A systematic review of reinforcement learning application in building energy-related occupant behavior simulation

H Yu, VWY Tam, X Xu - Energy and Buildings, 2024 - Elsevier
The building and construction industry has consistently been a major contributor to energy
consumption and carbon emissions. With stochastic interactions between occupants and …

AI-driven approaches for optimizing power consumption: a comprehensive survey

P Biswas, A Rashid, A Biswas, MAA Nasim… - Discover Artificial …, 2024 - Springer
Reduced environmental impacts, lower operating costs, and a stable, sustainable energy
supply for current and future generations are the main reasons why power optimization is …

Enhanced Deep Reinforcement Learning for Balancing Energy Efficiency and Occupant Comfort

S Bouktif, A Ahmad, MA Serhani - 2024 IEEE 12th International …, 2024 - ieeexplore.ieee.org
Using Reinforcement Learning (RL) to control the energy consumption while preserving the
comfort level in a building has shown promising. For instance, in our previous work, we have …

Heat Pump Energy Consumption Optimization Using Machine Learning

A Domingues, A Barbosa… - IECON 2023-49th …, 2023 - ieeexplore.ieee.org
The current economic crisis in Europe, caused by the severe years of COVID and the
invasion of Ukraine, has led to a significant energy crisis, especially in countries with lower …

Optimizing Energy Consumption in Smart Buildings through Reinforcement Learning-Based Demand Response Strategies

V Kansal, ALA Kassem, R Kumar… - 2024 International …, 2024 - ieeexplore.ieee.org
This research studies the feasibility of RL-based response strategies that can maximize
energy consumption in a smart building. By the inclusion of recreational pondering and …

Proposal of a Decision-Making Model for Home Energy Saving through Artificial Intelligence applied to a HEMS

Z Seveiche-Maury… - 2023 IEEE Colombian …, 2023 - ieeexplore.ieee.org
This paper presents an innovative model for efficient home energy management through a
Home Energy Management System (HEMS) based on Deep Learning and Reinforcement …

Метод навчання з підкріпленням для управління витратами на опалення

ВО Кришталь - 2024 - ela.kpi.ua
Анотація Актуальність теми. У роботі розглянуто задачу керування опаленням та
оптимізації витрат на опалення. Розглянуто застосування підходу навчання з …