Harmonic detection using the direct weight determination neural network

被引：3
|
作者：
Li Han [1 ,2 ]
Ruan Xiu-kai [2 ]
Zhu Xiang-ou [1 ,2 ]
机构：
[1] Wenzhou Univ, Key Lab Low Voltage Apparat Intellectual Technol, Wenzhou, Zhejiang, Peoples R China
[2] Wenzhou Univ, Coll Phys & Elect Infornmat Engn, Wenzhou, Zhejiang, Peoples R China
来源：
2013 INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS (ITA) | 2013年
关键词：
harmonic detection; artificial neural network; weight computation; electric power system;
D O I：
10.1109/ITA.2013.77
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
This paper presents a novel harmonic detection algorithm using the direct weight determination neural network for the electric power system. A new ANN structure is designed to strengthen the real-time capability of harmonic detection. The proposed algorithm employs the weight computation with sine base function to address the problem of harmonic detection. The optimal weight of this ANN with sine base function can be achieved by direct computation. This ANN can avoid the tediously long weight training and get the proper weight including the information of phase and amplitude of harmonic detection. The simulation computation demonstrates this algorithm has high precision and low computational complexity, and it has value in the harmonic detection of electric power system.
引用
收藏
页码：300 / 303
页数：4
相关论文
共 50 条
  • [1] Forecasting the gross domestic product using a weight direct determination neural network
    Mourtas, Spyridon D.
    Drakonakis, Emmanouil
    Bragoudakis, Zacharias
    AIMS MATHEMATICS, 2023, 8 (10): : 24254 - 24273
  • [2] Fourier Neural Network Circuit Implementation Based on Direct Weight Determination
    Hong, Qinghui
    Guan, Zhenghan
    Sun, Jingru
    Du, Sichun
    IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2025, 20 (04) : 514 - 525
  • [3] Dynamic power system harmonic detection using neural network
    Lin, HC
    2004 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2004, : 757 - 762
  • [4] Fault Detection of Harmonic Drive Using Multiscale Convolutional Neural Network
    Yang, Guo
    Zhong, Yong
    Yang, Lie
    Du, Ruxu
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 70
  • [5] Euler Neural Network with its Weight-Direct-Determination and Structure-Automatic-Determination Algorithms
    Zhang, Yunong
    Li, Lingfeng
    Yang, Yiwen
    Ruan, Gongqin
    HIS 2009: 2009 NINTH INTERNATIONAL CONFERENCE ON HYBRID INTELLIGENT SYSTEMS, VOL 3, PROCEEDINGS, 2009, : 319 - +
  • [6] Fast Neural Cell Detection Using Light-Weight SSD Neural Network
    Yi, Jingru
    Wu, Pengxiang
    Hoeppner, Daniel J.
    Metaxas, Dimitris
    2017 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW), 2017, : 860 - 864
  • [7] Harmonic Detection for Shunt Active Power Filter Using ADALINE Neural Network
    Janpong, Sarawut
    Areerak, Kongpol
    Areerak, Kongpan
    ENERGIES, 2021, 14 (14)
  • [8] Weights direct determination of a spline neural network
    School of Information Science and Technology, Sun Yat-Sen Univ., Guangzhou 510275, China
    不详
    Xi Tong Cheng Yu Dian Zi Ji Shu/Syst Eng Electron, 2009, 11 (2685-2688):
  • [9] Harmonic Current Detection and Suppression Based on Neural Network
    Zhao Long
    Yu Rong
    Wang Huayang
    Cui Yuan
    PROCEEDINGS OF 2016 IEEE ADVANCED INFORMATION MANAGEMENT, COMMUNICATES, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IMCEC 2016), 2016, : 1379 - 1383
  • [10] Harmonic Current Detection and Suppression Based on neural network
    Cui Yuan
    Xie Guanghan
    Wang Huayang
    Yang Yanju
    2016 IEEE CHINESE GUIDANCE, NAVIGATION AND CONTROL CONFERENCE (CGNCC), 2016, : 2416 - 2420
12345