Adaptive PID control based on RBF neural network identification

被引:0
|
作者
Zhang, MG [1 ]
Wang, XG [1 ]
Liu, MQ [1 ]
机构
[1] Lanzhou Univ Technol, Sch Elect & Informat Engn, Lanzhou 730050, Peoples R China
关键词
Radial Basis Function (RBF); neural network; adaptive PID control; simulation;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Radial Basis Function (RBF) neural network(NN) is powerful computational tools that have been used extensively in the areas of pattern recognition, systems modeling and identification. This paper proposes an adaptive PID control method based on RBF neural network identification. This approach can on-line identify the controlled plant with the RBF neural network identifier and the weights of the adaptive PID controller are adjusted timely based-on the identification of the plant and self-learning capability of RBFNN. Simulation result shows that the proposed controller has the adaptability, strong robustness and satisfactory control performance in the nonlinear and time varying system.
引用
收藏
页码:681 / 683
页数:3
相关论文
共 50 条
  • [41] PID Control of Miniature Unmanned Helicopter Yaw System Based on RBF Neural Network
    Pan, Yue
    Song, Ping
    Li, Kejie
    INTELLIGENT COMPUTING AND INFORMATION SCIENCE, PT II, 2011, 135 : 308 - 313
  • [42] Identification and adaptive PID Control of a hexacopter UAV based on neural networks
    Rosales, Claudio
    Miguel Soria, Carlos
    Rossomando, Francisco G.
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2019, 33 (01) : 74 - 91
  • [43] Self-adaptive RBF neural network PID control in exhaust temperature of micro gas turbine
    Wang, Jiang-Jiang
    Zhang, Chun-Fa
    Jing, You-Yin
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 2131 - 2136
  • [44] Adaptive RBF neural network-based control of an underactuated control moment gyroscope
    Montoya-Chairez, Jorge
    Rossomando, Fracisco G.
    Carelli, Ricardo
    Santibanez, Victor
    Moreno-Valenzuela, Javier
    NEURAL COMPUTING & APPLICATIONS, 2021, 33 (12): : 6805 - 6818
  • [45] Adaptive RBF neural network-based control of an underactuated control moment gyroscope
    Jorge Montoya-Cháirez
    Fracisco G. Rossomando
    Ricardo Carelli
    Víctor Santibáñez
    Javier Moreno-Valenzuela
    Neural Computing and Applications, 2021, 33 : 6805 - 6818
  • [46] Adaptive PID control and on-line identification for switched reluctance motors based on BP neural network
    Xia, Changliang
    Xue, Mei
    Chen, Ziran
    2005 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATIONS, VOLS 1-4, CONFERENCE PROCEEDINGS, 2005, : 1918 - 1922
  • [47] Induction Motor Control Based on BP Neural Network and Adaptive PID
    Zhang Jing
    Wang Shi-chao
    Jiang Yan-yan
    Zhang Xiang
    PROCEEDINGS OF 2012 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2012), 2012, : 959 - 963
  • [48] An adaptive PID control based on BP neural network for the voltage of MFC
    Wang, Minmin
    An, Aimin
    2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 7040 - 7045
  • [49] An Adaptive IMC-PID Control Scheme Based on Neural Network
    Zhao, Zhicheng
    Zhang, Jianggang
    Hou, Mingdong
    ICIEA: 2009 4TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-6, 2009, : 12 - +
  • [50] A Melt Temperature PID Controller Based on RBF Neural Network
    Jiang, Jing
    Wen, Shengping
    Zhao, Guoping
    2008 ISECS INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT, VOL 2, PROCEEDINGS, 2008, : 172 - 175