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一类不确定系统的重复学习控制方法

管海娃 孙明轩

管海娃, 孙明轩. 一类不确定系统的重复学习控制方法. 自动化学报, 2020, 46(1): 68-78. doi: 10.16383/j.aas.c180350
引用本文: 管海娃, 孙明轩. 一类不确定系统的重复学习控制方法. 自动化学报, 2020, 46(1): 68-78. doi: 10.16383/j.aas.c180350
GUAN Hai-Wa, SUN Ming-Xuan. Repetitive Learning Control Method for a Class of Uncertain Systems. ACTA AUTOMATICA SINICA, 2020, 46(1): 68-78. doi: 10.16383/j.aas.c180350
Citation: GUAN Hai-Wa, SUN Ming-Xuan. Repetitive Learning Control Method for a Class of Uncertain Systems. ACTA AUTOMATICA SINICA, 2020, 46(1): 68-78. doi: 10.16383/j.aas.c180350

一类不确定系统的重复学习控制方法

doi: 10.16383/j.aas.c180350
基金项目: 

国家自然科学基金 61174034

国家自然科学基金 61573320

详细信息
    作者简介:

    管海娃  浙江工业大学信息工程学院博士研究生.主要研究方向为学习控制. E-mail: guanhaiwa1026@163.com

    通讯作者:

    孙明轩  浙江工业大学信息工程学院教授.主要研究方向为学习控制.本文通信作者. E-mail: mxsun@zjut.edu.cn

Repetitive Learning Control Method for a Class of Uncertain Systems

Funds: 

National Natural Science Foundation of China 61174034

National Natural Science Foundation of China 61573320

More Information
    Author Bio:

    GUAN Hai-Wa   Ph. D. candidate at the College of Information Engineering, Zhejiang University of Technology. Her main research interest is learning control.)

    Corresponding author: SUN Ming-Xuan   Professor at the College of Information Engineering, Zhejiang University of Technology. His main research interest is learning control. Corresponding author of this paper.)
  • 摘要: 针对一类不确定非线性系统, 结合Backstepping方法, 设计重复学习控制方法.采用Lyapunov-like综合, 设计重复学习控制器处理系统中的参数和非参数不确定性, 可实现系统状态在整个作业区间上完全跟踪期望轨迹.分别讨论部分限幅和完全限幅学习机制, 证明闭环系统中各变量的一致有界性以及跟踪误差的一致收敛性.仿真结果验证了所提出控制方法的有效性.
    Recommended by Associate Editor HOU Zhong-Sheng
    1)  本文责任编委  侯忠生
  • 图  1  $x_{1}$及参考轨迹$r_{1}$

    Fig.  1  $x_{1}$ and the reference trajectory $r_{1}$

    图  2  $x_{2}$及参考轨迹$r_{2}$

    Fig.  2  $x_{2}$ and the reference trajectory $r_{2}$

    图  3  变量$z_{1}$

    Fig.  3  The variable $z_{1}$

    图  4  变量$z_{2}$

    Fig.  4  The variable $z_{2}$

    图  5  控制输入$u$

    Fig.  5  The control input $u$

    图  6  指标$J_{1, k}$

    Fig.  6  The index $J_{1, k}$

    图  7  指标$J_{2, k}$

    Fig.  7  The index $J_{2, k}$

  • [1] Arimoto S, Kawamura S, Miyazaki F. Bettering operation of robots by learning. Journal of Robotic Systems, 1984, 1(2): 123-140 doi: 10.1002/rob.4620010203
    [2] French M, Rogers E. Non-linear iterative learning by an adaptive Lyapunov technique. International Journal of Control, 2000, 73(10): 840-850 doi: 10.1080/002071700405824
    [3] Qu Z H, Xu J X. Asymptotic learning control for a class of cascaded nonlinear uncertain systems. IEEE Transactions on Automatic Control, 2002, 47(8): 1369-1376 doi: 10.1109/TAC.2002.801194
    [4] Xu J X, Tan Y. A composite energy function-based learning control approach for nonlinear systems with time-varying parametric uncertainties. IEEE Transactions on Automatic Control, 2002, 47(11): 1940-1945 doi: 10.1109/TAC.2002.804460
    [5] Tayebi A, Chien C J. A unified adaptive iterative learning control framework for uncertain nonlinear systems. IEEE Transactions on Automatic Control, 2007, 52(10): 1907-1913 doi: 10.1109/TAC.2007.906215
    [6] Xu J X, Xu J. On iterative learning from different tracking tasks in the presence of time-varying uncertainties. IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 2004, 34(1): 589-597 doi: 10.1109/TSMCB.2003.818433
    [7] Chi R H, Sui S L, Hou Z S. A new discrete-time adaptive ILC for nonlinear systems with time-varying parametric uncertainties. Acta Automatica Sinica, 2008, 34(7): 805-808 https://www.sciencedirect.com/science/article/abs/pii/S1874102908600427#!
    [8] 孙明轩, 严求真.迭代学习控制系统的误差跟踪设计方法.自动化学报, 2013, 39(3): 251-262 doi: 10.3724/SP.J.1004.2013.00251

