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Practical prototype for energy management system in smart microgrid considering uncertainties and energy theft
The conventional electrical grid faces significant issues, which this paper aims to address one of most of them using a proposed prototype of a smart microgrid energy management system. In addition to relying too heavily on fossil fuels, electricity theft is another great issue. The proposed energy...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10682447/ https://www.ncbi.nlm.nih.gov/pubmed/38012239 http://dx.doi.org/10.1038/s41598-023-48011-w |
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author | Saeed, Mohammed A. Sedhom, Bishoy E. Elbaghdadi, Abdelrahman S. Fadl, Ahmed W. Abdelwahab, Mohammed S. Elden, Menna H. Alhasnawi, Bilal Naji Eladl, Abdelfattah A. |
author_facet | Saeed, Mohammed A. Sedhom, Bishoy E. Elbaghdadi, Abdelrahman S. Fadl, Ahmed W. Abdelwahab, Mohammed S. Elden, Menna H. Alhasnawi, Bilal Naji Eladl, Abdelfattah A. |
author_sort | Saeed, Mohammed A. |
collection | PubMed |
description | The conventional electrical grid faces significant issues, which this paper aims to address one of most of them using a proposed prototype of a smart microgrid energy management system. In addition to relying too heavily on fossil fuels, electricity theft is another great issue. The proposed energy management system can simultaneously detect electricity theft and implement demand response tactics by employing time-of-use pricing principles and comparing real electricity consumption with grid data. The system uses the Al-Biruni earth radius (BER) optimization algorithm to make smart choices about how to distribute the load, intending to reduce energy consumption and costs without sacrificing comfort. As a bonus, it considers limitations imposed by battery charging/discharging and decentralized power generation. Incorporating sensors and SCADA-based monitoring, the system provides accurate measurement and management of energy usage through load monitoring and control. An intuitive mobile app also helps consumers connect, allowing for more active participation and better control over energy use. Extensive field testing of the prototype shows that by moving loads from peak period to another off-peak period, electricity expenditures can be reduced by up to 48.45%. The energy theft value was calculated to be 1199 W, proving that the system's theft detection model was effective. |
format | Online Article Text |
id | pubmed-10682447 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-106824472023-11-30 Practical prototype for energy management system in smart microgrid considering uncertainties and energy theft Saeed, Mohammed A. Sedhom, Bishoy E. Elbaghdadi, Abdelrahman S. Fadl, Ahmed W. Abdelwahab, Mohammed S. Elden, Menna H. Alhasnawi, Bilal Naji Eladl, Abdelfattah A. Sci Rep Article The conventional electrical grid faces significant issues, which this paper aims to address one of most of them using a proposed prototype of a smart microgrid energy management system. In addition to relying too heavily on fossil fuels, electricity theft is another great issue. The proposed energy management system can simultaneously detect electricity theft and implement demand response tactics by employing time-of-use pricing principles and comparing real electricity consumption with grid data. The system uses the Al-Biruni earth radius (BER) optimization algorithm to make smart choices about how to distribute the load, intending to reduce energy consumption and costs without sacrificing comfort. As a bonus, it considers limitations imposed by battery charging/discharging and decentralized power generation. Incorporating sensors and SCADA-based monitoring, the system provides accurate measurement and management of energy usage through load monitoring and control. An intuitive mobile app also helps consumers connect, allowing for more active participation and better control over energy use. Extensive field testing of the prototype shows that by moving loads from peak period to another off-peak period, electricity expenditures can be reduced by up to 48.45%. The energy theft value was calculated to be 1199 W, proving that the system's theft detection model was effective. Nature Publishing Group UK 2023-11-27 /pmc/articles/PMC10682447/ /pubmed/38012239 http://dx.doi.org/10.1038/s41598-023-48011-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Saeed, Mohammed A. Sedhom, Bishoy E. Elbaghdadi, Abdelrahman S. Fadl, Ahmed W. Abdelwahab, Mohammed S. Elden, Menna H. Alhasnawi, Bilal Naji Eladl, Abdelfattah A. Practical prototype for energy management system in smart microgrid considering uncertainties and energy theft |
title | Practical prototype for energy management system in smart microgrid considering uncertainties and energy theft |
title_full | Practical prototype for energy management system in smart microgrid considering uncertainties and energy theft |
title_fullStr | Practical prototype for energy management system in smart microgrid considering uncertainties and energy theft |
title_full_unstemmed | Practical prototype for energy management system in smart microgrid considering uncertainties and energy theft |
title_short | Practical prototype for energy management system in smart microgrid considering uncertainties and energy theft |
title_sort | practical prototype for energy management system in smart microgrid considering uncertainties and energy theft |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10682447/ https://www.ncbi.nlm.nih.gov/pubmed/38012239 http://dx.doi.org/10.1038/s41598-023-48011-w |
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