Smart Non-Intrusive Appliance Load-Monitoring System Based on Phase Diagram Analysis

被引:0
|
作者
Stanescu, Denis [1 ]
Enache, Florin [1 ]
Popescu, Florin [1 ]
机构
[1] Ferdinand I Mil Tech Acad, Commun & Informat Technol Dept, Bucharest 050141, Romania
来源
SMART CITIES | 2024年 / 7卷 / 04期
关键词
non-intrusive load-monitoring; appliance signature; NIALM; load management; smart grid; phase diagram; feature extraction; smart system; CLASSIFICATION; NETWORK; POWER;
D O I
10.3390/smartcities7040076
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
Much of today's power grid was designed and built using technologies and organizational principles developed decades ago. The lack of energy resources and classic power networks are the main causes of the development of the smart grid to efficiently use energy resources, with stable and safe operation. In such a network, one of the fundamental priorities is provided by non-intrusive appliance load monitoring (NIALM) in order to analyze, recognize and determine the electricity consumption of each consumer. In this paper, we propose a new smart system approach for the characterization of the appliance load signature based on a data-driven method, namely the phase diagram. Our aim is to use the non-intrusive load monitoring of appliances in order to recognize different types of consumers that can exist within a smart building.
引用
收藏
页码:1936 / 1949
页数:14
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