    Sun Ming-Xuan, Yan Qiu-Zhen. Error tracking of iterative learning control systems. Acta Automatica Sinica, 2013, 39(3): 251-262 doi: 10.3724/SP.J.1004.2013.00251
    [9] 李俊民, 孙云平, 刘赟.非一致目标跟踪的混合自适应迭代学习控制.控制理论与应用, 2008, 25(1): 100-104 http://d.old.wanfangdata.com.cn/Periodical/kzllyyy200801018

    Li Jun-Min, Sun Yun-Ping, Liu Yun. Hybrid adaptive iterative learning control of non-uniform trajectory tracking. Control Theory & Applications, 2008, 25(1): 100-104 http://d.old.wanfangdata.com.cn/Periodical/kzllyyy200801018
    [10] Dixon W E, Zergeroglu E, Dawson D M, Costic B T. Repetitive learning control: a Lyapunov-based approach. IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 2002, 32(4): 538-545 doi: 10.1109/TSMCB.2002.1018772
    [11] 孙明轩, 王郸维, 陈彭年.有限区间非线性系统的重复学习控制.中国科学:信息科学, 2010, 40(3): 433-444 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=zgkx-fc201003006

    Sun Ming-Xuan, Wang Dan-Wei, Chen Peng-Nian. Repetitive learning control of nonlinear systems over finite intervals. Science in China Series F: Information Sciences, 2010, 53(1): 115-128 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=zgkx-fc201003006
    [12] Choi J Y, Lee J S. Adaptive iterative learning control of uncertain robotic systems. IEE Proceedings-Control Theory and Application, 2000, 147(2): 217-223 doi: 10.1049/ip-cta:20000138
    [13] 吕庆.抑制初态误差影响的自适应迭代学习控制.自动化学报, 2015, 41(7): 1365-1372 doi: 10.16383/j.aas.2015.c140670

    Lv Qing. Adaptive iterative learning control for inhibition effect of initial state random error. Acta Automatica Sinica, 2015, 41(7): 1365-1372 doi: 10.16383/j.aas.2015.c140670
    [14] Yang Z Y, Yam S C P, Li L K, Wang Y W. Universal repetitive learning control for nonparametric uncertainty and unknown state-dependent control direction matrix. IEEE Transactions on Automatic Control, 2010, 55(7): 1710-1715 doi: 10.1109/TAC.2010.2046935
    [15] Jin X, Huang D Q, Xu J X. Iterative learning control for systems with nonparametric uncertainties under alignment condition. In: Proceedings of the 51st Conference on Decision and Control. Hawaii, USA: IEEE, 2012. 3942-3947
    [16] Yu M, Huang D Q, He W. Robust adaptive iterative learning control for discrete-time nonlinear systems with both parametric and nonparametric uncertainties. International Journal of Adaptive Control and Signal Processing, 2016, 30(7): 972-985 doi: 10.1002/acs.2648
    [17] Jin X, Xu J X. Iterative learning control for output-constrained systems with both parametric and nonparametric uncertainties. Automatica, 2013, 49(8): 2508-2516 doi: 10.1016/j.automatica.2013.04.039
    [18] 齐丽强, 孙明轩, 管海娃.非参数不确定系统的有限时间迭代学习控制.自动化学报, 2014, 40(7): 1320-1327 doi: 10.3724/SP.J.1004.2014.01320

    Qi Li-Qiang, Sun Ming-Xuan, Guan Hai-Wa. Finite-time iterative learning control for systems with nonparametric uncertainties. Acta Automatica Sinica, 2014, 40(7): 1320-1327 doi: 10.3724/SP.J.1004.2014.01320
    [19] 余琼霞, 侯忠生.非参数不确定系统的自适应迭代学习控制.系统科学与数学, 2016, 36(1): 1-13 http://d.old.wanfangdata.com.cn/Periodical/zdhxb200807012

    Yu Qiong-Xia, Hou Zhong-Sheng. Adaptive iterative learning control for a class of non-parametric uncertain systems. Journal of Systems Science and Mathematical Sciences, 2016, 36(1): 1-13 http://d.old.wanfangdata.com.cn/Periodical/zdhxb200807012
    [20] 严求真, 孙明轩, 蔡建平.迭代学习控制的参考信号初始修正方法.自动化学报, 2017, 43(8): 1470-1477 doi: 10.16383/j.aas.2017.c160292

    Yan Qiu-Zhen, Sun Ming-Xuan, Cai Jian-Ping. Reference-signal rectifying method of iterative learning control. Acta Automatica Sinica, 2017, 43(8): 1470-1477 doi: 10.16383/j.aas.2017.c160292
    [21] 孙明轩.有限时间迭代学习控制.系统科学与数学, 2010, 30(6): 733-741 http://d.old.wanfangdata.com.cn/Periodical/xtkxysx-zw201006002

    Sun Ming-Xuan. Finite-time iterative learning control. Journal of Systems Science and Mathematical Sciences, 2010, 30(6): 733-741 http://d.old.wanfangdata.com.cn/Periodical/xtkxysx-zw201006002
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出版历程
  • 收稿日期:  2018-05-26
  • 录用日期:  2018-09-10
  • 刊出日期:  2020-01-21

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