Fuzzy neural network-based adaptive single neuron controller

被引:0
|
作者
Jia, Li [1 ]
Tao, Pengye [1 ]
Chiu, MinSen [2 ]
机构
[1] Shanghai Univ, Coll Machatron Engn & Automat, Shanghai Key Lab Power Stn Automat Technol, Shanghai 200072, Peoples R China
[2] Natl Univ Singapore, Dept Chem & Biomol Engn, Singapore 119260, Singapore
关键词
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
To circumvent the drawbacks in nonlinear controller designing of chemical processes, an adaptive single neuron control scheme is proposed in this paper. A class of nonlinear processes is approximated by a fuzzy neural network-based model. The key of this work is, an adaptive single neuron controller, which mimics PID controller, is considered in the proposed control scheme. Applying this result and Lyapunov stability theory, a novel-updating algorithm to adjust the parameters of the single neuron controller is presented. Simulation results illustrate the effectiveness of the proposed adaptive single neuron control scheme.
引用
收藏
页码:412 / +
页数:3
相关论文
共 50 条
  • [41] Neural network-based robust adaptive beamforming
    Song, Xin
    Wang, Jinkuan
    Han, Yinghua
    Tian, Dan
    2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 1758 - +
  • [42] A Fuzzy Logic and Artificial Neural Network-Based Intelligent Controller for a Vehicle-to-Grid System
    Sah, Bikash
    Kumar, Praveen
    Bose, Sanjay Kumar
    IEEE SYSTEMS JOURNAL, 2021, 15 (03): : 3301 - 3311
  • [43] Fuzzy Neural Network-Based Model Reference Adaptive Inverse Control for Induction Machines
    Shao, Zongkai
    Zhan, Yuedong
    Guo, Youguang
    2009 INTERNATIONAL CONFERENCE ON APPLIED SUPERCONDUCTIVITY AND ELECTROMAGNETIC DEVICES, 2009, : 56 - +
  • [44] Fuzzy Neural Network-Based Adaptive Control for a Class of Uncertain Nonlinear Stochastic Systems
    Chen, C. L. Philip
    Liu, Yan-Jun
    Wen, Guo-Xing
    IEEE TRANSACTIONS ON CYBERNETICS, 2014, 44 (05) : 583 - 593
  • [45] Fuzzy Neural Network-Based Adaptive Asymmetric Constraint Control in Wastewater Treatment Process
    Chen D.
    Yang C.
    Qiao J.
    IEEE Transactions on Artificial Intelligence, 2024, 5 (06): : 3284 - 3296
  • [46] On-line fuzzy adaptive controller with wavelet neural network
    Zhang, K
    Chen, WK
    2001 INTERNATIONAL CONFERENCES ON INFO-TECH AND INFO-NET PROCEEDINGS, CONFERENCE A-G: INFO-TECH & INFO-NET: A KEY TO BETTER LIFE, 2001, : D394 - D399
  • [47] Fuzzy logic/neural network adaptive critic controller design
    Kuljaca, O
    Lewis, FL
    PROCEEDINGS OF THE 41ST IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 2002, : 3356 - 3361
  • [48] Adaptive neural network fuzzy controller for pneumatic servo system
    Zhu, Chunbo
    Bao, Gang
    Nie, Boxun
    Yang, Qingjun
    Wang, Zuwen
    Jixie Gongcheng Xuebao/Chinese Journal of Mechanical Engineering, 2001, 37 (10): : 79 - 82
  • [49] An adaptive fuzzy neural controller
    Zhao, BJ
    Han, YQ
    Sun, SH
    ICEMI'99: FOURTH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOLS 1 AND 2, CONFERENCE PROCEEDINGS, 1999, : 958 - 962
  • [50] Design of Neural Network-Based Adaptive Inverse Dynamics Controller for Motion Control of Stewart Platform
    Jishnu, A. K.
    Chauhan, Dev K. S.
    Vundavilli, Pandu R.
    INTERNATIONAL JOURNAL OF COMPUTATIONAL METHODS, 2022, 19 (08)