A nonintrusive load identification method for residential applications based on quadratic programming

被引:54
作者
Lin, Shunfu [1 ]
Zhao, Lunjia [1 ]
Li, Fangxing [2 ]
Liu, Qingqiang [1 ]
Li, Dongdong [1 ]
Fu, Yang [1 ]
机构
[1] Shanghai Univ Elect Power, Dept EE, Shanghai 200090, Peoples R China
[2] Univ Tennessee, Dept EECS, Knoxville, TN 37996 USA
基金
中国国家自然科学基金;
关键词
Appliance identification; Load signature; Nonintrusive load monitoring (NILM); Quadratic programming;
D O I
10.1016/j.epsr.2015.12.014
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 decomposition of household power consumption is highly desired for scheduling household appliances and reducing home energy consumption. This paper presents a novel nonintrusive load identification method based on quadratic programming. Extensive simulation and laboratory tests have demonstrated that the proposed technique can provide adequate load identification accuracy for residential energy monitoring such that it is suitable for nonintrusive load monitoring (NILM) systems in residential and commercial buildings. (C) 2016 Published by Elsevier B.V.
引用
收藏
页码:241 / 248
页数:8
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