Fault Diagnosis of Automobile Engine Based on Support Vector Machine

被引：5
作者：
Wang Dejun [1 ]
Li Meng [1 ]
Liu Chao [1 ]
Sun Jia'nan [1 ]
机构：
[1] Jilin Univ, State Key Lab Automobile Dynam Simulat, Changchun 130025, Peoples R China
来源：
INFORMATION ENGINEERING FOR MECHANICS AND MATERIALS SCIENCE, PTS 1 AND 2 | 2011年 / 80-81卷
关键词：
Support Vector Machine; Fault Diagnosis; ESP;
D O I：
10.4028/www.scientific.net/AMM.80-81.1060
中图分类号：
TH [机械、仪表工业];
学科分类号：
0802 ;
摘要：
A Vehicle simulation model is built by AMESim software. During the Electronic Stability Program (ESP) running on, the cases of varieties about system variables are investigated based on the automobile dynamic model. Fault modes of actuators and sensors in ESP are built up. And data-fault is acquired. Support Vector Machine (SVM) based on classification is applied for fault diagnosis of the ESP system. The basic idea is to identify the information and classify new fault samples by using the trained SVM model. Finally, simulation examples are performed to verify the effectiveness of the proposed design.
引用
收藏
页码：1060 / 1064
页数：5
相关论文
共 50 条
  • [31] Support Vector Machine Based Fault Diagnosis for an Unmanned Tandem Helicopter
    Liu, Shiqian
    Wang, Zenggang
    Jin, Hongbin
    Hu, Shiqiang
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 1261 - +
  • [32] The Fault Diagnosis of Elevator Based on the Autoregressive Model And the Support Vector Machine
    Xu, Shan
    Huang, YiJian
    FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE III, PTS 1 AND 2, 2013, 271-272 : 1689 - 1694
  • [33] Fault Diagnosis based on Signed Directed Graph and Support Vector Machine
    Han, Xiaoming
    Lv, Qing
    Xie, Gang
    Zheng, Jianxia
    FOURTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2011): MACHINE VISION, IMAGE PROCESSING, AND PATTERN ANALYSIS, 2012, 8349
  • [34] Fault diagnosis of power electronic circuits based on support vector machine
    Liang Yu
    Wang Yigang
    Wang Na
    PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 5, 2007, : 535 - +
  • [35] Support vector machine in machine condition monitoring and fault diagnosis
    Widodo, Achmad
    Yang, Bo-Suk
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2007, 21 (06) : 2560 - 2574
  • [36] Fault prediction of marine diesel engine based on time series and support vector machine
    Sun Tong
    Chen Yanqiao
    Zhou Yuan
    2020 INTERNATIONAL CONFERENCE ON INTELLIGENT DESIGN (ICID 2020), 2020, : 75 - 81
  • [37] Research on Fault Diagnosis of PCCP Based on Support Vector Machine
    Yang, Chunting
    Liu, Yang
    PROGRESS IN MEASUREMENT AND TESTING, PTS 1 AND 2, 2010, 108-111 : 409 - 414
  • [38] Railway Turnout Fault Diagnosis Based on Support Vector Machine
    He, Youmin
    Zhao, Huibing
    Tian, Jian
    Zhang, Mengqi
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 2663 - 2667
  • [39] An Adaptive Threshold Based on Support Vector Machine for Fault Diagnosis
    Liu, Hongmei
    Lu, Chen
    Hou, Wenkui
    Wang, Shaoping
    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
  • [40] Fault Diagnosis for Valves of Compressors Based on Support Vector Machine
    Chen, Zhigang
    Lian, Xiangjiao
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 1235 - 1238
12345