A two-layer robot controller design using evolutionary algorithms

被引:6
|
作者
Abdessemed, F
Benmahammed, K
机构
[1] Univ Batna, Inst Electron, Batna, Algeria
[2] Univ Setif, Inst Electron, Setif, Algeria
关键词
evolutionary programming; genetic algorithm; PID; precompensator; robot manipulator;
D O I
10.1023/A:1008122728715
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The results obtained by a rule-based proportional, integral, derivative (PID) precompensator controller applied to a two-joint manipulator are discussed. The end effector is made to follow a specified trajectory obtained from the inverse kinematics by an appropriate design of a fuzzy control law. The desired trajectory is determined by the values of the joint variables and the structural kinematics parameters of the manipulator. The performance of the PID controller is exploited here to build a fuzzy precompensator that will enhance the conventional PID and to obtain better performances and results. The fuzzy rule base of the precompensator designed is found by associating two evolutionary algorithms that search for the optimal solution.
引用
收藏
页码:73 / 94
页数:22
相关论文
共 50 条
  • [31] Two-Layer Security Algorithms to Prevent Attacks on Data in Cyberspace
    Nadeem, Muhammad
    Arshad, Ali
    Riaz, Saman
    Zahra, Syeda Wajiha
    Dutta, Ashit Kumar
    Alruban, Abdulrahman
    Almutairi, Badr
    Almotairi, Sultan
    [J]. APPLIED SCIENCES-BASEL, 2022, 12 (19):
  • [32] Two-Layer Parallel Fuzzy Logic Controller Design for Semiactive Suspension System with a Full Car Model
    Tan, Vu Van
    [J]. SHOCK AND VIBRATION, 2023, 2023
  • [33] A Two-Layer Active Disturbance Rejection Controller Design for Load Frequency Control of Interconnected Power System
    Liu, Fang
    Li, Yong
    Cao, Yijia
    She, Jinhua
    Wu, M.
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2016, 31 (04) : 3320 - 3321
  • [34] Evolutionary Algorithms to Analyse and Design a Controller for a Flapping Wings Aircraft
    Doncieux, Stephane
    Hamdaoui, Mohamed
    [J]. NEW HORIZONS IN EVOLUTIONARY ROBOTICS: EXTENDED CONTRIBUTIONS FROM THE 2009 EVODEROB WORKSHOP, 2011, 341 : 67 - +
  • [35] Feedback controller design for a boost converter through evolutionary algorithms
    Sundareswaran, Kinattingal
    Devi, Vadakke
    Sankar, Selvakumar
    Srininivasa, Panugothu
    Nayak, Rao
    Peddapati, Sankar
    [J]. IET POWER ELECTRONICS, 2014, 7 (04) : 903 - 913
  • [36] Feedback controller design for a buck converter through evolutionary algorithms
    Sundareswaran, K
    Devi, V.
    Sankar, S
    Nayak, P.S.R.
    Chandrasekhar, A.
    [J]. Australian Journal of Electrical and Electronics Engineering, 2013, 10 (04): : 467 - 482
  • [37] The design of PID controllers for a Gryphon robot using four evolutionary algorithms: a comparative study
    Vakil-Baghmisheh, Mohammad-Taghi
    Salim, Mina
    [J]. ARTIFICIAL INTELLIGENCE REVIEW, 2010, 34 (02) : 121 - 132
  • [38] The design of PID controllers for a Gryphon robot using four evolutionary algorithms: a comparative study
    Mohammad-Taghi Vakil-Baghmisheh
    Mina Salim
    [J]. Artificial Intelligence Review, 2010, 34 : 121 - 132
  • [40] A two layer robot control design
    Abdessemed, F
    Benmahammed, K
    [J]. 1998 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AT THE IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE - PROCEEDINGS, VOL 1-2, 1998, : 522 - 527