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
  • [41] Fault Diagnosis of Bearing Based on Fuzzy Support Vector Machine
    Ma, Haodong
    Xiong, Yi
    Fang, Hongzheng
    Gu, Lichao
    2015 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM), 2015,
  • [42] Support Vector Machine Based on Possibility Degrees and Fault Diagnosis
    Du Jingyi
    Wang Mei
    Cai Wenhao
    FIFTH INTERNATIONAL CONFERENCE ON INFORMATION ASSURANCE AND SECURITY, VOL 1, PROCEEDINGS, 2009, : 285 - 288
  • [43] Analog Circuit Fault Diagnosis Based on Wavelet Kernel Support Vector Machine
    Guo, Ke
    Wang, Sheling
    Song, Jiahong
    2013 INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS (ITA), 2013, : 395 - 399
  • [44] Fault diagnosis of power transformer based on support vector machine with genetic algorithm
    Fei, Sheng-wei
    Zhang, Xiao-bin
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (08) : 11352 - 11357
  • [45] Fault Diagnosis of a Hydro Turbine Generating Set Based on Support Vector Machine
    Yang, Chunting
    Tao, Jian
    Yu, Jing
    PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL III, 2009, : 415 - +
  • [46] Bearing Fault Diagnosis Based on Multiscale Permutation Entropy and Support Vector Machine
    Wu, Shuen-De
    Wu, Po-Hung
    Wu, Chiu-Wen
    Ding, Jian-Jiun
    Wang, Chun-Chieh
    ENTROPY, 2012, 14 (08) : 1343 - 1356
  • [47] Rubbing Fault Diagnosis of Rotary Machinery Based on Wavelet and Support Vector Machine
    Jin Zhihao
    Ji Shangwei
    Jin Wen
    Wen Bangchun
    FIRST INTERNATIONAL WORKSHOP ON DATABASE TECHNOLOGY AND APPLICATIONS, PROCEEDINGS, 2009, : 287 - +
  • [48] Analog Circuit Fault Fusion Diagnosis Method Based on Support Vector Machine
    Feng, Zhihong
    Lin, Zhigui
    Fang, Wei
    Wang, Wei
    Xiao, Zhitao
    ADVANCES IN NEURAL NETWORKS - ISNN 2009, PT 2, PROCEEDINGS, 2009, 5552 : 225 - 234
  • [49] Pulverizing System Fault Diagnosis Based on Least Square Support Vector Machine
    Jiao, Song Ming
    PROCEEDINGS OF 2016 2ND INTERNATIONAL CONFERENCE ON CONTROL SCIENCE AND SYSTEMS ENGINEERING (ICCSSE), 2016, : 276 - 279
  • [50] Fault Diagnosis System for Reciprocating Air Compressor Based on Support Vector Machine
    Fu Sheng
    Li Jing
    Zhang Yabin
    PROCEEDINGS OF 2009 INTERNATIONAL WORKSHOP ON INFORMATION SECURITY AND APPLICATION, 2009, : 546 - 549
12345