Research of Fault Diagnosis in Flight Control System Based on Fuzzy Neural Network

被引：8
|
作者：
Zhang, Peng [2 ]
Zhang, Rui [1 ]
Ran, Xiao-xiao [1 ,2 ]
机构：
[1] Civil Aviat Univ China, Aeronaut Automat Coll, Tianjin 300300, Peoples R China
[2] Civil Aviat Univ China, Engn Tech Training Ctr, Tianjin 300300, Peoples R China
来源：
CEIS 2011 | 2011年 / 15卷
关键词：
FNN; flight control system; fault diagnosis; BP algorithm;
D O I：
10.1016/j.proeng.2011.08.015
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Based on fuzzy mathematics and the neural network method, with the combination of fault datas of B737NG aircraft flight control system and experts experiences, this paper built a fuzzy neural network (FNN) fault diagnosis model which can intuitively express the relevance of fault symptoms and fault reasons. By Simulation and analysis, the fault diagnosis accuracy of FNN is much higher than only BP neural network, The research makes fault positioning more accurate and valid, improves the efficiency of maintenance, as well as ensures flight safety and provides a new point of view for establishing the aviation maintenance auxiliary decision system. (C) 2011 Published by Elsevier Ltd. Selection and/or peer-review under responsibility of [CEIS 2011]
引用
收藏
页数：5
相关论文
共 50 条
  • [41] Research on Fault Diagnosis for Air Drilling Based on an Improved PSO for Optimization of Fuzzy Neural Network
    Zhang, Dan
    Zhu, Tingting
    Lv, Yiqing
    Hou, Jing
    He, Yue
    [J]. PROCEEDINGS OF THE TENTH INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING MANAGEMENT, 2017, 502 : 251 - 268
  • [42] The application of fuzzy neural network in fault diagnosis of complex electronic system
    Wei, ZL
    Huang, KL
    Lian, GY
    [J]. ISTM/2003: 5TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, CONFERENCE PROCEEDINGS, 2003, : 1141 - 1144
  • [43] Hardware implementation of a neural network based robust sensor fault accommodation system in flight control system
    Singh, Seema
    Abhijit, M.
    Pratham, B. S.
    Chirag, P. T.
    Abhinav, A.
    [J]. 2017 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND CONTROL SYSTEMS (ICICCS), 2017, : 962 - 966
  • [44] Fault Diagnosis for Embedded System Based on Neural Network
    Du, G. C.
    [J]. INTERNATIONAL CONFERENCE ON ADVANCED EDUCATIONAL TECHNOLOGY AND INFORMATION ENGINEERING (AETIE 2015), 2015, : 674 - 680
  • [45] Neural network based fault diagnosis in an HVDC system
    Etemadi, H
    Sood, VK
    Khorasani, K
    Patel, RV
    [J]. DRPT2000: INTERNATIONAL CONFERENCE ON ELECTRIC UTILITY DEREGULATION AND RESTRUCTURING AND POWER TECHNOLOGIES, PROCEEDINGS, 2000, : 209 - 214
  • [46] Research on fault tolerant control system based on optimized neural network algorithm
    Shan, Xianming
    Liu, Huixin
    Liu, Yefeng
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 39 (06) : 9073 - 9083
  • [47] Wavelet fuzzy neural network for fault diagnosis
    Guo, QJ
    Yu, HB
    Xu, AD
    [J]. 2005 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS, VOLS 1 AND 2, PROCEEDINGS: VOL 1: COMMUNICATION THEORY AND SYSTEMS, 2005, : 993 - 998
  • [48] Fault Diagnosis of Fan Based on Fuzzy Neural Expert System
    Liu Xiaobo
    Li Jianping
    [J]. ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL II, PROCEEDINGS, 2009, : 525 - +
  • [49] Research on Fault Diagnosis of Missile Temperature Control System Based on BP Network
    Cheng Xude
    Xu Bing
    Xue Xuedong
    Wang Hongli
    [J]. ISTM/2009: 8TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, 2009, : 1524 - 1527
  • [50] Expert system based on fuzzy artificial neural network in fault intelligent diagnosis for some missile
    Tao, GM
    Zhang, X
    Ye, P
    [J]. ISTM/2005: 6th International Symposium on Test and Measurement, Vols 1-9, Conference Proceedings, 2005, : 1431 - 1434
12345