A Learning-Based Model Predictive Control Strategy for Home Energy Management Systems

This paper presents a model predictive control (MPC)-based reinforcement learning (RL) approach for a home energy management system (HEMS). The house consists of an air-to-water heat pump connected to a hot water tank that supplies thermal energy to a water-based floor heating system. Additionally,...

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Bibliographic Details

Published in:	IEEE Access
Main Authors:	Wenqi Cai, Shambhuraj Sawant, Dirk Reinhardt, Soroush Rastegarpour, Sebastien Gros
Format:	Article
Language:	English
Published:	IEEE 2023-01-01
Subjects:	Model predictive control (MPC) reinforcement learning (RL) home energy management system (HEMS) inaccurate model system uncertainties
Online Access:	https://ieeexplore.ieee.org/document/10371281/