Modeling of cable fault system

被引:3
|
作者
Wang, M [1 ]
Hou, YB [1 ]
机构
[1] Xian Univ Sci & Technol, Sch Elect & Control Engn, Xian 710054, Peoples R China
关键词
neural network; cable fault; location; prediction; modeling; simulation;
D O I
10.1109/ICMLC.2004.1378603
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Modeling is the essential part of implementing the prediction and location of three-phase cable fault. To predict and locate cable fault, a model of three-phase cable fault system is constructed based on a great deal of measured validation data by choosing BP neural network that has nonlinear characteristic and using the improved BP algorithm, Levenberg-Marquardt data-optimized method. It is shown by the simulation using MATLAB software that the parameters of the model converge rapidly, and the simulated output of the neural network model and the measured output of cable fault system are approximately equal, and the mean value of the relatively predictive error of the fault distance is smaller than 0.3%, so that the model quality is reliable.
引用
收藏
页码:3283 / 3286
页数:4
相关论文
共 50 条
  • [21] Research on Fault Modeling and Fault Diagnosis of Maglev Suspension System
    Mei, Zi
    Luo, Jie
    Wang, Zhiqiang
    2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 4032 - 4036
  • [22] Transient Modeling and Sensitivity Analysis of Cable System Parameters
    Barakou, Fani
    Vertkas, A.
    Wu, L.
    Wouters, P. A. A. F.
    Steennis, E. F.
    2016 51ST INTERNATIONAL UNIVERSITIES POWER ENGINEERING CONFERENCE (UPEC), 2016,
  • [23] Modeling and response prediction for wire cable isolator system
    Zhou Chungui
    Me Shilin
    Zhou Tong
    Zhang Xinong
    ISTM/2007: 7TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-7, CONFERENCE PROCEEDINGS, 2007, : 2680 - 2683
  • [24] Modeling and Experiments of Spray System for Cable Painting Robot
    张家梁
    吕恬生
    李蓓智
    Journal of Donghua University(English Edition), 2008, 25 (04) : 355 - 360
  • [25] Modeling and experiments of spray system for cable painting robot
    College of Mechanical Engineering, Donghua University, Shanghai 201620, China
    不详
    J. Donghua Univ., 2008, 4 (355-360):
  • [26] Cable Routing Modeling in Early System Design to Prevent Cable Failure Propagation Events
    O'Halloran, Bryan M.
    Papakonstantinou, Nikolaos
    Van Bossuyt, Douglas L.
    ANNUAL RELIABILITY AND MAINTAINABILITY SYMPOSIUM 2016 PROCEEDINGS, 2016,
  • [27] H/W design for fault location system on underground power cable
    Lee, Jae-Duck
    Ryoo, HeeSuk
    Choi, SangBong
    Nam, KeeYoung
    Jeong, SeongHwan
    Kim, DaeKyeong
    2005/2006 IEEE/PES TRANSMISSION & DISTRIBUTION CONFERENCE & EXPOSITION, VOLS 1-3, 2006, : 843 - 846
  • [28] Design of Fault Diagnosis System for Balise Cable Based on Machine Learning
    Cui, Xiaoyi
    Lv, Jingyang
    SIGNAL AND INFORMATION PROCESSING, NETWORKING AND COMPUTERS (ICSINC), 2019, 550 : 49 - 53
  • [30] Study on detection and location method of DC cable fault for photovoltaic system
    Wu C.
    Cao M.
    Li Z.
    Wang F.
    Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2021, 42 (05): : 267 - 275