher ◽

Akash Gokul ◽

Manan Khattar ◽

Joseph Palakapilly ◽

Utkarsha Agwan ◽

...

Keyword(s):

Reinforcement Learning ◽

Demand Response ◽

Energy Demand ◽

Planning Model

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Less is More

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

10.1145/3427773.3427864 ◽

2020 ◽

Author(s):

S. Murugesan ◽

Z. Jiang ◽

M. J. Risbeck ◽

J. Amores ◽

C. Zhang ◽

...

Keyword(s):

Less Is More

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Transferable Reinforcement Learning for Smart Homes

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

10.1145/3427773.3427865 ◽

2020 ◽

Author(s):

Xiangyu Zhang ◽

Xin Jin ◽

Charles Tripp ◽

David J. Biagioni ◽

Peter Graf ◽

...

Keyword(s):

Reinforcement Learning ◽

Smart Homes

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Demand Response through Price-setting Multi-agent Reinforcement Learning

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

10.1145/3427773.3427862 ◽

2020 ◽

Author(s):

Morten Herget Christensen ◽

Cédric Ernewein ◽

Pierre Pinson

Keyword(s):

Reinforcement Learning ◽

Demand Response ◽

Price Setting ◽

Multi Agent

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A Comparison of Model-Free and Model Predictive Control for Price Responsive Water Heaters

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

10.1145/3427773.3427872 ◽

2020 ◽

Author(s):

David J. Biagioni ◽

Xiangyu Zhang ◽

Peter Graf ◽

Devon Sigler ◽

Wesley Jones

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Water Heaters ◽

Model Free

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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 ◽

Energy Models

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Electricity Pricing aware Deep Reinforcement Learning based Intelligent HVAC Control

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

10.1145/3427773.3427866 ◽

2020 ◽

Author(s):

Kuldeep Kurte ◽

Jeffrey Munk ◽

Kadir Amasyali ◽

Olivera Kotevska ◽

Borui Cui ◽

...

Keyword(s):

Reinforcement Learning ◽

Electricity Pricing ◽

Hvac Control

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

Continual adaptation in deep reinforcement learning-based control applied to non-stationary building environments

Deep Reinforcement Learning in Buildings

Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms on a Building Energy Demand Coordination Task

Augmenting Reinforcement Learning with a Planning Model for Optimizing Energy Demand Response

Less is More

Transferable Reinforcement Learning for Smart Homes

Demand Response through Price-setting Multi-agent Reinforcement Learning

A Comparison of Model-Free and Model Predictive Control for Price Responsive Water Heaters

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

Electricity Pricing aware Deep Reinforcement Learning based Intelligent HVAC Control

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

TOTAL DOCUMENTS

H-INDEX

Published By ACM

Continual adaptation in deep reinforcement learning-based control applied to non-stationary building environments

Deep Reinforcement Learning in Buildings

Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms on a Building Energy Demand Coordination Task

Augmenting Reinforcement Learning with a Planning Model for Optimizing Energy Demand Response

Less is More

Transferable Reinforcement Learning for Smart Homes

Demand Response through Price-setting Multi-agent Reinforcement Learning

A Comparison of Model-Free and Model Predictive Control for Price Responsive Water Heaters

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

Electricity Pricing aware Deep Reinforcement Learning based Intelligent HVAC Control

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