Nonlinear model predictive control based on fuzzy wavelet neural network and chaos optimization

被引:0
|
作者
Davanipour, Mehrnoush [1 ]
Asadipooya, Hanieh [1 ]
机构
[1] Shiraz Univ, Sch Elect Engn, Shiraz, Iran
关键词
Nonlinear model predictive control; fuzzy wavelet neural network; chaos optimization; PARTICLE SWARM OPTIMIZATION; SYSTEM;
D O I
10.3906/elk-1512-176
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper a combined controller is proposed for nonlinear dynamical systems. The controller is constructed by a fuzzy wavelet network and nonlinear model predictive control. Chaotic optimization, which is fast and robust, is applied to generate optimized controlled input in nonlinear model predictive control. The ability of the fuzzy wavelet neural network and the proposed controller is shown by simulation. It is illustrated that the proposed method is able to increase the speed of tracking in addition to having very little steady state error. Using chaotic optimization makes the controller robust in the presence of noise.
引用
收藏
页码:3569 / 3577
页数:9
相关论文
共 50 条
  • [31] Neural network-based model predictive control with fuzzy-SQP optimization for direct thrust control of turbofan engine
    WANG, Yangjing
    HUANG, Jinquan
    ZHOU, Wenxiang
    LU, Feng
    XU, Wenhao
    [J]. Chinese Journal of Aeronautics, 2022, 35 (12): : 59 - 71
  • [32] Neural network based Model Predictive Control
    Piché, S
    Keeler, J
    Martin, G
    Boe, G
    Johnson, D
    Gerules, M
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 12, 2000, 12 : 1029 - 1035
  • [33] A Nonlinear Predictive Model Based on BP Neural Network
    Li, Huijun
    [J]. 2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 73 - 77
  • [34] Fuzzy model based predictive control of nonlinear processes
    Bara, Alexandru
    Dale, Sanda
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION, QUALITY AND TESTING, ROBOTICS (AQTR 2008), THETA 16TH EDITION, VOL II, PROCEEDINGS, 2008, : 203 - 206
  • [35] A nonlinear predictive controller based on chaos optimization
    Song, Ying
    Chen, Zeng-Qiang
    Yuan, Zhu-Zhi
    [J]. Kongzhi Lilun Yu Yingyong/Control Theory and Applications, 2007, 24 (04): : 561 - 564
  • [36] Nonlinear Model Predictive Control With Neural Network Optimization for Autonomous Autorotation of Small Unmanned Helicopters
    Dalamagkidis, Konstantinos
    Valavanis, Kimon P.
    Piegl, Les A.
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2011, 19 (04) : 818 - 831
  • [37] Nonlinear Model Predictive Control Using a Recurrent Neural Network
    Pan, Yunpeng
    Wang, Jun
    [J]. 2008 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-8, 2008, : 2296 - 2301
  • [38] Deep Neural Network Approximation of Nonlinear Model Predictive Control
    Cao, Yankai
    Gopaluni, R. Bhushan
    [J]. IFAC PAPERSONLINE, 2020, 53 (02): : 11319 - 11324
  • [39] Chaos optimization based on neural network model and its application
    Zhang, Chunkai
    Shao, Huihe
    [J]. Huagong Zidonghua Ji Yibiao/Control and Instruments in Chemical Industry, 2000, 27 (02): : 19 - 22
  • [40] Artificial wavelet neuro-fuzzy model based on parallel wavelet network and neural network
    Banakar, Ahmad
    Azeem, Mohammad Fazle
    [J]. SOFT COMPUTING, 2008, 12 (08) : 789 - 808