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
  • [21] Computer network based on improved neural network fault diagnosis research
    [J]. Miao, Xianhao, 1600, Trade Science Inc, 126,Prasheel Park,Sanjay Raj Farm House,Nr. Saurashtra Unive, Rajkot, Gujarat, 360 005, India (10):
  • [22] An intelligent fault diagnosis model based on deep neural network for few-shot fault diagnosis
    Wang, Cunjun
    Xu, Zili
    [J]. NEUROCOMPUTING, 2021, 456 : 550 - 562
  • [23] Research on Intelligent Fault Diagnosis of Rolling Bearing Based on Adaptive Resource Allocation Deep Neural Network
    NING, S. H. A. O. H. U. I.
    DU, K. A. N. G. N. I. N. G.
    [J]. IEEE ACCESS, 2022, 10 : 62920 - 62931
  • [24] Research on fault diagnosis of aero-engine based on SOM network
    Tian, Feng
    Mei, Jiaqi
    Feng, Zhigang
    Ge, Zhimei
    [J]. Journal of Computational Information Systems, 2013, 9 (19): : 7749 - 7756
  • [25] Automobile engine fault diagnosis using neural network
    Kher, S
    Change, PK
    Sharma, PC
    [J]. 2001 IEEE INTELLIGENT TRANSPORTATION SYSTEMS - PROCEEDINGS, 2001, : 492 - 495
  • [26] Research of Fault Diagnosis Method Based on Immune Neural Network
    Yu, Zongyan
    [J]. PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL II, 2009, : 69 - 73
  • [27] Research on Fault Diagnosis Algorithm Based on Convolutional Neural Network
    Li, Xiaolong
    Wang, Sen
    Zhou, Wei
    Huang, Qi
    Feng, Bowen
    Liu, Lilan
    [J]. 2019 11TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS (IHMSC 2019), VOL 1, 2019, : 8 - 12
  • [28] Research of Boiler Fault Diagnosis Based on Fuzzy Neural Network
    Wu, Yifeng
    Lin, Xiaoqi
    [J]. PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND COMPUTER APPLICATIONS (ICSA 2013), 2013, 92 : 255 - 262
  • [29] Research for Fault Diagnosis of Aeroengine Based on Fuzzy Neural Network
    Tian, Feng
    Yin, Dehao
    Zhang, Rui
    Wu, Yanyan
    [J]. 2013 THIRD INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC), 2013, : 647 - 651
  • [30] Multiresolution Hypergraph Neural Network for Intelligent Fault Diagnosis
    Yan, Xunshi
    Liu, Yang
    Zhang, Chen-an
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022, 71
12345