Dynamic Voltage Restorer Based on Neural Network and Particle Swarm Optimization for Voltage Mitigation

被引:1
|
作者
Gupta, Monika [1 ]
Sindhu, Aditya [1 ]
机构
[1] Maharaja Agrasen Inst Technol, Dept Elect & Elect Engn, Delhi, India
关键词
Neural controller; Dynamic voltage restorer; Neural network; Particle swarm optimization; Comparative analysis;
D O I
10.1007/978-81-322-2755-7_59
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Dynamic Voltage Restorer (DVR) is one of the most widely implemented power devices used to mitigate voltage unbalance in the grid. The performance of DVR largely depends upon its control strategy, in which controller plays an important part. Literature has shown that the commonly used proportional integral (PI) and neural network (NN) controller have many inherent disadvantages including high total harmonic distortion (THD) and high delay time. In this paper, we have replaced the PI controller with a neural controller, whose weights are trained using Particle Swarm Optimization (PSO). A comparative analysis of the DVR performance is done in MATLAB SIMULINK environment for three controllers-PI, NN with back propagation and NN with PSO for 30 and 80 % voltage sag, 40 % voltage swell and unbalanced voltage (1-phi). The results obtained document that the hybrid neural controller with PSO has least distortions and is most robust of the three.
引用
收藏
页码:569 / 577
页数:9
相关论文
共 50 条
  • [21] Dynamic voltage restorer with battery energy storage for voltage dip mitigation
    Zhan, C
    Barnes, M
    Ramachandaramurthy, VK
    Jenkins, N
    [J]. EIGHTH INTERNATIONAL CONFERENCE ON POWER ELECTRONICS AND VARIABLE SPEED DRIVES, 2000, (475): : 360 - 365
  • [22] Mitigation of voltage sags with phase jump using a dynamic voltage restorer
    Quirl, Brice J.
    Johnson, Brian K.
    Hess, Herb L.
    [J]. 2006 38TH ANNUAL NORTH AMERICAN POWER SYMPOSIUM, NAPS-2006 PROCEEDINGS, 2006, : 647 - +
  • [23] Application of Dynamic Voltage Restorer in Microgrid for Voltage Sag/Swell Mitigation
    Gayatri, M. T. L.
    Parimi, Alivelu M.
    Kumar, A. V. Pavan
    [J]. 2015 IEEE POWER, COMMUNICATION AND INFORMATION TECHNOLOGY CONFERENCE (PCITC-2015), 2015, : 750 - 755
  • [24] Dynamic Voltage Restorer for Voltage Sag Mitigation in Oil & Gas Industry
    Messiha, Marina
    Baraket, Chresteen
    Massoud, Ahmed
    Iqbal, Atif
    Soliman, Ramadan
    [J]. 2015 FIRST WORKSHOP ON SMART GRID AND RENEWABLE ENERGY (SGRE), 2015,
  • [25] Mitigation of saturation in dynamic voltage restorer connection transformers
    Fitzer, C
    Arulampalam, A
    Barnes, M
    Zurowski, R
    [J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2002, 17 (06) : 1058 - 1066
  • [26] Voltage sag mitigation in an Indian distribution system using dynamic voltage restorer
    Patel, Debasis
    Goswami, Arup Kumar
    Singh, Santosh Kumar
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2015, 71 : 231 - 241
  • [27] New Control Technique Applied in Dynamic Voltage Restorer for Voltage Sag Mitigation
    Omar, Rosli
    Rahim, Nasrudin Abd
    [J]. ICIEA: 2009 4TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-6, 2009, : 839 - +
  • [28] Intelligent Voltage Sag Compensation Using an Artificial Neural Network (ANN)-Based Dynamic Voltage Restorer in MATLAB Simulink
    Uddin, Syed Mohammed
    Bakar, Mohd Izhar A.
    [J]. INTERNATIONAL JOURNAL OF INTEGRATED ENGINEERING, 2023, 15 (07): : 249 - 261
  • [29] Least Mean Fourth Theory-based Dynamic Voltage Restorer for the Mitigation of Voltage Sag and Harmonics
    Singh, Shubhendra Pratap
    Kumar, Anupam
    Rathore, Arun
    [J]. IETE JOURNAL OF RESEARCH, 2024, 70 (01) : 965 - 978
  • [30] The Voltage Sag Mitigation Method Based on Hybrid SMES-BES Dynamic Voltage Restorer(DVR)
    Ding, Kai
    Li, Wei
    Hu, Pan
    Hu, Anping
    Tao, Yibin
    Zhuang, Jun
    Lu, Hong
    [J]. PROCEEDINGS OF 2019 IEEE 3RD INTERNATIONAL ELECTRICAL AND ENERGY CONFERENCE (CIEEC), 2019, : 545 - 549