A Bayesian Passive Islanding Detection Method for Inverter-Based Distributed Generation Using ESPRIT

被引:83
|
作者
Najy, Waleed K. A. [1 ]
Zeineldin, H. H. [1 ]
Alaboudy, Ali H. Kasem [1 ]
Woon, Wei Lee [1 ]
机构
[1] Masdar Inst Sci & Technol, Abu Dhabi, U Arab Emirates
关键词
Estimation of signal parameters via rotational invariance techniques (ESPRIT); inverter-based distributed generation (DG); islanding detection; naive-Bayes classification; power systems; PERFORMANCE; RELAYS;
D O I
10.1109/TPWRD.2011.2159403
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, a new passive islanding detection method for grid-connected inverter-based distributed-generation (DG) systems is proposed. A statistical signal-processing algorithm known as estimation of signal parameters via rotational invariance techniques is used to extract new features from measurements of the voltage and frequency at the point of common coupling as islanding indicators. The new features are defined based on a damped-sinusoid model for power system voltage and frequency waveforms, and include modal initial amplitudes, oscillation frequencies, damping factors, and initial phases. A set of training cases generated on the IEEE 34-bus system was used to train a naive-Bayes classifier that discriminates islanding and nonislanding events. Cross-validation was used to evaluate the performance of the proposed islanding detection method. The results show that by using the new features extracted from ESPRIT, the classifier is capable of discriminating islanding and nonislanding events with an accuracy close to 100%.
引用
收藏
页码:2687 / 2696
页数:10
相关论文
共 50 条
  • [1] Islanding detection of inverter-based distributed generation
    Zeineldin, H. H.
    El-Saadany, E. F.
    Salama, M. M. A.
    IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION, 2006, 153 (06) : 644 - 652
  • [2] A Reference Impedance-Based Passive Islanding Detection Method for Inverter-Based Distributed Generation System
    Liu, Ning
    Diduch, Chris
    Chang, Liuchen
    Su, Jianhui
    IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN POWER ELECTRONICS, 2015, 3 (04) : 1205 - 1217
  • [3] A Novel Islanding Detection Method for Inverter-Based Distributed Generation Systems
    Xie, Dong
    Zhang, Xing
    2013 INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS SCIENCE AND ENERGY ENGINEERING, 2013, 318 : 597 - 600
  • [4] Islanding Detection for Inverter-Based Distributed Generation Using Support Vector Machine Method
    Matic-Cuka, Biljana
    Kezunovic, Mladen
    IEEE TRANSACTIONS ON SMART GRID, 2014, 5 (06) : 2676 - 2686
  • [5] Islanding Detection for Inverter-Based Distributed Generation Using Unsupervised Anomaly Detection
    Arif, Adeel
    Imran, Kashif
    Cui, Qiushi
    Weng, Yang
    IEEE ACCESS, 2021, 9 : 90947 - 90963
  • [6] Application of Duffing Oscillators for Passive Islanding Detection of Inverter-Based Distributed Generation Units
    Vahedi, Hesan
    Gharehpetian, G. B.
    Karrari, Mehdi
    IEEE TRANSACTIONS ON POWER DELIVERY, 2012, 27 (04) : 1973 - 1983
  • [7] A Passive Islanding Detection Approach for Inverter-based Distributed Generation using Rate of Change of Frequency Analysis
    Guha, Bikiran
    Haddad, Rami J.
    Kalaani, Youakim
    IEEE SOUTHEASTCON 2015, 2015,
  • [8] An Islanding Detection Technique for Inverter-Based Distributed Generation in Microgrids
    Karimi, Mazaher
    Farshad, Mohammad
    Hong, Qiteng
    Laaksonen, Hannu
    Kauhaniemi, Kimmo
    ENERGIES, 2021, 14 (01)
  • [9] Evaluation of Islanding Detection Techniques for Inverter-Based Distributed Generation
    Faqhruldin, Omar N.
    El-Saadany, E. F.
    Zeineldin, H. H.
    2012 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2012,
  • [10] A novel hybrid islanding detection method for inverter-based distributed generation based on frequency drift
    Akhlaghi, S. (shahrokh.akhlaghi@gmail.com), 1600, Institution of Engineers (Australia) (11):