Preliminary Work to Classify the Disturbance Events Recorded by Phasor Measurement Units

被引:0
|
作者
Dahal, Om P. [1 ]
Brahma, Sukumar M. [1 ]
机构
[1] New Mexico State Univ, Klipsch Sch Elect & Comp Engn, Las Cruces, NM 88003 USA
关键词
Event classification; feature extraction; phasor measurement unit; wide area monitoring; FAULT DETECTION/LOCATION TECHNIQUE; TRANSMISSION-LINES; DISCRIMINATION; IDENTIFICATION; PROTECTION;
D O I
暂无
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
With increasing use of phasor measurement units in power system, an enormous amount of data is being stored in phasor data concentrators (PDCs). PDCs have the capability to store disturbance files separately. Over a period of time, the number of such disturbance files keeps increasing. However, these files are not really mined for data and mapped to actual events that may have caused the disturbance. This paper uses actual disturbance files from a PDC in the Public Service Company of New Mexico (PNM) system that collects data from four PMUs, and shows how the data needs to be preprocessed before it can be used. It also evaluates the performance of a feature extraction and classifier tool on some limited data files that store data for known disturbances logged by PNM. Based on these initial results, effectiveness of the classifier tool is evaluated, and future work is proposed that may ultimately lead to real time identification of disturbance events immediately after the disturbance files are created.
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页数:8
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