Amplitude and Frequency Estimation of Power System Signals Using Independent Component Analysis

被引:0
|
作者
Uzunoglu, Cengiz Polat [1 ]
Ugur, Mukden [1 ]
Turan, Faruk [1 ]
Cekli, Serap [2 ]
机构
[1] Istanbul Univ, Muhendisl Bilimleri Bolumu, Elekt & Elekt Muhendisligi Bolumu, Istanbul, Turkey
[2] Maltepe Univ, Bilgisayar Muhendisligi Bolumu, Istanbul, Turkey
关键词
independent component analysis; power system; frequency estimation; amplitude estimation;
D O I
暂无
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
In this paper independent component analysis (ICA) method for amplitude and frequency estimation of distorted power system signals is proposed. In order to protect system and keep it in safe operation mode the amplitude and frequency estimation should be conducted accurately. Transient disturbances of the power system may reduce estimation performance due to the distortion strength. In this study white noise and pulse noise which are very common for power systems, are used to contaminate power system signal. Thus, the proposed method is employed to decompose noise from system signal and hence to improve the efficiency of the estimation. Computer simulations have been carried out for the performance analysis of the ICA method and the comparison of the results of the proposed method with the conventional filters are displayed by using mean square error (MSE) values.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] Amplitude and frequency detection of power system signals with chaotic distortions using independent component analysis
    Ugur, M.
    Cekli, S.
    Uzunoglu, C. P.
    ELECTRIC POWER SYSTEMS RESEARCH, 2014, 108 : 43 - 49
  • [2] New technique for frequency and amplitude estimation of power system signals
    Aghazadeh, R
    Lesani, H
    Sanaye-Pasand, M
    Ganji, B
    IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION, 2005, 152 (03) : 435 - 440
  • [3] Harmonic State Estimation for a Simple Power System Model using Independent Component Analysis
    Supriya, P.
    Nambiar, T. N. P.
    PROCEEDINGS OF 2015 IEEE 9TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND CONTROL (ISCO), 2015,
  • [4] Direction of arrival estimation for multiple source signals using independent component analysis
    Sawada, H
    Mukai, R
    Makino, S
    SEVENTH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, VOL 2, PROCEEDINGS, 2003, : 411 - 414
  • [5] Estimation of system harmonic impedance using independent component analysis
    Lian, S. (suo08@eis.osakafu-u.ac.jp), 1600, Institute of Electrical Engineers of Japan (133):
  • [6] Extracting the transient events from power system signals by independent component analysis
    Ferreira, Danton D.
    de Seixas, Jose M.
    Cerqueira, Augusto S.
    Duque, Carlos A.
    Bollen, Math H. J.
    Ribeiro, Paulo F.
    INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2016, 26 (04): : 884 - 900
  • [7] Multicore Power Estimation using Independent Component Analysis based Modeling
    Sagi, Mark
    Nguyen Anh Vu Doan
    Wild, Thomas
    Herkersdorf, Andreas
    2019 IEEE 13TH INTERNATIONAL SYMPOSIUM ON EMBEDDED MULTICORE/MANY-CORE SYSTEMS-ON-CHIP (MCSOC 2019), 2019, : 38 - 45
  • [8] Frequency estimation of distorted power system signals using a robust algorithm
    Huang, Chien-Hung
    Lee, Chien-Hsing
    Shih, Kuang-Jung
    Wang, Yaw-Juen
    IEEE TRANSACTIONS ON POWER DELIVERY, 2008, 23 (01) : 41 - 51
  • [9] Separation of passive sonar target signals using frequency domain independent component analysis
    Lee, Hojae
    Seo, Iksu
    Bae, Keunsung
    JOURNAL OF THE ACOUSTICAL SOCIETY OF KOREA, 2016, 35 (02): : 110 - 117
  • [10] Method based on independent component analysis for harmonic extraction from power system signals
    Ferreira, Danton D.
    Nagata, Erick A.
    Ferreira, Silvia C.
    de Seixas, Jose M.
    Duque, Carlos A.
    Marques, Cristiano A. G.
    Guedes, Juan D. S.
    Cerqueira, Augusto S.
    ELECTRIC POWER SYSTEMS RESEARCH, 2015, 119 : 19 - 24