A review of deep reinforcement learning for smart building energy management

L Yu, S Qin, M Zhang, C Shen, T Jiang… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
… Therefore, it is significant and urgent to develop novel smart building energy management
(… on deep reinforcement learning for home energy management,” CSEE J. Power Energy Syst.…

Deep reinforcement learning for smart home energy management

L Yu, W Xie, D Xie, Y Zou, D Zhang… - IEEE Internet of …, 2019 - ieeexplore.ieee.org
… 2) We propose an energy management algorithm to jointly schedule the ESS and HVAC
systems based on DDPG. Since the proposed algorithm makes decision simply based on the …

[HTML][HTML] Deep reinforcement learning for home energy management system control

P Lissa, C Deane, M Schukat, F Seri, M Keane… - Energy and AI, 2021 - Elsevier
… of a deep reinforcement learning (DRL) algorithm for indoor and domestic hot water
temperature control, aiming to reduce energy consumption by optimizing the usage of PV energy

Real-time energy management of a microgrid using deep reinforcement learning

Y Ji, J Wang, J Xu, X Fang, H Zhang - Energies, 2019 - mdpi.com
… novel energy management approach for real-time scheduling of an MG considering the
uncertainty of the load demand, renewable energy, … Specifically, the MG energy management is …

Optimization strategy based on deep reinforcement learning for home energy management

Y Liu, D Zhang, HB Gooi - CSEE Journal of Power and Energy …, 2020 - ieeexplore.ieee.org
… are expected to enable the home energy management system (HEMS) to … energy
management optimization strategy is proposed based on deep Qlearning (DQN) and double deep

[HTML][HTML] Deep reinforcement learning for energy management in a microgrid with flexible demand

TA Nakabi, P Toivanen - Sustainable Energy, Grids and Networks, 2021 - Elsevier
… of various deep reinforcement learning algorithms to enhance the energy management system
… We propose a novel microgrid model that consists of a wind turbine generator, an energy

Deep reinforcement learning based energy management for a hybrid electric vehicle

G Du, Y Zou, X Zhang, T Liu, J Wu, D He - Energy, 2020 - Elsevier
management control of hybrid electric vehicles. In … energy management control based on
deep reinforcement learning. For the deep reinforcement learning based energy management

An advanced satisfaction-based home energy management system using deep reinforcement learning

A Forootani, M Rastegar, M Jooshaki - IEEE Access, 2022 - ieeexplore.ieee.org
… ABSTRACT Home energy management (HEM) systems optimize electricity demand of … In
this paper, an advanced satisfaction-based HEM system using deep reinforcement learning is …

Optimal energy management strategies for energy Internet via deep reinforcement learning approach

H Hua, Y Qin, C Hao, J Cao - Applied energy, 2019 - Elsevier
… the energy management problem in the field of energy Internet … In this paper, a new energy
regulation issue is considered … Then, the practical energy management problem is formulated …

Intelligent residential energy management system using deep reinforcement learning

A Mathew, A Roy, J Mathew - IEEE Systems Journal, 2020 - ieeexplore.ieee.org
… ture in today’s world call for intelligent home energy management systems that can reduce
energy … Specifically, this article proposes a deep reinforcement learning model for demand …