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 50 条
  • [11] Discrete Adaptive Controllers for Systems with Parametric Disturbances
    Shpilevaya, O. Ya.
    OPTOELECTRONICS INSTRUMENTATION AND DATA PROCESSING, 2012, 48 (05) : 469 - 475
  • [12] PARAMETRIC STUDY OF ADAPTIVE GENERALIZED PREDICTIVE CONTROLLERS
    BROGAN, WL
    HAN, SD
    JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 1993, 16 (02) : 405 - 407
  • [13] Discrete adaptive controllers for systems with parametric disturbances
    O. Ya. Shpilevaya
    Optoelectronics, Instrumentation and Data Processing, 2012, 48 (5) : 469 - 475
  • [14] A Nonparametric Adaptive Nonlinear Statistical Filter
    Busch, Michael
    Moehlis, Jeff
    2014 IEEE 53RD ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2014, : 2050 - 2057
  • [15] Adaptive Asymptotic Tracking Control of a Class of Discrete-Time Nonlinear Systems with Parametric and Nonparametric Uncertainties
    Yang, Chenguang
    Dai, Shi-Lu
    Ge, Shuzhi Sam
    Lee, Tong Heng
    2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9, 2009, : 580 - +
  • [16] Parametric Optimization of the Controllers in an Adaptive Fuzzy Control System
    Kudinov, Y., I
    Pashchenko, F. F.
    Pashchenko, A. F.
    Parshincev, D., V
    Kelina, A. Y.
    2018 IEEE 12TH INTERNATIONAL CONFERENCE ON APPLICATION OF INFORMATION AND COMMUNICATION TECHNOLOGIES (AICT), 2018, : 87 - 90
  • [17] Robust adaptive iterative learning control for discrete-time nonlinear systems with both parametric and nonparametric uncertainties
    Yu, Miao
    Huang, Deqing
    He, Wei
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2016, 30 (07) : 972 - 985
  • [18] Nonlinear and adaptive nonlinear controllers for attitude stabilization and tracking of a spacecraft
    Zhou, D
    Shen, T
    Tamura, K
    TRANSACTIONS OF THE JAPAN SOCIETY FOR AERONAUTICAL AND SPACE SCIENCES, 2005, 48 (159) : 7 - 12
  • [19] Nonlinear adaptive control by switching linear controllers
    Ye Xudong
    SYSTEMS & CONTROL LETTERS, 2012, 61 (04) : 617 - 621
  • [20] Comparison of adaptive predictive controllers in a nonlinear plant
    dos Santos, JES
    Simas, H
    Coelho, AAR
    PROCEEDINGS OF THE 1998 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, VOLS 1 AND 2, 1996, : 1353 - 1357