Empirical Orthogonal Decomposition Applied to Transmission Line Protection

被引:0
|
作者
Aguilar, R. P. [1 ]
Perez, F. E. [1 ]
Orduna, E. A. [1 ]
Castrillon, N. J. [2 ]
机构
[1] UNSJ, IEE, Ave Libertador San Martin 1109 Oeste, San Juan, Argentina
[2] XM Elect Market Experts, Medellin, Colombia
关键词
Empirical orthogonal functions; Pattern recognition; PCA; Power system protection; Power system transients; Signal processing; Singular value decomposition;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In protective relaying, reducing the fault clearance time is always desired for ensuring transient stability and also for reducing damage on the equipment. With this purpose, protection schemes based on the analysis of off-nominal frequencies are being investigated. Most proposals on this field use sine-cosine decomposition techniques for spectral analysis of transient signals. However those techniques fail to provide simplified information since results spread in a wide frequency range. In this work, a representative sample of fault signals are used to find a small set of orthogonal functions which gives a better interpretation concerning fault generated transients. Results show that fault signals decomposed in terms of these orthogonal basis functions exhibit well-defined patterns, which can be used for recognizing the main features of fault events such as inception angle, fault type and fault location. 2 ms data windows are used, thus the methodology
引用
收藏
页数:7
相关论文
共 50 条
  • [31] Kernel Approximation via Empirical Orthogonal Decomposition for Unsupervised Feature Learning
    Mukuta, Yusuke
    Harada, Tatsuya
    2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, : 5222 - 5230
  • [32] System identification and proper orthogonal decomposition method applied to unsteady aerodynamics
    Tang, DM
    Kholodar, D
    Juang, JN
    Dowell, EH
    AIAA JOURNAL, 2001, 39 (08) : 1569 - 1576
  • [33] Smooth Complex Orthogonal Decomposition Applied to Traveling Waves in Elastic Media
    Caldwell, Rickey A., Jr.
    Feeny, Brain F.
    ROTATING MACHINERY, HYBRID TEST METHODS, VIBRO-ACOUSTICS AND LASER VIBROMETRY, VOL 8, 2016, : 281 - 293
  • [34] Damage detection using proper orthogonal decomposition applied to a plate structure
    Thiene, M.
    Zaccariotto, M.
    Debei, S.
    Galvanetto, U.
    PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON STRUCTURAL DYNAMICS, EURODYN 2011, 2011, : 2382 - 2389
  • [35] PROPER ORTHOGONAL DECOMPOSITION APPLIED TO TURBULENT-FLOW IN A SQUARE DUCT
    REICHERT, RS
    HATAY, FF
    BIRINGEN, S
    HUSER, A
    PHYSICS OF FLUIDS, 1994, 6 (09) : 3086 - 3092
  • [36] Proper Orthogonal Decomposition Applied to a Turbine Stage with In-Situ Combustion
    Isvoranu, Dragos
    Danaila, Sterian
    Cizmas, Paul
    Leventiu, Constantin
    3RD INTERNATIONAL CONGRESS ON ENERGY EFFICIENCY AND ENERGY RELATED MATERIALS (ENEFM2015), 2017,
  • [37] Development of test facility for transmission line protection
    Kucuksari, Sadik
    Ma, Yan
    Karady, George G.
    2008 IEEE/PES TRANSMISSION & DISTRIBUTION CONFERENCE & EXPOSITION, VOLS 1-3, 2008, : 616 - 622
  • [38] Application of neural networks in transmission line protection
    Malik, O. P.
    2007 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1-10, 2007, : 4191 - 4196
  • [39] NEUTRAL LINE PROTECTION SYSTEM FOR HVDC TRANSMISSION
    KATO, Y
    WATANABE, A
    KONISHI, H
    KAWAI, T
    INOUE, Y
    IROKAWA, H
    IEEE TRANSACTIONS ON POWER DELIVERY, 1986, 1 (03) : 326 - 331
  • [40] Object models of transmission line protection relays
    Apostolov, AP
    Hill, K
    SEVENTH INTERNATIONAL CONFERENCE ON DEVELOPMENTS IN POWER SYSTEM PROTECTION, 2001, (479): : 531 - 534