Study of Fuzzy Neural Networks Model for System Condition Monitoring of AUV

被引:0
|
作者
WANG Yu-jia
机构
关键词
fuzzy neural network; condition monitoring; autonomous underwater vehicle;
D O I
暂无
中图分类号
TP183 [人工神经网络与计算];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A structure equivalent model of fuzzy-neural networks for system condition monitoring is proposed, whose outputs are the condition or the degree of fault occurring in some parts of the system. This network is composed of six layers of neurons, which represent the membership functions, fuzzy rules and outputs respectively. The structure parameters and weights are obtained by processing off-line learning, and the fuzzy rules are derived from the experience. The results of the computer simulation for the autonomous underwater vehicle condition monitoring based on this fuzzy-neural networks show that the network is efficient and feasible in gaining the condition information or the degree of fault of the two main propellers.
引用
收藏
页码:42 / 45
页数:4
相关论文
共 50 条
  • [11] Establishment of Engine Condition Monitoring Alarm System Based on Fuzzy Neural Network
    Liu, Yubing
    Liu, Yuandong
    Wang, Xiaodong
    Jiang, Yongjia
    ADVANCED TRANSPORTATION, PTS 1 AND 2, 2011, 97-98 : 831 - +
  • [12] On-line tool condition monitoring system with wavelet fuzzy neural network
    Li, XL
    Yao, YX
    Yuan, ZJ
    JOURNAL OF INTELLIGENT MANUFACTURING, 1997, 8 (04) : 271 - 276
  • [13] AUV fuzzy neural BDI
    LIU Hai-bo
    JournalofMarineScienceandApplication, 2005, (03) : 37 - 41
  • [14] AUV fuzzy neural BDI
    Liu Hai-bo
    Gu Guo-chang
    Shen Jing
    Fu Yan
    Journal of Marine Science and Application, 2005, 4 (3) : 37 - 41
  • [15] AUV fuzzy neural BDI
    Liu Hai-bo
    Gu Guo-chang
    Shen Jing
    Fu Yan
    JOURNAL OF MARINE SCIENCE AND APPLICATION, 2005, 4 (03) : 37 - 41
  • [16] A dental condition prediction system with artificial neural networks and fuzzy inference systems
    Okuda, T
    Yoshida, T
    Hotta, M
    SMC '97 CONFERENCE PROCEEDINGS - 1997 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5: CONFERENCE THEME: COMPUTATIONAL CYBERNETICS AND SIMULATION, 1997, : 963 - 968
  • [17] Study on Online Monitoring of Equipment Condition Based on Local Outlier Factor and Artificial Neural Networks Model
    Shen J.
    Li H.
    Huang L.
    Mao X.
    Zhang S.
    Hedongli Gongcheng/Nuclear Power Engineering, 2021, 42 (03): : 160 - 165
  • [18] An investigation into the transferability of neural networks for condition monitoring
    Lowes, S
    Shippen, J
    INSIGHT, 1996, 38 (08) : 566 - 569
  • [19] Condition monitoring of power transformers with neural networks
    Zhou, ZH
    Chen, ZQ
    Chen, SF
    2001 INTERNATIONAL CONFERENCES ON INFO-TECH AND INFO-NET PROCEEDINGS, CONFERENCE A-G: INFO-TECH & INFO-NET: A KEY TO BETTER LIFE, 2001, : C468 - C472
  • [20] ENGINE CONDITION MONITORING USING NEURAL NETWORKS
    Hejmal, Zdenek
    ICMT '07: INTERNATIONAL CONFERENCE ON MILITARY TECHNOLOGIES, 2007, : 488 - 493