Support Vector Machine Observer Based Fault Detection for Reconfigurable Manipulators

被引:0
|
作者
Zhao Bo [1 ]
Dong Bo [1 ]
Li Yuanchun
机构
[1] Jilin Univ, State Key Lab Automobile Dynam Simulat, Changchun 130022, Peoples R China
关键词
Reconfigurable Manipulators; SVM observer; Fault Detection; ROBOT MANIPULATORS; DIAGNOSIS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A novel fault detection scheme for reconfigurable manipulators actuators based on support vector machine(SVM) observer which has good ability to estimate any functions is proposed to estimate the unknown term and uncertainty term. The reconfigurable manipulators system is fault-free when the error between true value and predict value is less than the given threshold, otherwise, the system is in failure. Then the fuzzy logic systems are proposed for approximating the interconnection term by using adaptive algorithm. Based on Lyapunov stability theorem, the system stability can be verified. And the simulation results illustrate the effectiveness of the proposed fault detection schemes.
引用
收藏
页码:3979 / 3984
页数:6
相关论文
共 50 条
  • [41] Support Vector Machine-Based Islanding and Grid Fault Detection in Active Distribution Networks
    Baghaee, Hamid Reza
    Mlakic, Dragan
    Nikolovski, Srete
    Dragicevic, Tomislav
    [J]. IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN POWER ELECTRONICS, 2020, 8 (03) : 2385 - 2403
  • [42] Fault Diagnosis for HVDC Converter Based on Support Vector Machine
    Chen TangXian
    Li ShuangJie
    Tuo Zhuxiong
    Xu GuangLin
    Chen WenTao
    Lv Xiangxin
    Zhu Zhanchun
    [J]. 2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 6216 - 6220
  • [43] Analog circuits fault diagnosis based on support vector machine
    Sun Yongkui
    Chen Guangju
    Li Hui
    [J]. ICEMI 2007: PROCEEDINGS OF 2007 8TH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOL III, 2007, : 630 - +
  • [44] An Adaptive Threshold Based on Support Vector Machine for Fault Diagnosis
    Liu, Hongmei
    Lu, Chen
    Hou, Wenkui
    Wang, Shaoping
    [J]. PROCEEDINGS OF 2009 8TH INTERNATIONAL CONFERENCE ON RELIABILITY, MAINTAINABILITY AND SAFETY, VOLS I AND II: HIGHLY RELIABLE, EASY TO MAINTAIN AND READY TO SUPPORT, 2009, : 907 - 911
  • [45] Fault diagnosis based on Walsh transform and support vector machine
    Xiang, Xiuqiao
    Zhou, Jianzhong
    An, Xueli
    Peng, Bing
    Yang, Junjie
    [J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2008, 22 (07) : 1685 - 1693
  • [46] Railway Turnout Fault Diagnosis Based on Support Vector Machine
    He, Youmin
    Zhao, Huibing
    Tian, Jian
    Zhang, Mengqi
    [J]. MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 2663 - 2667
  • [47] Fault Classification Model of Rotor Based on Support Vector Machine
    Niu, Wei
    Wang, GuoQing
    Zhai, ZhengJun
    Cheng, Juan
    [J]. MECHANICAL, MATERIALS AND MANUFACTURING ENGINEERING, PTS 1-3, 2011, 66-68 : 1982 - +
  • [48] Fault Diagnosis of Gas Turbine Based on Support Vector Machine
    Hu, Weihong
    Liu, Jiyuan
    Cui, Jianguo
    Gao, Yang
    Cui, Bo
    Jiang, Liying
    [J]. 26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 2853 - 2856
  • [49] Research on Fault Diagnosis of PCCP Based on Support Vector Machine
    Yang, Chunting
    Liu, Yang
    [J]. PROGRESS IN MEASUREMENT AND TESTING, PTS 1 AND 2, 2010, 108-111 : 409 - 414
  • [50] An Improved Fault Diagnosis Approach Based on Support Vector Machine
    Zhao, Qi
    Wang, Bingqian
    Zhou, Gan
    Zhang, Wenfeng
    Guan, Xiumei
    Feng, Wenquan
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON PROGNOSTICS AND HEALTH MANAGEMENT (ICPHM), 2016,