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迭代学习控制系统的误差跟踪设计方法
引用本文:孙明轩,严求真.迭代学习控制系统的误差跟踪设计方法[J].自动化学报,2013,39(3):251-262.
作者姓名:孙明轩  严求真
作者单位:1.浙江工业大学信息工程学院 杭州 310023
基金项目:国家自然科学基金(61174034,60874041)资助~~
摘    要:提出能够实现期望误差轨迹完全跟踪的迭代学习控制系统设计方法, 旨在放宽常规迭代学习控制方法的初始定位条件, 在每次迭代时允许初值定位在任意位置. 这种方法对于预先给定的期望误差轨迹, 经迭代学习, 使得实际跟踪误差收敛于预定的误差轨迹, 这样, 预设的误差轨迹即最终形成的误差轨迹. 针对常参数、时变参数以及复合参数三种情形, 分别采用类Lyapunov方法设计迭代学习控制系统. 所设计的未含/含限幅作用的参数学习律, 能够使得跟踪误差轨迹在整个作业区间上与预定轨迹完全吻合, 并保证系统中所有信号的有界性. 给出的仿真结果表明所提方法的有效性.

关 键 词:初值问题    收敛性    迭代学习控制    类Lyapunov方法
收稿时间:2011-06-10

Error Tracking of Iterative Learning Control Systems
SUN Ming-Xuan YAN Qiu-Zhen.Error Tracking of Iterative Learning Control Systems[J].Acta Automatica Sinica,2013,39(3):251-262.
Authors:SUN Ming-Xuan YAN Qiu-Zhen
Affiliation:1.College of Information Engineering, Zhejiang University of Technology, Hangzhou 310023
Abstract:This paper presents an iterative learning control method with which the error trajectory can be pre-specified. The method dose not require that the initial condition remains to be a fixed value for each iteration, whereas this requirement is usually assumed in conventional methods. The proposed strategy is to make the tracking error trajectory converge to the pre-specified one over the entire interval. The constant parametrization, time-varying parametrization, and a combined situation are respectively examined. By the Lyapunov-like approach, accordingly, learning laws are given and the learning systems are analyzed in details. With the help of unsaturated/saturated learning law, the system error coincides with the pre-specified error trajectory over the entire interval, and all the signals in close-loop system are guaranteed to be bounded. Numerical results are presented to demonstrate the effectiveness of the proposed learning control method.
Keywords:Initial condition problem  convergence  iterative learning control  Lyapunov-like approach
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