Research on Intelligent Fault Diagnosis of Engine Based on MOBP Neural Network

被引：2
|
作者：
Zhang, Heda [1 ,2 ]
Song, Jiantong [2 ]
Han, Jialin [1 ]
Fang, Fang [2 ]
Ren, Wanqiang [2 ]
机构：
[1] Beijing Inst Technol, Inst Ind Engn, Beijing, Peoples R China
[2] Beijing Polytech, Inst Automot Engn, Beijing, Peoples R China
来源：
PROCEEDINGS OF 2013 CHINESE INTELLIGENT AUTOMATION CONFERENCE: INTELLIGENT AUTOMATION & INTELLIGENT TECHNOLOGY AND SYSTEMS | 2013年 / 255卷
关键词：
Engine diagnosis; MOBP algorithm; Neural network;
D O I：
10.1007/978-3-642-38460-8_2
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Facing the demands of precise and intelligent diagnosis for engine faults, this paper applies the artificial intelligent theory, studies and realizes the application of the MOBP neural network on the intelligent diagnosis for engine faults. As is proved by the experiments, the training time based on the MOBP neural network is shorter than traditional methods, and the reasoning efficiency is significantly improved. It is confirmed that the study of the intelligent fault diagnosis for engine based on the MOBP neural network is practical.
引用
收藏
页码：13 / 18
页数：6
相关论文
共 50 条
  • [11] 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
  • [12] Fault Diagnosis of Engine Based on Wavelet Packet and RBF Neural Network
    Liao, Wei
    Gao, Shuyou
    Liu, Yi
    [J]. ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL II, PROCEEDINGS, 2009, : 521 - 524
  • [13] Fault diagnosis of engine valve based on EMD and artificial neural network
    Huazhong Agricultural University, Wuhan 430070, China
    [J]. Nongye Jixie Xuebao, 2007, 12 (133-136+147): : 133 - 136
  • [14] Fault Diagnosis of Marine Main Engine Based on BP Neural Network
    Jiang, Huiqing
    Jia, Suling
    Lai, Guanjun
    [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, : 822 - +
  • [15] 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
  • [16] On Intelligent Fault Diagnosis for Equipment Based on Neural Network and Expert System
    Cao Bo-Wei
    Xue Qing
    Niu Jin-Tao
    Gong Chang-Hong
    Liu Lei
    [J]. 2011 30TH CHINESE CONTROL CONFERENCE (CCC), 2011, : 2707 - 2710
  • [17] A Fault Diagnosis Intelligent Algorithm Based on Improved BP Neural Network
    Liu, Pingfeng
    Zhang, Wang
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2019, 33 (09)
  • [18] Intelligent Fault Diagnosis of Military Power Based on BP Neural Network
    Zhang, Rui
    Fan, Bo
    Luan, Xinyu
    [J]. PROCEEDINGS OF THE 2017 5TH INTERNATIONAL CONFERENCE ON MECHATRONICS, MATERIALS, CHEMISTRY AND COMPUTER ENGINEERING (ICMMCCE 2017), 2017, 141 : 799 - 804
  • [19] A hierarchical intelligent fault diagnosis algorithm based on convolutional neural network
    Qu J.-L.
    Yu L.
    Yuan T.
    Tian Y.-P.
    Gao F.
    [J]. Kongzhi yu Juece/Control and Decision, 2019, 34 (12): : 2619 - 2626
  • [20] Research on intelligent fault diagnosis system of engine based on sound intensity technology
    Wei, SH
    Chen, XH
    Chang, SQ
    [J]. ISTM/2005: 6th International Symposium on Test and Measurement, Vols 1-9, Conference Proceedings, 2005, : 140 - 143
12345