A Multifeature-Based Approach for Islanding Detection of DG in the Subcritical Region of Vector Surge Relays

被引:47
作者
Alam, M. R. [1 ]
Muttaqi, K. M. [1 ]
Bouzerdoum, A. [1 ]
机构
[1] Univ Wollongong, Sch Elect Comp & Telecommun Engn, Australian Power Qual & Reliabil Ctr, Wollongong, NSW 2522, Australia
关键词
Distributed generation (DG); islanding detection; nondetection zone (NDZ); support vector machine (SVM); vector surge (VS) relay;
D O I
10.1109/TPWRD.2014.2315839
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
Anti-islanding protection is an important requirement which has to be considered prior to the integration of distributed generation into electricity grids. Conventional vector surge (VS) relays are usually used to detect islanding; however, there is a nondetection zone (NDZ) wherein islanding incidents are undetectable by VS relays. This paper proposes a multifeature-based technique for islanding detection in the subcritical region, defined as a subregion of the NDZ. In the proposed method, features are extracted from five network variables. The extracted features are then used as inputs to a support vector machine to classify the event as islanding or nonislanding. A test network was used to generate a large number of islanding and nonislanding events with different load types. The proposed method is tested with the most critical islanding cases associated with NDZ of VS relays. Furthermore, all possible combinations of deficit and excess of active and reactive power imbalance, which may exist during the occurrence of an island, are considered in the testing phase. Experimental results demonstrate that the proposed method can successfully detect islanding events in the subcritical region, where a VS relay is expected to fail.
引用
收藏
页码:2349 / 2358
页数:10
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