Line Outage Localization Using Phasor Measurement Data in Transient State

被引:21
作者
Garcia, Manuel [1 ]
Catanach, Thomas [2 ]
Wiel, Scott Vander [1 ]
Bent, Russell [1 ]
Lawrence, Earl [1 ]
机构
[1] Los Alamos Natl Lab, POB 1663, Los Alamos, NM 87545 USA
[2] CALTECH, Pasadena, CA 91125 USA
关键词
Estimation; power system faults; transient response; uncertainty;
D O I
10.1109/TPWRS.2015.2461461
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 introduces a statistical classifier that quickly locates line outages in a power system utilizing only time series phasor measurement data sampled during the system's transient response to the outage. The presented classifier is a linear multinomial regression model that is trained by solving a maximum likelihood optimization problem using synthetic data. The synthetic data is produced through dynamic simulations which are initialized by random samples of a forecast load/generation distribution. Real time computation of the proposed classifier is minimal and therefore the classifier is capable of locating a line outage before steady state is reached, allowing for quick corrective action in response to an outage. In addition, the output of the classifier fits into a statistical framework that is easily accessible. Specific line outages are identified as being difficult to localize and future improvements to the classifier are proposed.
引用
收藏
页码:3019 / 3027
页数:9
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