Litcius/Paper detail

An Overview of Optimization Methods for Home Energy Management Systems

Marios Saleptsis, Marco Mussetta, Sonia Leva

202411 citationsDOI

Abstract

Energy Management System (EMS) is a major component of a smart grid and significant for the operational qualification. Controlling the residential grid, resulting into improving cost, emission, and comfort. The study aims to investigate the optimization methods used in Home Energy Management System(HEMS) and evaluate their effectiveness. The paper dis-cusses the architecture of HEMS, which is classified into three layers: physical, communication, and software. The physical layer comprises measurement systems and sensors for data acquisition, including smart meters, IoT sensors and smart appliances. The communication layer facilitates the interconnection between the control systems, central platforms, and smart devices. The software layer comprises the algorithmic and programming parts to optimize the system. Culminate into evaluating the different optimization methods used in HEMS, including mathematical, meta-heuristic, and artificial intelligence models.

Topics & Concepts

Computer scienceEnergy managementEnergy (signal processing)MathematicsStatisticsSmart Grid Energy Management
An Overview of Optimization Methods for Home Energy Management Systems | Litcius