The property of PID Elman neural network and its application in identification of hydraulic unit

被引:0
|
作者
Ji, Qiao-ling [1 ]
Qi, Wei-Min [2 ]
机构
[1] Wuhan Univ Sci & Engn, Inst Mech & Elect Engn, Wuhan 430073, Peoples R China
[2] Jianghan Univ, Inst Phys & Informat Engn, Wuhan, Peoples R China
关键词
Elman neural network; PID Elman; nonlinear dynamic system;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Elman neural network was one of the dynamic recurrent neural networks. In this paper, a modified Elman network was introduced first. Then we proposed a PIID Elman neural network and its learning algorithms are discussed in detail. Simulation results based on ideal mathematical model and hydraulic unit model show that the PID Elman network is prior to the modified Elman network in identifying nonlinear dynamic system.
引用
收藏
页码:2383 / +
页数:2
相关论文
共 50 条
  • [31] Fault diagnosis based on wavelet package and Elman neural network for a hydraulic pump
    School of Automation Science and Electrical Engineering, Beijing University of Aeronautics and Astronautics, Beijing 100083, China
    Beijing Hangkong Hangtian Daxue Xuebao, 2007, 1 (67-71): : 67 - 71
  • [32] New approach of friction model and identification for hydraulic system based on MAPSO-NMDS optimization Elman neural network
    Pan, Yang
    Li, Yibo
    Ma, Pengda
    Liang, Dedong
    ADVANCES IN MECHANICAL ENGINEERING, 2017, 9 (12)
  • [33] Application of Elman artificial neural network in differential pressure flowmeter
    Peng, C
    Fu, JQ
    ISTM/2005: 6th International Symposium on Test and Measurement, Vols 1-9, Conference Proceedings, 2005, : 1916 - 1919
  • [34] An Improved Elman Neural Network with Profit Factors and Its Applications
    Wang, Limin
    Shi, Xiaohu
    Liang, Yanchun
    Han, Xuming
    INTELLIGENT COMPUTING, PART I: INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING, ICIC 2006, PART I, 2006, 4113 : 317 - 322
  • [35] Adaptive PID decoupling control based on RBF neural network and its application
    Zhang, Ming-Guang
    Wang, Zhao-Gang
    Wang, Peng
    2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS, 2007, : 727 - 731
  • [36] Application of Additional Momentum in PID Neural Network
    Shu, Hua
    Xu, Yuan-kun
    2014 4TH IEEE INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND TECHNOLOGY (ICIST), 2014, : 172 - 175
  • [37] RBF-Elman Neural Network Control on Electro-Hydraulic Load Simulator
    Wang, Xiaohua
    Wu, Shuai
    Jiao, Zongxia
    ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING II, PTS 1-3, 2013, 433-435 : 1054 - 1060
  • [38] Modified Elman Spike Neural Network for Identification and Control of Dynamic System
    Al-Jamali, Nadia Adnan Shiltagh
    Al-Raweshidy, Hamed S.
    IEEE ACCESS, 2020, 8 (08): : 61246 - 61254
  • [39] Identification of shaft orbit for hydraulic generator unit using chain code and probability neural network
    Wang, Changqing
    Zhou, Jianzhong
    Kou, Pangao
    Luo, Zhimeng
    Zhang, Yongchuan
    APPLIED SOFT COMPUTING, 2012, 12 (01) : 423 - 429
  • [40] A Fourier Series Neural Network and its application to system identification
    Zhu, C
    Paul, FW
    JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 1995, 117 (03): : 253 - 261