Research on Oil Ferrography Analysis Fault Diagnosis of Diesel Engine Based on BP Neural Network

被引:2
|
作者
Zhang Bin [1 ]
Yan Jun [1 ]
Liu Hongliang [1 ]
机构
[1] PLA Univ Sci & Technol, Engn Inst Engn Crops, Nanjing 210007, Peoples R China
关键词
D O I
10.1109/IITA.2008.149
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The principle of attrition pattern recognition was discussed based on the research of the engine's characteristic of wear particle and fault mechanism, establish the relationship between the wear particle and attrition pattern, the paper give a new method which can be used for engine's fault diagnosis based on the ferrography technology, by using BP neural network established the fault diagnosis model, the diagnosis results indicate the reliability of this method.
引用
收藏
页码:519 / 524
页数:6
相关论文
共 50 条
  • [1] Research on Fault Diagnosis of Diesel Engine Based on Bispectrum Analysis and Genetic Neural Network
    Feng, Fuzhou
    Si, Aiwei
    Zhang, Hongxing
    [J]. CEIS 2011, 2011, 15
  • [2] Research on Diesel Engine Fault Diagnosis Modeling Based on Elman Neural Network
    Gao, Guodong
    Zhang, Wenxiao
    Sui, Jianghua
    Mu, Guangyu
    [J]. NATURAL RESOURCES AND SUSTAINABLE DEVELOPMENT, PTS 1-3, 2012, 361-363 : 1506 - 1509
  • [3] Fault Diagnosis and Isolation for Diesel Engine Combustion Chambers Based on Autoencoder and BP Neural Network
    Yu, Yonghua
    Hu, Jia
    Yang, Jianguo
    [J]. 15TH WCEAM PROCEEDINGS, 2022, : 353 - 363
  • [4] Research on fault diagnosis of diesel engine based on PCA-RBF neural network
    Zhang, Meifeng
    Li, Yongxin
    Cai, Jianwen
    Chen, Fuhao
    Miao, Xin
    [J]. MODERN PHYSICS LETTERS B, 2018, 32 (34-36):
  • [5] Fault Diagnosis of Valve Clearance in Diesel Engine Based on BP Neural Network and Support Vector Machine
    毕凤荣
    刘以萍
    [J]. Transactions of Tianjin University., 2016, 22 (06) - 543
  • [6] Fault diagnosis of valve clearance in diesel engine based on BP neural network and support vector machine
    Bi F.
    Liu Y.
    [J]. Transactions of Tianjin University, 2016, 22 (6) : 536 - 543
  • [7] Study on Fault Diagnosis System of Diesel Engine Fuel Injection System Based on BP Neural Network
    Zhang Bin
    Yan Jun
    Tian Cheng
    [J]. 2008 ISECS INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT, VOL 2, PROCEEDINGS, 2008, : 108 - +
  • [8] Fault Diagnosis of Valve Clearance in Diesel Engine Based on BP Neural Network and Support Vector Machine
    毕凤荣
    刘以萍
    [J]. Transactions of Tianjin University, 2016, (06) : 536 - 543
  • [9] Diesel engine fault diagnosis based on an improved convolutional neural network
    Zhang, Junhong
    Sun, Shiyue
    Zhu, Xiaolong
    Zhou, Qidi
    Dai, Huwei
    Lin, Jiewei
    [J]. Zhendong yu Chongji/Journal of Vibration and Shock, 2022, 41 (06): : 139 - 146
  • [10] Fault Diagnosis for Diesel Engine Based on Immune Wavelet Neural Network
    Zhang, Chuang
    Guo, Chen
    Fan, Yunsheng
    [J]. 2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 4, 2010, : 522 - 526