Evan Mckee
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View article: RL-HEMS: Reinforcement Learning Based Home Energy Management System for HVAC Energy Optimization
RL-HEMS: Reinforcement Learning Based Home Energy Management System for HVAC Energy Optimization Open
Heating, ventilation, and air conditioning (HVAC) is one of the major energy consumers in the residential sector. It is important to be able to monitor and control the energy consumed to provide utility services such as load shaping while …
View article: Intelligent multi-zone residential HVAC control strategy based on deep reinforcement learning
Intelligent multi-zone residential HVAC control strategy based on deep reinforcement learning Open
View article: Evaluating the Adaptability of Reinforcement Learning Based HVAC Control for Residential Houses
Evaluating the Adaptability of Reinforcement Learning Based HVAC Control for Residential Houses Open
Intelligent Heating, Ventilation, and Air Conditioning (HVAC) control using deep reinforcement learning (DRL) has recently gained a lot of attention due to its ability to optimally control the complex behavior of the HVAC system. However, …
View article: Deep Reinforcement Learning for Residential HVAC Control with Consideration of Human Occupancy
Deep Reinforcement Learning for Residential HVAC Control with Consideration of Human Occupancy Open
The Artificial Intelligence (AI) development described herein uses model-free Deep Reinforcement Learning (DRL) to minimize energy cost during residential heating, ventilation, and air conditioning (HVAC) operation. Building cooling loads …