Artificial Intelligence Based Control of a Shunt Active Power Filter

被引:10
|
作者
Choudhary, Jayanti [1 ]
Singh, D. K. [2 ]
Verma, S. N. [1 ]
Ahmad, Kamil [1 ]
机构
[1] NIT Patna, Dept Elect Engn, Patna, Bihar, India
[2] NIT Patna, Dept Elect & Commun Engn, Patna, Bihar, India
来源
2ND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING, COMMUNICATION & CONVERGENCE, ICCC 2016 | 2016年 / 92卷
关键词
Adaline; Predictive; Adaptive; THD (Total harmonic distortion); SRF (Synchronous Reference Frame); Fuzzy logic; DC link voltage; COMPENSATION;
D O I
10.1016/j.procs.2016.07.356
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
With day-by-day increasing significance of Power Electronics, the issue of harmonics being introduced in electrical systems needs to be addressed on a priority basis. Active Filters are very apt solution for reducing harmonics. Here a Shunt Active Power Filter with Artificial Neural Network(ANN) Control and Neuro-Fuzzy Control is proposed. For ANN control the concept of predictive and adaptive control has been used which helps in fast estimation of compensating current. The algorithm for predictive control is new and simulation shows quite good results. The dynamics of the dc-link voltage is utilized in a predictive controller to generate the first estimate followed by convergence of the algorithm by an adaptive ANN (adaline) based network. Again Neuro-Fuzzy control is used which gives still better simulation result (C) 2016 The Authors. Published by Elsevier B.V.
引用
收藏
页码:273 / 281
页数:9
相关论文
共 50 条
  • [31] Experimental Investigations on Particle Swarm Optimization Based Control Algorithm for Shunt Active Power Filter to Enhance Electric Power Quality
    Kumar, Ravinder
    Bansal, Hari Om
    Gautam, Aditya R.
    Mahela, Om Prakash
    Khan, Baseem
    IEEE ACCESS, 2022, 10 : 54878 - 54890
  • [32] Instrumentation for Verification of Shunt Active Power Filter Algorithms
    Baros, Jan
    Bilik, Petr
    Jaros, Rene
    Danys, Lukas
    Strossa, Jan
    Hlavaty, Lukas
    Martinek, Radek
    SENSORS, 2023, 23 (20)
  • [33] Adaptive Sliding Mode Control of Single-Phase Shunt Active Power Filter
    Fei, Juntao
    Zhang, Shenglei
    Zhou, Jian
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2012, 2012
  • [34] An Optimal DC-link Voltage Control Strategy of Shunt Active Power Filter
    Guan, Yuanpeng
    Xie, Yunxiang
    Wang, Yu
    Chen, Bing
    2015 18TH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS (ICEMS), 2015, : 396 - 401
  • [35] PLL Less Shunt Active Filter with Direct Current Control for Power Quality Conditioning
    Gupta, Nitin
    Singh, S. P.
    Dubey, S. P.
    ICIEA 2010: PROCEEDINGS OF THE 5TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOL 2, 2010, : 371 - 376
  • [36] Comparative Analysis on a Shunt Active Power Filter with different Control Strategies for Composite Loads
    Patnaik, Nishant
    Panda, Anup Kumar
    TENCON 2014 - 2014 IEEE REGION 10 CONFERENCE, 2014,
  • [37] Fast-Transient Repetitive Control Strategy for a Three-phase LCL Filter-based Shunt Active Power Filter
    Zeng, Zheng
    Yang, Jia-Qiang
    Chen, Shi-Lan
    Huang, Jin
    JOURNAL OF POWER ELECTRONICS, 2014, 14 (02) : 392 - 401
  • [38] A Shunt Active Power Filter With Enhanced Performance Using ANN-Based Predictive and Adaptive Controllers
    Bhattacharya, Avik
    Chakraborty, Chandan
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2011, 58 (02) : 421 - 428
  • [39] Power Quality Improvement by using Shunt Hybrid Active Power Filter
    Tahmid, Rashik
    Ahmad, Shameem
    2017 INTERNATIONAL CONFERENCE ON ELECTRICAL, COMPUTER AND COMMUNICATION ENGINEERING (ECCE), 2017, : 381 - 386
  • [40] Three-phase four-wire shunt active power filter based on the SOGI filter and Lyapunov function for DC bus control
    Dellahi, Mostafa
    Maker, Hattab
    Botella, Guillermo
    Alameda-Hernandez, Enrique
    Mouhsen, Azeddine
    INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 2020, 48 (06) : 887 - 905