Neural Network Based Voltage and Frequency Controller for Isolated Wind Power Generation

被引:7
|
作者
Singh, Bhim [1 ]
Sharma, Shailendra [1 ]
机构
[1] Indian Inst Technol, Dept Elect Engn, New Delhi 110016, India
关键词
Artificial neural network; Battery; Frequency control; Induction generator; Pulse width modulated voltage source converter; Transformer; Voltage control; Wind power;
D O I
10.4103/0377-2063.90174
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 deals with an artificial neural network based control of the voltage and frequency (VF) of autonomous wind power generation using an isolated asynchronous generator (IAG) feeding three-phase four-wire loads. The reference generator currents are estimated using the adaptive linear neuron and its training through least mean square (LMS) algorithm to control the VF of an IAG system. Three-leg voltage source converter (VSC) with an isolated T-connected transformer is used as an integrated VSC. The integrated VSC with a battery energy storage system is used to control the active power of the wind energy conversion system (WECS). Bi-directional power flow capabilities of the proposed VF controller in WECS are demonstrated through simulation results. The proposed controller functions as a VF regulator, a load leveler, a load balancer and a harmonic eliminator in the WECS. The WECS is modeled and simulated in the MATLAB using the Simulink and the sim power system toolboxes.
引用
下载
收藏
页码:467 / 477
页数:11
相关论文
共 50 条
  • [1] Performance of Voltage and Frequency Controller in Isolated Wind Power Generation for a Three-Phase Four-Wire System
    Sharma, Shailendra
    Singh, Bhim
    IEEE TRANSACTIONS ON POWER ELECTRONICS, 2011, 26 (12) : 3443 - 3452
  • [2] Neural Network-Based Supplementary Frequency Controller for a DFIG Wind Farm
    Chien, Ting-Hsuan
    Huang, Yu-Chuan
    Hsu, Yuan-Yih
    ENERGIES, 2020, 13 (20)
  • [3] Adaptive Two Layers Neural Network Frequency Controller for Isolated Thermal Power System
    Kuljaca, Ognjen
    Horvat, Krunoslav
    Gadewadikar, Jyotirmay
    TECHNOLOGICAL DEVELOPMENTS IN NETWORKING, EDUCATION AND AUTOMATION, 2010, : 203 - +
  • [4] Research on Power Control of Wind Power Generation Based on Neural Network Adaptive
    董海鹰
    孙传华
    Journal of Measurement Science and Instrumentation, 2010, (02) : 173 - 177
  • [5] Power Balance Theory Based Voltage and Frequency Control for IAG in Wind Power Generation
    Singh, Bhim
    Sharma, Shailendra
    2009 SECOND INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN ENGINEERING AND TECHNOLOGY (ICETET 2009), 2009, : 222 - 227
  • [6] Voltage and Frequency Control of Isolated Asynchronous Generator with Reduced Switch Integrated Voltage Source Converter in Isolated Wind Power Generation
    Sharma, Shailendra
    Singh, Bhim
    2009 ANNUAL IEEE INDIA CONFERENCE (INDICON 2009), 2009, : 356 - 361
  • [7] A robust neural network based load frequency controller in a deregulated power system
    Shayeghi, H
    Shayanfar, HA
    Barari, EA
    ICAI '05: PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOLS 1 AND 2, 2005, : 182 - 188
  • [8] Frequency regulation using neural network observer based controller in power system
    Prasad, Sheetla
    Ansari, Mohammad Rashid
    CONTROL ENGINEERING PRACTICE, 2020, 102
  • [9] Voltage and Frequency Controller for PMSG-Based Small-Hydro Power Generation
    Chandran V.P.
    Murshid S.
    Singh B.
    Journal of The Institution of Engineers (India): Series B, 2021, 102 (04) : 843 - 854
  • [10] Design of Adaptive Neural Network Frequency Controller for Performance Improvement of an Isolated Thermal Power System
    Kuljaca, Ognjen
    Gadewadikar, Jyotirmay
    Agyepong, Kwabena
    ADVANCES IN COMPUTER AND INFORMATIOM SCIENCES AND ENGINEERING, 2008, : 372 - 377