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A discrete iterative learning control for a class of nonlinear time-varying systems

机译:一类非线性时变系统的离散迭代学习控制

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摘要

A discrete iterative learning control is presented for a class of discrete-time nonlinear time-varying systems with initial state error, input disturbance, and output measurement noise. A feedforward learning algorithm is designed under a stabilizing controller and is updated by more than one past control data in the previous trials. A systematic approach is developed to analyze the convergence and robustness of the proposed learning scheme. It is shown that the learning algorithm not only solves the convergence and robustness problems but also improves the learning rate for discrete-time nonlinear time-varying systems.
机译:针对一类具有初始状态误差,输入干扰和输出测量噪声的离散时间非线性时变系统,提出了一种离散迭代学习控制。前馈学习算法是在稳定控制器下设计的,并且通过先前试验中的多个过去控制数据进行更新。开发了一种系统的方法来分析所提出的学习方案的收敛性和鲁棒性。结果表明,该学习算法不仅解决了收敛性和鲁棒性问题,而且提高了离散时间非线性时变系统的学习率。

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