Principal Component Analysis of Wide-Area Phasor Measurements for Islanding Detection-A Geometric View

被引:88
作者
Liu, X. [1 ]
Laverty, D. M. [1 ]
Best, R. J. [1 ]
Li, K. [1 ]
Morrow, D. J. [1 ]
McLoone, S. [1 ]
机构
[1] Queens Univ Belfast, Sch Elect Elect Engn & Comp Sci, Belfast BT9 5AH, Antrim, North Ireland
基金
英国工程与自然科学研究理事会;
关键词
Islanding detection; multivariate statistics; reclosure; synchronized phasor measurements; wide-area monitoring; DISTRIBUTED GENERATION; ALGORITHM; STORAGE; RELAYS;
D O I
10.1109/TPWRD.2014.2348557
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
This paper presents a new technique for the detection of islanding conditions in electrical power systems. This problem is especially prevalent in systems with significant penetrations of distributed renewable generation. The proposed technique is based on the application of principal component analysis (PCA) to data sets of wide-area frequency measurements, recorded by phasor measurement units. The PCA approach was able to detect islanding accurately and quickly when compared with conventional RoCoF techniques, as well as with the frequency difference and change-of-angle difference methods recently proposed in the literature. The reliability and accuracy of the proposed PCA approach is demonstrated by using a number of test cases, which consider islanding and nonislanding events. The test cases are based on real data, recorded from several phasor measurement units located in the U.K. power system.
引用
收藏
页码:976 / 985
页数:10
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