Harmonic detection using fuzzy LMS algorithm for active power filter

被引:0
|
作者
Qu, Yilong [1 ]
Tan, Weipu [1 ]
Dong, Yimai [1 ]
Yang, Yihan [1 ]
机构
[1] N China Elect Power Univ, Dept Elect & Elect Engn, Beijing 102206, Peoples R China
关键词
harmonic current detection; adaptive filter; fuzzy rule based; active power filter;
D O I
暂无
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
Successful control of active power filter requires an accurate current reference. However the conventional detecting methods for harmonic currents have various limitations. Base on adaptive interference canceling theory, this paper presents an adaptive least mean squares (LMS) algorithm employing fuzzy step size for the fast estimation of harmonic current signals in power networks. The learning parameter of the proposed algorithm is constrained by two variable parameters. By using a fuzzy logic based step size update method which causes an automatic suitable adjustment of the step size, the present method can provide fast convergence and noise rejection for the tracking of fundamental and harmonic components from distorted signals. The results of computer simulations and physical experiments have proved the proposed algorithm is practicable.
引用
收藏
页码:1065 / 1069
页数:5
相关论文
共 50 条
  • [1] HARMONIC DETECTION USING AN AFFINE PROJECTION ALGORITHM FOR ACTIVE POWER FILTER
    Zhao, Haiquan
    Lei, Yilong
    [J]. 2015 IEEE CHINA SUMMIT & INTERNATIONAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING, 2015, : 1042 - 1046
  • [2] An Improved Adaptive Harmonic Detection Algorithm for Active Power Filter
    Zhang J.
    Geng Z.
    Xu S.
    Chen H.
    [J]. Diangong Jishu Xuebao/Transactions of China Electrotechnical Society, 2019, 34 (20): : 4323 - 4333
  • [3] An Improved Variable Step Size LMS Harmonic Current Detection Method for Active Power Filter
    Zhao, Haiquan
    Zhang, Han
    Zeng, Xiangping
    [J]. IFAC PAPERSONLINE, 2019, 52 (24): : 304 - 307
  • [4] New harmonic current detection algorithm and its application in active power filter
    College of Electrical and Information Engineering, Hunan Univ., Changsha 410082, China
    [J]. Hunan Daxue Xuebao, 2008, 10 (36-40):
  • [5] THE STUDY OF ACTIVE POWER FILTER USING A UNIVERSAL HARMONIC DETECTION METHOD
    Huang, Haihong
    Xue, Huan
    Liu, Xin
    Wang, Haixin
    [J]. 2013 IEEE ECCE ASIA DOWNUNDER (ECCE ASIA), 2013, : 591 - 595
  • [6] Research of harmonic detection and fuzzy-PID control in series active power filter
    Lan, Hai
    Liang, Jincheng
    Wu, Weiping
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS I-V, CONFERENCE PROCEEDINGS, 2007, : 2957 - 2962
  • [7] A Novel Predictive Control for Active Power Filter using a Variable-Step LMS Algorithm
    Li Yunlu
    Wang Dazhi
    Han Wei
    Liu Zhen
    [J]. 2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 4688 - 4692
  • [8] Complex fuzzy adaptive filter with LMS algorithm
    Yon, KY
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (02) : 424 - 427
  • [9] Harmonic Detection for Shunt Active Power Filter Using ADALINE Neural Network
    Janpong, Sarawut
    Areerak, Kongpol
    Areerak, Kongpan
    [J]. ENERGIES, 2021, 14 (14)
  • [10] Adaptive Kalman Filter for Harmonic Detection in Active Power Filter Application
    Wang, Hengyi
    Liu, Steven
    [J]. 2015 IEEE ELECTRICAL POWER AND ENERGY CONFERENCE (EPEC), 2015, : 227 - 232