VLSI implementation of a self-tuning fuzzy controller based on variable universe of discourse

被引:0
|
作者
Shan, WW [1 ]
Jin, DM [1 ]
Jin, WW [1 ]
Xu, ZH [1 ]
机构
[1] Tsinghua Univ, Inst Microelect, Beijing 100084, Peoples R China
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
A novel self-tuning fuzzy controller and its VLSI implementation are developed based on variable universe of discourse. This fuzzy controller is constructed by applying a contraction factor before each input of a conventional fuzzy controller, and a self-tuning gain factor after its output, while all the factors are adjusted with the input variables according to a simplified adaptive law. This fuzzy controller has some features: the contraction factors and output gain factor that improve the performance of the controller are based on variable universe of discourse; these factors are simplified for VLSI implementation; only the active rules are processed and the division in the operation of COA defuzzification is omitted by setting the denominator equal to 1. Results of Matlab - ActiveHDL co-simulation indicate that this self-tuning fuzzy controller works successfully in controlling a nonlinear system to track a reference trajectory.
引用
收藏
页码:1044 / 1052
页数:9
相关论文
共 50 条
  • [1] Data-based variable universe adaptive fuzzy controller with self-tuning parameters
    Jin, Yali
    Cao, Weihua
    Wu, Min
    Yuan, Yan
    [J]. APPLIED SOFT COMPUTING, 2022, 123
  • [2] Neuro-fuzzy implementation of a self-tuning fuzzy controller
    Mudi, R. K.
    Dey, Chanchal
    Lee, T. T.
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 5065 - +
  • [3] A SELF-TUNING FUZZY CONTROLLER
    MAEDA, M
    MURAKAMI, S
    [J]. FUZZY SETS AND SYSTEMS, 1992, 51 (01) : 29 - 40
  • [4] Design of Self-tuning PID Controller with Fuzzy Variable Parameters Based on LabView
    Yu Jian
    Liu Changliang
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2015, : 2586 - 2591
  • [5] A Fuzzy Self-Tuning PD Controller for a Quadrotor: Design and Implementation
    Lu Yanjun
    Xu Tianqi
    Zhang Xiaodong
    [J]. PROCEEDINGS OF THE 28TH CHINESE CONTROL AND DECISION CONFERENCE (2016 CCDC), 2016, : 2448 - 2453
  • [6] Implementation of a new self-tuning fuzzy PID controller on PLC
    Karasakal, Onur
    Yes¸il, Engin
    Güzelkaya, Müjde
    Eksin, Ibrahim
    [J]. Turkish Journal of Electrical Engineering and Computer Sciences, 2005, 13 (02) : 277 - 286
  • [7] Design Fuzzy Controller Based on Function Self-tuning
    Wang, Hui
    Zhang, Bobo
    Yu, Lijun
    Guan, Zuoyu
    [J]. PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER SCIENCE AND ELECTRONICS INFORMATION (ICACSEI 2013), 2013, 41 : 130 - 133
  • [8] A SELF-TUNING ROBUST FUZZY CONTROLLER
    NOWE, A
    [J]. MICROPROCESSING AND MICROPROGRAMMING, 1992, 35 (1-5): : 719 - 726
  • [9] A self-tuning fuzzy PD controller
    Mudi, RK
    Pal, NR
    [J]. IETE JOURNAL OF RESEARCH, 1998, 44 (4-5) : 177 - 189
  • [10] A self-tuning fuzzy PI controller
    Mudi, RK
    Pal, NR
    [J]. FUZZY SETS AND SYSTEMS, 2000, 115 (02) : 327 - 338