Evaluation of parametric and nonparametric nonlinear adaptive controllers

被引:17
作者
Burdet, E [1 ]
Codourey, A
机构
[1] Swiss Fed Inst Technol, Inst Robot, Zurich, Switzerland
[2] Simon Fraser Univ, Sch Kinesiol, Burnaby, BC V5A 1S6, Canada
关键词
adaptive controllers; nonlinear; control algorithms; trajectories; parameters;
D O I
10.1017/S0263574798000150
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
In this paper, nine adaptive control algorithms are compared. The best two of them are tested experimentally. It is shown that the Adaptive FeedForward Controller (AFFC) is well suited for learning the parameters of the dynamic equation, even in the presence of friction and noise. The resulting control performance is better than with measured parameters for any trajectory in the workspace. When the task consists of repeating the same trajectory, an adaptive look-up-table MEMory, introduced and analyzed in this paper, is simpler to implement and results in even better control performance.
引用
收藏
页码:59 / 73
页数:15
相关论文
共 36 条
  • [1] Albus J. S., 1975, Transactions of the ASME. Series G, Journal of Dynamic Systems, Measurement and Control, V97, P228, DOI 10.1115/1.3426923
  • [2] An C.H., 1988, Model-Based Control of a Robot Manipulator
  • [3] EXPONENTIAL STABILITY OF LINEAR EQUATIONS ARISING IN ADAPTIVE IDENTIFICATION
    ANDERSON, BDO
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1977, 22 (01) : 83 - 88
  • [4] [Anonymous], THESIS CARNEGIE MELL
  • [5] [Anonymous], J DYN SYST MEAS CONT, DOI DOI 10.1115/1.3426922
  • [6] [Anonymous], 1988, Supervised learning and systems with excess degrees of freedom
  • [7] [Anonymous], 1991, CONTROL MACHINES FRI
  • [8] Armstrong B., 1987, Proceedings of the 1987 IEEE International Conference on Robotics and Automation (Cat. No.87CH2413-3), P1131
  • [9] Codourey A, 1997, IEEE INT CONF ROBOT, P1612, DOI 10.1109/ROBOT.1997.614371
  • [10] CODOUREY A, 1991, THESIS ECOLE POLYTEC