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
相关论文
共 50 条
  • [1] Line Outage Detection Using Phasor Measurement Units
    Srikumar, M. S.
    Ananthapadmanbha, T.
    Khan, Faraz Zafar
    Girish, V
    SMART GRID TECHNOLOGIES (ICSGT- 2015), 2015, 21 : 88 - 95
  • [2] External System Line Outage Identification Using Phasor Measurement Units
    Emami, Roozbeh
    Abur, Ali
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (02) : 1035 - 1040
  • [3] Line outage detection using optimal number of Phasor Measurement Unit
    Kumar, Hemant
    Dahiya, Ratna
    2019 INNOVATIONS IN POWER AND ADVANCED COMPUTING TECHNOLOGIES (I-PACT), 2019,
  • [4] Effects of Phasor Measurement Uncertainty on Power Line Outage Detection
    Chen, Chen
    Wang, Jianhui
    Zhu, Hao
    IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2014, 8 (06) : 1127 - 1139
  • [5] PMU based line outage identification using comparison of current phasor measurement technique
    Alam, Mehebub
    Kundu, Shubhrajyoti
    Thakur, Siddhartha Sankar
    Banerjee, Sumit
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2020, 115
  • [6] Line outage identification based on partial measurement of Phasor Measurement Unit (PMU)
    Guo, Jingyuan
    Yang, Tao
    Feng, Hui
    Hu, Bo
    SIGNAL AND INFORMATION PROCESSING, NETWORKING AND COMPUTERS, 2016, : 175 - 184
  • [7] Line Outage Detection Using Phasor Angle Measurements
    Tate, Joseph Euzebe
    Overbye, Thomas J.
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2008, 23 (04) : 1644 - 1652
  • [8] Double Line Outage Detection Using Phasor Angle Measurements
    Tate, Joseph Euzebe
    Overbye, Thomas J.
    2009 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, VOLS 1-8, 2009, : 3277 - +
  • [9] Line Outage Detection Using Support Vector Machine (SVM) Based on the Phasor Measurement Units (PMUs) Technology
    Abdelaziz, A. Y.
    Mekhamer, S. F.
    Ezzat, M.
    El-Saadany, E. F.
    2012 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2012,
  • [10] Multiple Line Outage Detection in Power Systems by Sparse Recovery Using Transient Data
    Ding, Li
    Nie, Shihao
    Li, Wenqu
    Hu, Ping
    Liu, Feng
    IEEE TRANSACTIONS ON SMART GRID, 2021, 12 (04) : 3448 - 3457