A Method for Coherency Identification Based on Singular Value Decomposition

被引:0
作者
Zhu, Qiaomu [1 ]
Chen, Jinfu [1 ]
Duan, Xianzhong [1 ]
Sun, Xin [1 ]
Li, Yinhong [1 ]
Shi, Dongyuan [1 ]
机构
[1] Huazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
来源
2016 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING (PESGM) | 2016年
关键词
coherency identification; k-means clustering algorithm; real-time rotor angles; singular value decomposition (SVD); POWER-SYSTEMS; REDUCTION;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
A novel method to identify coherent generator groups based on singular value decomposition (SVD) in power system is presented in this paper. Via the SVD algorithm, the high-dimensional real-time rotor-angle data of generators is projected into low-dimensional subspace, and the key characteristic coefficients indicating the information of coherency is obtained. Then, the coherency identification is realized by running kmeans clustering algorithm on the coefficients. The dimensionality reduction for clustering algorithm by SVD speeds up the coherency identification. Using the real-time rotor-angle data, the proposed method has the potential to be applied to measured data to implement coherency identification. The effectiveness of this method is demonstrated by the simulation results on IEEE 39-bus system.
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页数:5
相关论文
共 17 条
  • [1] Coherency identification in power systems through principal component analysis
    Anaparthi, KK
    Chaudhuri, B
    Thornhill, NF
    Pal, BC
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2005, 20 (03) : 1658 - 1660
  • [2] [Anonymous], 2005, 307 PSDBPA
  • [3] [Anonymous], 2015, IEEE EINDHOVEN POWER
  • [4] [Anonymous], 1989, Energy Function Analysis for Power System Stability
  • [5] Randomized Dimensionality Reduction for k-Means Clustering
    Boutsidis, Christos
    Zouzias, Anastasios
    Mahoney, Michael W.
    Drineas, Petros
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2015, 61 (02) : 1045 - 1062
  • [6] Hartigan J., 1975, CLUSTERING ALGORITHM
  • [7] [姜涛 Jiang Tao], 2015, [中国电机工程学报, Proceedings of the Chinese Society of Electrical Engineering], V35, P359
  • [8] Dynamic reduction of the large-scale power systems using relation factor
    Kim, H
    Jang, G
    Song, K
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2004, 19 (03) : 1696 - 1699
  • [9] Lei X., 2002, IEEE POW ENG SOC WIN
  • [10] LLOYD SP, 1982, IEEE T INFORM THEORY, V28, P129, DOI 10.1109/TIT.1982.1056489