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
  • [41] Voltage Sag Mitigation in Offshore Oil Rig Power System by Dynamic Voltage Restorer
    Wu, Di
    Chang, C. S.
    [J]. 2011 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE), 2011,
  • [42] Reactive Power Optimization of Low Voltage Distribution Network Based on Improved Particle Swarm Optimization
    Gao, Shengyu
    Wang, Huafang
    Wang, Chunning
    Gu, Suwen
    Xu, Honghua
    Ma, Hongzhong
    [J]. 2017 20TH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS (ICEMS), 2017,
  • [43] Reactive power optimization for medium voltage distribution network based on improved particle swarm optimization
    Zhang, Tingchang
    Geng, Guangfei
    [J]. Dianwang Jishu/Power System Technology, 2012, 36 (02): : 158 - 162
  • [44] Neural Network Control for Power Quality Enhancement Using Dynamic Voltage Restorer
    Sahu, Tukesh Kumar
    Gupta, Shubhrata
    [J]. 2017 2ND IEEE INTERNATIONAL CONFERENCE ON RECENT TRENDS IN ELECTRONICS, INFORMATION & COMMUNICATION TECHNOLOGY (RTEICT), 2017, : 1448 - 1452
  • [45] SMES Based Dynamic Voltage Restorer for Voltage Fluctuations Compensation
    Shi, Jing
    Tang, Yuejin
    Yang, Kai
    Chen, Lei
    Ren, Li
    Li, Jingdong
    Cheng, Shijie
    [J]. IEEE TRANSACTIONS ON APPLIED SUPERCONDUCTIVITY, 2010, 20 (03) : 1360 - 1364
  • [46] Mitigation of Inrush Current in Dynamic Voltage Restorer Injection Transformers
    Gao, Shan
    Lin, Xinchun
    Kang, Yong
    Duan, Yuping
    Qiu, Jun
    [J]. 2012 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2012, : 4093 - 4098
  • [47] Voltage Sag Mitigation Due To Short Circuit Current Using Dynamic Voltage Restorer Based On Hysteresis Controller
    Muluk, Nizamul
    Warsito, Agung
    Juningtyastuti
    Setiawan, Iwan
    [J]. 2017 4TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY, COMPUTER, AND ELECTRICAL ENGINEERING (ICITACEE), 2017, : 108 - 112
  • [48] Modeling and Simulation of Dynamic Voltage Restorer for Voltage Sags Mitigation in Medium Voltage Networks with Secondary Distribution Configuration
    Nicolaescu, Gheorghe-Ioan
    Andrei, Horia
    Radulescu, Stefan
    [J]. 2014 INTERNATIONAL CONFERENCE ON OPTIMIZATION OF ELECTRICAL AND ELECTRONIC EQUIPMENT (OPTIM), 2014, : 52 - 58
  • [49] Mitigation of Voltage Sag and Swell Using Dynamic Voltage Restorer without Energy Storage Devices
    Rahman, S. Abdul
    Somasundaram, P.
    [J]. INTERNATIONAL REVIEW OF ELECTRICAL ENGINEERING-IREE, 2012, 7 (04): : 4948 - 4953
  • [50] Performance Analysis of a Dynamic Voltage Restorer using two Compensation Strategies for Voltage Sag Mitigation
    Zafar, Shayan
    Nkado, Fredrick
    Nkado, Franklin
    [J]. 2022 IEEE NIGERIA 4TH INTERNATIONAL CONFERENCE ON DISRUPTIVE TECHNOLOGIES FOR SUSTAINABLE DEVELOPMENT (IEEE NIGERCON), 2022, : 767 - 771