On the Non-Intrusive Load Monitoring in dwellings: a feasibility perspective

被引:0
作者
Fontana, Claudio [1 ]
Sanseverino, Eleonora Riva [1 ]
机构
[1] Dept Engn, Palermo, Italy
来源
2021 21ST IEEE INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING AND 2021 5TH IEEE INDUSTRIAL AND COMMERCIAL POWER SYSTEMS EUROPE (EEEIC/I&CPS EUROPE) | 2021年
关键词
smart grid; non-intrusive load monitoring (NILM); dynamic time warping (DTW);
D O I
10.1109/EEEIC/ICPSEurope51590.2021.9584518
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The oncoming modernization process of the power grids, driven above all by decarbonisation objectives and the continuous improvement of digital technologies, is encouraging active participation in the electricity market by consumers through the Demand-Response mechanism. From this perspective, the introduction of smart meters and energy consumption monitoring devices plays a fundamental role, being able to give benefits to consumers, suppliers and the electricity grid itself. This paper proposes a supervised method of non-intrusive load monitoring (NILM) based on the recognition of patterns in the time domain with the Dynamic Time Warping algorithm which is suitable for low-cost smart metering applications in dwelling. The technique has been tested with the Natural Dataset of the LIT-Dataset showing a recognition success rate of 100%.
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页数:5
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