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

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
Main Authors: Wenqi Cai, Shambhuraj Sawant, Dirk Reinhardt, Soroush Rastegarpour, Sebastien Gros
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
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/

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