A Cyber-Physical Approach for Residential Energy Management: Current State and Future Directions
Abstract
In this work, we an envision Home Energy Management System (HEMS) as a Cyber-Physical System (CPS) architecture including three stages: Data Acquisition, Communication Network, and Data Analytics. In this CPS, monitoring, forecasting, comfort, occupation, and other strategies are conceived to feed a control plane representing the decision-making process. We survey the main technologies and techniques implemented in the recent years for each of the stages, reviewing and identifying the cutting-edge challenges that the research community are currently facing. For the Acquisition part, we define a metering device according to the IEC TS 63297:2021 Standard. We analyze the communication infrastructure as part of beyond 2030 communication era (5G and 6G), and discuss the Analytics stage as the cyber part of the CPS-based HEMS. To conclude, we present a case study in which, using real data collected in an experimental environment, we validate proposed architecture of HEMS in monitoring tasks. Results revealed an accuracy of 99.2% in appliance recognition compared with the state-of-the-art proposals.
Más información
Título según WOS: | A Cyber-Physical Approach for Residential Energy Management: Current State and Future Directions |
Título de la Revista: | SUSTAINABILITY |
Volumen: | 14 |
Número: | 8 |
Editorial: | MDPI |
Fecha de publicación: | 2022 |
DOI: |
10.3390/su14084639 |
Notas: | ISI |