An Implementation Framework Overview of Non-Intrusive Load Monitoring
The implementation of non-intrusive load monitoring has gained significant attention as a promising solution for disaggregating and identifying individual appliances' energy consumption within households and commercial buildings. The issue at the core of non-intrusive load monitoring is the acc...
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| Format: | Article |
| Language: | English |
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SDEWES Centre
2023-12-01
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| Series: | Journal of Sustainable Development of Energy, Water and Environment Systems |
| Subjects: | |
| Online Access: |
http://www.sdewes.org/jsdewes/pid11.0471
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| _version_ | 1797255615445204992 |
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| author | Omar Al-Khadher Azharudin Mukhtaruddin Fakroul Ridzuan Hashim Muhammad Mokhzaini Azizan Hussin Mamat |
| author_facet | Omar Al-Khadher Azharudin Mukhtaruddin Fakroul Ridzuan Hashim Muhammad Mokhzaini Azizan Hussin Mamat |
| author_sort | Omar Al-Khadher |
| collection | DOAJ |
| description | The implementation of non-intrusive load monitoring has gained significant attention as a promising solution for disaggregating and identifying individual appliances' energy consumption within households and commercial buildings. The issue at the core of non-intrusive load monitoring is the accurate separation of the aggregated energy consumption signal into the energy contributions of distinct appliances without requiring additional sensors or invasive measurements. The erroneous implementation of non-intrusive load monitoring model leads to poor results and a waste of time where the criteria for the implementation are necessary. This paper presents an overview of non-intrusive load monitoring's implementation, addressing the stages of non-intrusive load monitoring and advancements in the field. The overview explores the various techniques, methodologies, and algorithms employed in non-intrusive load monitoring systems to achieve load identification and energy disaggregation. By addressing the problem statement and reviewing the state of the art, this paper sets the stage for understanding the significance of non-intrusive load monitoring in commercial buildings and modern energy-efficient households. Moreover, the limitations, applications, and recommended criteria for the implementation of non-intrusive load monitoring are highlighted as a contribution to the field of load disaggregation. Future research should address scalability, privacy concerns, and the integration of NILM with smart grids to propel energy disaggregation towards more efficient, accessible, and sustainable energy management systems. We envision that this endeavour can serve as a guiding beacon, offering a roadmap for researchers and professionals. |
| first_indexed | 2024-04-24T22:08:40Z |
| format | Article |
| id | doaj.art-f4159a875a994fe2974b7e3840842a2e |
| institution | Directory Open Access Journal |
| issn | 1848-9257 |
| language | English |
| last_indexed | 2024-04-24T22:08:40Z |
| publishDate | 2023-12-01 |
| publisher | SDEWES Centre |
| record_format | Article |
| series | Journal of Sustainable Development of Energy, Water and Environment Systems |
| spelling | doaj.art-f4159a875a994fe2974b7e3840842a2e2024-03-20T10:47:42ZengSDEWES CentreJournal of Sustainable Development of Energy, Water and Environment Systems1848-92572023-12-0111414010.13044/j.sdewes.d11.04711110471An Implementation Framework Overview of Non-Intrusive Load MonitoringOmar Al-Khadher0Azharudin Mukhtaruddin1Fakroul Ridzuan Hashim2Muhammad Mokhzaini Azizan3Hussin Mamat4 Universiti Pertahanan Nasional Malaysia, Kuala Lumpur, Malaysia Universiti Pertahanan Nasional Malaysia, Kuala Lumpur, Malaysia Universiti Pertahanan Nasional Malaysia, Kuala Lumpur, Malaysia Universiti Sains Islam Malaysia, Negeri Sembilan, Malaysia Universiti Sains Malaysia, Penang, Malaysia The implementation of non-intrusive load monitoring has gained significant attention as a promising solution for disaggregating and identifying individual appliances' energy consumption within households and commercial buildings. The issue at the core of non-intrusive load monitoring is the accurate separation of the aggregated energy consumption signal into the energy contributions of distinct appliances without requiring additional sensors or invasive measurements. The erroneous implementation of non-intrusive load monitoring model leads to poor results and a waste of time where the criteria for the implementation are necessary. This paper presents an overview of non-intrusive load monitoring's implementation, addressing the stages of non-intrusive load monitoring and advancements in the field. The overview explores the various techniques, methodologies, and algorithms employed in non-intrusive load monitoring systems to achieve load identification and energy disaggregation. By addressing the problem statement and reviewing the state of the art, this paper sets the stage for understanding the significance of non-intrusive load monitoring in commercial buildings and modern energy-efficient households. Moreover, the limitations, applications, and recommended criteria for the implementation of non-intrusive load monitoring are highlighted as a contribution to the field of load disaggregation. Future research should address scalability, privacy concerns, and the integration of NILM with smart grids to propel energy disaggregation towards more efficient, accessible, and sustainable energy management systems. We envision that this endeavour can serve as a guiding beacon, offering a roadmap for researchers and professionals. http://www.sdewes.org/jsdewes/pid11.0471 energy efficiency; non-intrusive load monitoring (nilm); data collection; features extraction; load classification |
| spellingShingle | Omar Al-Khadher Azharudin Mukhtaruddin Fakroul Ridzuan Hashim Muhammad Mokhzaini Azizan Hussin Mamat An Implementation Framework Overview of Non-Intrusive Load Monitoring Journal of Sustainable Development of Energy, Water and Environment Systems energy efficiency; non-intrusive load monitoring (nilm); data collection; features extraction; load classification |
| title | An Implementation Framework Overview of Non-Intrusive Load Monitoring |
| title_full | An Implementation Framework Overview of Non-Intrusive Load Monitoring |
| title_fullStr | An Implementation Framework Overview of Non-Intrusive Load Monitoring |
| title_full_unstemmed | An Implementation Framework Overview of Non-Intrusive Load Monitoring |
| title_short | An Implementation Framework Overview of Non-Intrusive Load Monitoring |
| title_sort | implementation framework overview of non intrusive load monitoring |
| topic | energy efficiency; non-intrusive load monitoring (nilm); data collection; features extraction; load classification |
| url |
http://www.sdewes.org/jsdewes/pid11.0471
|
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