Data-driven adaptive iterative learning predictive control

Yunkai Lv, R. Chi
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引用次数: 10

Abstract

A new data-driven predictive iterative learning control(ILC) is proposed for same category discrete nonlinear systems in this work. The controller design only depends on the input/output data of the system and does not need explicit mathematical model. More prediction information along the iteration axis is utilized in the learning control law to improve the control performance. The applicability of the proposed methods is proved by simulation experiments.
数据驱动的自适应迭代学习预测控制
针对同类别离散非线性系统,提出了一种新的数据驱动预测迭代学习控制(ILC)。控制器的设计只依赖于系统的输入/输出数据,不需要明确的数学模型。学习控制律利用了更多沿迭代轴的预测信息,提高了控制性能。仿真实验证明了所提方法的适用性。
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