Contraction analysis of nonlinear noncausal iterative learning control

被引:11
作者
Kong, Felix H. [1 ,2 ]
Manchester, Ian R. [1 ,2 ]
机构
[1] Univ Sydney, Australian Ctr Field Robot, Sydney, NSW, Australia
[2] Univ Sydney, Sydney Inst Robot & Intelligent Syst, Sch Aerosp Mech & Mechatron Syst, Sydney, NSW, Australia
基金
澳大利亚研究理事会;
关键词
Iterative learning control; Contraction analysis; Linear matrix inequalities; ILC; CRITERIA; METRICS; DESIGN; CONVEX; TIME;
D O I
10.1016/j.sysconle.2019.104599
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Iterative learning control (ILC) is a method for learning input signals for repetitive control tasks. In this paper, we provide a new method based on convex optimization for certifying convergence and estimating convergence rate in ILC schemes involving a nonlinear plant and a noncausal update law, which are common in practice. Using sum-of-squares (SOS) optimization, we compute the convergence rate of an example nonlinear, noncausal ILC system and verify its accuracy in experiment. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页数:8
相关论文
共 43 条
  • [1] Iterative learning control: Brief survey and categorization
    Ahn, Hyo-Sung
    Chen, YangQuan
    Moore, Kevin L.
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2007, 37 (06): : 1099 - 1121
  • [2] A unified passivity-based control framework for position, torque and impedance control of flexible joint robots
    Albu-Schaeffer, Alin
    Ott, Christian
    Hirzinger, Gerd
    [J]. INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2007, 26 (01) : 23 - 39
  • [3] Iterative learning control using optimal feedback and feedforward actions
    Amann, N
    Owens, DH
    Rogers, E
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1996, 65 (02) : 277 - 293
  • [4] Predictive optimal iterative learning control
    Amann, N
    Owens, DH
    Rogers, E
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1998, 69 (02) : 203 - 226
  • [5] [Anonymous], 2012, Introduction to large truncated Toeplitz matrices
  • [6] [Anonymous], 2017, IEEE T SYST MAN CYBE
  • [7] BETTERING OPERATION OF ROBOTS BY LEARNING
    ARIMOTO, S
    KAWAMURA, S
    MIYAZAKI, F
    [J]. JOURNAL OF ROBOTIC SYSTEMS, 1984, 1 (02): : 123 - 140
  • [8] A Norm Optimal Approach to Time-Varying ILC With Application to a Multi-Axis Robotic Testbed
    Barton, Kira L.
    Alleyne, Andrew G.
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2011, 19 (01) : 166 - 180
  • [9] A survey of iterative learning control
    Bristow, Douglas A.
    Tharayil, Marina
    Alleyne, Andrew G.
    [J]. IEEE CONTROL SYSTEMS MAGAZINE, 2006, 26 (03): : 96 - 114
  • [10] Zames-Falb multipliers for absolute stability: From O'Shea's contribution to convex searches
    Carrasco, Joaquin
    Turner, Matthew C.
    Heath, William P.
    [J]. EUROPEAN JOURNAL OF CONTROL, 2016, 28 : 1 - 19