Placement of power quality monitors using enhanced genetic algorithm and wavelet transform

被引:35
作者
Hong, Y. -Y. [1 ]
Chen, Y. Y. [1 ]
机构
[1] Chung Yuan Christian Univ, Dept Elect Engn, Chungli 320, Taiwan
关键词
NETWORK; SYSTEM;
D O I
10.1049/iet-gtd.2010.0397
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
Power quality (PQ) problems include harmonics, voltage flicker, three-phase imbalance, voltage swell/sag, interruption, switching transient and so on. Identification of accurate location and occurrence time of PQ problem is important for understanding the underlying cause and to prevent future occurrence. This study presents a new method for placement of power quality measurement facilities to identify PQ problems. The power harmonics and capacitor switching transients are used as disturbance sources for illustration. The proposed method first utilises harmonic voltages and wavelet coefficients as PQ features. An enhanced genetic algorithm is proposed for solving the modified K-means clustering to place PQ measurement monitors. Simulation results for an 18-bus system show that the proposed approach is effective in comparison with the existing approaches.
引用
收藏
页码:461 / 466
页数:6
相关论文
共 15 条
  • [1] [Anonymous], 1997, Introduction to Wavelets and WaveletTransforms: A Primer
  • [2] FCM - THE FUZZY C-MEANS CLUSTERING-ALGORITHM
    BEZDEK, JC
    EHRLICH, R
    FULL, W
    [J]. COMPUTERS & GEOSCIENCES, 1984, 10 (2-3) : 191 - 203
  • [3] On tracking the source location of voltage sags and utility shunt capacitor switching transients
    Chang, Gary W.
    Chao, Ju-Peng
    Huang, Hunter M.
    Chen, Cheng-I
    Chu, Shou-Yung
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 2008, 23 (04) : 2124 - 2131
  • [4] Proposed wavelet-neurofuzzy combined system for power quality violations detection and diagnosis
    Elmitwally, A
    Farghal, S
    Kandil, M
    Abdelkader, A
    Elkateb, M
    [J]. IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION, 2001, 148 (01) : 15 - 20
  • [5] Goldberg EE., 1989, Genetic Algorithm in Searching, Optimization, and Machine Learning
  • [6] Power quality engineering
    [J]. Heydt, G.T., 2001, Institute of Electrical and Electronics Engineers Inc. (21):
  • [7] Locating switched capacitor using wavelet transform and hybrid principal component analysis network
    Hong, Ying-Yi
    Chen, Bo-Yuan
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 2007, 22 (02) : 1145 - 1152
  • [8] Switching detection/classification using discrete wavelet transform and self-organizing mapping network
    Hong, YY
    Wang, CW
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 2005, 20 (02) : 1662 - 1668
  • [9] Genetic algorithm-based meter placement for static estimation of harmonic sources
    Kumar, A
    Das, B
    Sharma, J
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 2005, 20 (02) : 1088 - 1096
  • [10] MCGRANAGHAN M, 2001, POWER ENG REV, V21, P3