Microgrid protection using iterative filtering

被引:1
|
作者
Gadanayak, Debadatta Amaresh [1 ]
Mallick, Ranjan Kumar [1 ]
机构
[1] Siksha O Anusandhan Univ, Dept Elect & Elect Engn, Bhubaneswar 751030, Odisha, India
关键词
extreme learning machine; intrinsic mode functions; inverter-interfaced distribution generation; iterative filtering; mathematical morphology; Teager energy operator; EXTREME LEARNING-MACHINE; MODE DECOMPOSITION; FAULT-DIAGNOSIS; TRAVELING-WAVE; SCHEME; REGRESSION; SYSTEMS;
D O I
10.1002/2050-7038.12207
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
This paper proposes an intelligent, nonpilot protection strategy for inverter-dominated microgrids using iterative filtering-based empirical mode decomposition (IFEMD) and extreme learning machine. The instantaneous frequency envelope (IFE) and the instantaneous Teager energy envelope (ITEE) of the most informative intrinsic mode function (MIIMF) obtained through processing the local current signal by IFEMD is used for fault detection and fault phase identification. But the disadvantage of IFEMD, like any other variant of empirical mode decomposition (EMD), is that for useful decomposition, it requires at least three cycles of data samples. For the above reason, a mathematical morphology-based dynamic event detection scheme is devised to pinpoint the fault inception instants which allows extraction of half-cycle postfault current IFE and ITEE. A fewer number of inputs to the classifier make the classification task faster and less computationally complex. The proposed scheme is extensively validated for both arcing and nonarcing faults with wide variations in operating parameters for different topologies and modes of operations of a standard microgrid model.
引用
收藏
页数:22
相关论文
共 50 条
  • [21] Microgrid Protection Using Communication-assisted Digital Relays
    Sortomme, Eric
    Venkata, Mani
    Mitra, Joydeep
    IEEE POWER AND ENERGY SOCIETY GENERAL MEETING 2010, 2010,
  • [22] Automated System for Epileptic EEG Detection Using Iterative Filtering
    Sharma, Rishi Raj
    Varshney, Piyush
    Pachori, Ram Bilas
    Vishvakarma, Santosh Kumar
    IEEE SENSORS LETTERS, 2018, 2 (04)
  • [23] Iterative decoding in Factor Graph representation using Particle Filtering
    Tienda-Luna, Isabel M.
    Ruiz, Diego P.
    Huang, Yufei
    Carrion, Maria C.
    DIGITAL SIGNAL PROCESSING, 2012, 22 (02) : 212 - 218
  • [24] Web Service Recommendation using Optimized Iterative Collaborative Filtering
    Wang Binhin
    Guo Jie
    Zhou Zuojian
    Pan Jingui
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND SERVICE SYSTEM (CSSS), 2014, 109 : 490 - 494
  • [25] Using Virtual Synchronous Generators to Resolve Microgrid Protection Challenges
    Glassmire, John
    Cherevatskiy, Stanislav
    Antonova, Galina
    Fretwell, Anthony
    2021 74TH CONFERENCE FOR PROTECTIVE RELAY ENGINEERS (CPRE), 2021,
  • [26] Comprehensive Protection Strategy for an Islanded Microgrid Using Intelligent Relays
    Lai, Kexing
    Illindala, Mahesh S.
    Haj-ahmed, Mohammed A.
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2017, 53 (01) : 47 - 55
  • [27] A Microgrid Protection Scheme Using Differential and Adaptive Overcurrent Relays
    Wheeler, Keaton A.
    Faried, Sherif O.
    Elsamahy, Mohamed
    2017 IEEE ELECTRICAL POWER AND ENERGY CONFERENCE (EPEC), 2017, : 271 - 276
  • [28] Microgrid protection using system observer and minimum measurement set
    Esreraig, Mohamed
    Mitra, Joydeep
    INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2015, 25 (04): : 607 - 622
  • [29] Microgrid Protection Using Communication-Assisted Digital Relays
    Sortomme, Eric
    Venkata, S. S.
    Mitra, Joydeep
    IEEE TRANSACTIONS ON POWER DELIVERY, 2010, 25 (04) : 2789 - 2796
  • [30] Microgrid Protection Using Low-Cost Communication Systems
    Nsengiyaremye, Jerome
    Pal, Bikash C.
    Begovic, Miroslav M.
    IEEE TRANSACTIONS ON POWER DELIVERY, 2020, 35 (04) : 2011 - 2020