Design and optimization of fuzzy controllers based on the operator's knowledge

被引:0
|
作者
Hyeon Bae
Sungshin Kim
Man Hyung Lee
机构
[1] Pusan National University,School of Electrical and Computer Engineering
[2] Pusan National University,School of Mechanical Engineering
关键词
Fuzzy logic; Intelligent control; Optimization;
D O I
10.1007/BF02481216
中图分类号
学科分类号
摘要
Industrial processes are normally operated by skilled humans who have cumulative and logical information about the systems. Fuzzy control has been investigated for many applications. Intelligent control approaches based on fuzzy logic might be able to include human thinking. This article describes a modeling approach based upon an operator's knowledge without a mathematical model of the system and optimization of the controller. The test system applied was constructed to send a ball into the goal position using wind from two DC motors in a predefined path. A vision camera to mimic human eyes detects the ball's position. The system used in this experiment was difficult to model by mathematical methods, and could not easily be controlled by conventional methods. The controller is designed based on the input-output data as well as experimental knowledge obtained by trials, and optimized under predefined performance criteria.
引用
收藏
页码:92 / 98
页数:6
相关论文
共 50 条
  • [21] On relaxed LMI-based design for fuzzy controllers
    Teixeira, MCM
    Assunçao, E
    Avellar, RG
    10TH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3: MEETING THE GRAND CHALLENGE: MACHINES THAT SERVE PEOPLE, 2001, : 704 - 707
  • [22] An Efficient Chicken Search Optimization Algorithm for the Optimal Design of Fuzzy Controllers
    Amador-Angulo, Leticia
    Castillo, Oscar
    Peraza, Cinthia
    Ochoa, Patricia
    AXIOMS, 2021, 10 (01)
  • [23] Automatic design and optimization of fuzzy logic controllers for an autonomous underwater vehicle
    Song, FJ
    Smith, SM
    OCEANS 2000 MTS/IEEE - WHERE MARINE SCIENCE AND TECHNOLOGY MEET, VOLS 1-3, CONFERENCE PROCEEDINGS, 2000, : 829 - 834
  • [24] A review on the design and optimization of interval type-2 fuzzy controllers
    Castillo, Oscar
    Melin, Patricia
    APPLIED SOFT COMPUTING, 2012, 12 (04) : 1267 - 1278
  • [25] Multiobjective optimization of Fuzzy Logic Scheduled Controllers for missile autopilot design
    Blumel, A
    White, B
    JOINT 9TH IFSA WORLD CONGRESS AND 20TH NAFIPS INTERNATIONAL CONFERENCE, PROCEEDINGS, VOLS. 1-5, 2001, : 1758 - 1763
  • [26] SELF-ORGANIZATION ROBUST KNOWLEDGE BASE DESIGN FOR FUZZY CONTROLLERS IN UNPREDICTED CONTROL SITUATIONS BASED ON QUANTUM FUZZY INFERENCE
    Ulyanov, Sergey V.
    Mishin, Andrei A.
    APPLIED AND COMPUTATIONAL MATHEMATICS, 2011, 10 (01) : 164 - 174
  • [27] Knowledge representation in fuzzy and rough controllers
    Mrozek, Adam
    Plonka, Leszek
    Fundamenta Informaticae, 1997, 30 (3-4): : 299 - 311
  • [28] Methods to Design Fuzzy Controllers
    Volosencu, Constantin
    PROCEEDINGS OF THE 11TH WSEAS INTERNATIONAL CONFERENCE ON AUTOMATIC CONTROL, MODELLING AND SIMULATION: CONTROLLING, MODELLING AND SIMULATION, 2009, : 378 - +
  • [29] Design of stable fuzzy controllers
    Saletic, Dragan Z.
    2007 5TH INTERNATIONAL SYMPOSIUM ON INTELLIGENT SYSTEMS & INFORMATICS, 2007, : 151 - 156
  • [30] Automatic design of fuzzy controllers
    Wang, LX
    PROCEEDINGS OF THE 1998 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 1998, : 1853 - 1854