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A Survey on Non-Intrusive Load Monitoring Methodies and Techniques for Energy Disaggregation Problem

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dc.creator Faustine, Anthony
dc.creator Mvungi, Nerey Henry
dc.creator Kaijage, Shubi
dc.creator Michael, Kisangiri
dc.date 2019-08-22T07:28:24Z
dc.date 2019-08-22T07:28:24Z
dc.date 2017-03
dc.date.accessioned 2022-10-25T09:15:43Z
dc.date.available 2022-10-25T09:15:43Z
dc.identifier http://dspace.nm-aist.ac.tz/handle/123456789/417
dc.identifier.uri http://hdl.handle.net/123456789/94550
dc.description Research Article published by Cornell University
dc.description The rapid urbanization of developing countries coupled with explosion in construction of high rising buildings and the high power usage in them calls for conservation and e cient energy program. Such a programme require monitoring of end-use appliances energy consumption in real-time. The worldwide recent adoption of smart-meter in smart-grid, has led to the rise of Non-Intrusive Load Monitoring (NILM); which enables estimation of appliance-speci c power consumption from building's aggregate power consumption reading. NILM provides households with cost-e ective real-time monitoring of end-use appliances to help them understand their con- sumption pattern and become part and parcel of energy conservation strategy. This paper presents an up to date overview of NILM system and its associated methods and techniques for energy disaggregation problem. This is followed by the review of the state-of-the art NILM algorithms. Furthermore, we review several perfor- mance metrics used by NILM researcher to evaluate NILM algorithms and discuss existing benchmarking framework for direct comparison of the state of the art NILM algorithms. Finally, the paper discuss potential NILM use-cases, presents an overview of the public available dataset and highlight challenges and future research directions.
dc.format application/pdf
dc.language en
dc.publisher Cornell University
dc.subject Research Subject Categories::NATURAL SCIENCES
dc.title A Survey on Non-Intrusive Load Monitoring Methodies and Techniques for Energy Disaggregation Problem
dc.type Article


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