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
  • [41] Fault detection and diagnosis of a 12-cylinder trainset diesel engine based on vibration signature analysis and neural network
    Zabihi-Hesari, Alireza
    Ansari-Rad, Saeed
    Shirazi, Farzad A.
    Ayati, Moosa
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2019, 233 (06) : 1910 - 1923
  • [42] Fault diagnosis of diesel engine combustion system based on neural networks
    Yan, GT
    Ma, GF
    [J]. PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 3111 - 3114
  • [43] Research on Fault Diagnosis for TBM Based on Wavelet Packet Transforms and BP Neural Network
    Zhang Tianrui
    Wang Zhenyu
    Yu Tianbiao
    Wang Wanshan
    Zhao Haifeng
    [J]. PROCEEDINGS OF THE 2013 3RD IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE (IACC), 2013, : 677 - 681
  • [44] Application and research of the train fault diagnosis based on improved BP neural network algorithm
    Qu, Yingwei
    Yan, Yinnan
    Zheng, Guanghai
    [J]. 2012 INTERNATIONAL CONFERENCE ON CONTROL ENGINEERING AND COMMUNICATION TECHNOLOGY (ICCECT 2012), 2012, : 43 - 47
  • [45] Research on pump fault diagnosis based on pso-bp neural network algorithm
    Sang, Jinguo
    [J]. PROCEEDINGS OF 2019 IEEE 8TH JOINT INTERNATIONAL INFORMATION TECHNOLOGY AND ARTIFICIAL INTELLIGENCE CONFERENCE (ITAIC 2019), 2019, : 1748 - 1752
  • [46] Fault Diagnosis Research for Servo Valve Based on GA-BP Neural Network
    Zheng, Feilong
    Zeng, Liangcai
    Lu, Yundan
    Kai, Gangsheng
    Fu, Shuguang
    [J]. JOURNAL OF COMPUTATIONAL AND THEORETICAL NANOSCIENCE, 2015, 12 (09) : 2846 - 2850
  • [47] Research on Transformer Fault Diagnosis Based on BP Neural Network Improved by Association Rules
    Jiang Long
    Li Shiyong
    Yang Chao
    Wang Dejun
    Yao Yang
    Wang Kai
    Zhang Hongru
    Li Qingquan
    [J]. 2019 2ND INTERNATIONAL CONFERENCE ON ELECTRICAL MATERIALS AND POWER EQUIPMENT (ICEMPE 2019), 2019, : 554 - 559
  • [48] Research on bearing fault diagnosis based on improved genetic algorithm and BP neural network
    Chen, Zenghua
    Zhu, Lingjian
    Lu, He
    Chen, Shichao
    Zhu, Fenghua
    Liu, Sheng
    Han, Yunjun
    Xiong, Gang
    [J]. SCIENTIFIC REPORTS, 2024, 14 (01):
  • [49] Study on Marine Diesel Engine Fault Identification Based on Neural Network
    Zhang, Defu
    Hou, Tongyu
    Yang, Jiankun
    Xiao, Jianjiang
    [J]. PROCEEDINGS OF 2022 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (IEEE ICMA 2022), 2022, : 1474 - 1479
  • [50] Fault Diagnosis of Diesel Engine Lubrication System Based on Bayesian Network
    Ren, Dongping
    Zeng, Hong
    Wang, Xinlu
    Pang, Shui
    Wang, Jida
    [J]. 2020 6TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ROBOTICS (ICCAR), 2020, : 423 - 429