Unsupervised self-organizing adaptive fuzzy controller (USOAFC)

被引:0
|
作者
Khafagy, HS [1 ]
Cheok, KC [1 ]
Makki, AM [1 ]
机构
[1] Oakland Univ, Rochester, MI 48309 USA
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
Supervised adaptive fuzzy controllers have good learning capability [7]. The main problem is the ability to obtain an on-line input/output data pattern to achieve the required characteristics. A proposed solution is the design of on-line unsupervised controller that has self-tuning and self-constructing features. A controller with these characteristics is capable of handling wide band of un-stability, non-linearity, ambiguity and complexity included in systems. This research develops unsupervised Self-Tuning Adaptive Controller (USOAFC). USOAFC is a novel idea for designing a controller. USOAFC is suitable for on-line applications. USOAFC starts with some rules. USOAFC sets out to construct the necessary rules required to drive systems to achieve the required performance. USOAFC also has the ability to tune the existing rule. USOAFC is able to deal with the ambiguity, uncertainty and un-stability of systems. USOAFC is simple to understand and easy to apply to many processes.
引用
收藏
页码:346 / 350
页数:5
相关论文
共 50 条
  • [1] A self-organizing adaptive fuzzy controller
    Lee, CH
    Wang, SD
    [J]. FUZZY SETS AND SYSTEMS, 1996, 80 (03) : 295 - 313
  • [2] THE SELF-ORGANIZING ADAPTIVE CONTROLLER
    Minatohara, Tetsuya
    Furukawa, Tetsuo
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2011, 7 (04): : 1933 - 1947
  • [3] A design of fuzzy self-organizing controller
    Hwang, CJ
    Yen, TT
    [J]. FUZZ-IEEE '96 - PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, 1996, : 1567 - 1572
  • [4] SELF-ORGANIZING FUZZY-LOGIC CONTROLLER
    ZHANG, BS
    EDMUNDS, JM
    [J]. IEE PROCEEDINGS-D CONTROL THEORY AND APPLICATIONS, 1992, 139 (05): : 460 - 464
  • [5] Dynamical multi-rule generation for self-organizing adaptive fuzzy controller
    Hwang, MC
    Hu, XH
    [J]. PROCEEDINGS OF THE SIXTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS I - III, 1997, : 1015 - 1020
  • [6] Online self-organizing adaptive fuzzy controller: application to a nonlinear servo system
    Belen Cara, Ana
    Lendek, Zsofia
    Babuska, Robert
    Pomares, Hector
    Rojas, Ignacio
    [J]. 2010 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2010), 2010,
  • [7] Self-organizing fuzzy controller based on fuzzy neural network
    Cho, Seongwon
    Kim, Jaemin
    Chung, Sun-Tae
    [J]. ANALYSIS AND DESIGN OF INTELLIGENT SYSTEMS USING SOFT COMPUTING TECHNIQUES, 2007, 41 : 185 - +
  • [8] An adaptive self-organizing fuzzy neural network
    Qiao, Jun-Fei
    Han, Hong-Gui
    Jia, Yan-Mei
    [J]. 2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS, 2007, : 711 - 715
  • [9] A self-organizing fuzzy controller for an active vibration suppression
    Huang, SJ
    Huang, KS
    [J]. JSME INTERNATIONAL JOURNAL SERIES C-MECHANICAL SYSTEMS MACHINE ELEMENTS AND MANUFACTURING, 2004, 47 (04) : 1156 - 1160
  • [10] A hybrid fuzzy self-organizing variable structure controller
    Al-Sunni, F
    Vaqar, SA
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2000, 25 (2B): : 87 - 103