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Cyclic pseudo-downsampled iterative learning control for high performance tracking

机译:循环伪降采样迭代学习控制,可实现高性能跟踪

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摘要

In this paper, a multirate cyclic pseudo-downsampled iterative learning control (ILC) scheme is proposed. The scheme has the ability to produce a good learning transient for trajectories with high frequency components with/without initial state errors. The proposed scheme downsamples the feedback error and input signals every m samples to arrive at slower rate. Then, the downsampled slow rate signals are applied to an ILC algorithm, whose output is then interpolated and applied to an actuator. The main feature of the proposed scheme is that, for two successive iterations, the signal is downsampled with the same m but the downsampling points are time shifted along the time axis. This shifting process makes the ILC scheme cyclic along the iteration axis with a period of m cycles. Experimental results show significant improvement in tracking accuracy. Additional advantages are that the proposed scheme does not need a filter design and also reduces the computation and memory size substantially.
机译:本文提出了一种多速率循环伪降采样迭代学习控制(ILC)方案。该方案能够为具有/不具有初始状态误差的高频分量的轨迹产生良好的学习瞬变。所提出的方案对反馈误差和输入信号每m个采样进行下采样以降低速率。然后,将下采样的慢速信号应用于ILC算法,然后对其输出进行内插并应用于执行器。所提出的方案的主要特征是,对于两个连续的迭代,以相同的m对信号进行下采样,但是下采样点沿时间轴时移。该移位过程使ILC方案沿迭代轴循环,周期为m个周期。实验结果表明跟踪精度有了显着提高。另外的优点是,所提出的方案不需要滤波器设计,并且还大大减少了计算和存储器大小。

著录项

  • 来源
    《Control Engineering Practice》 |2009年第8期|957-965|共9页
  • 作者单位

    School of Electrical and Electronics Engineering, Nanyang Technological University, Singapore 639798, Singapore;

    School of Electrical and Electronics Engineering, Nanyang Technological University, Singapore 639798, Singapore;

    School of Electrical and Electronics Engineering, Nanyang Technological University, Singapore 639798, Singapore;

    Department of Electrical Engineering, Southeast University, Nanjing, Jiangsu, China;

    School of Electrical and Electronics Engineering, Nanyang Technological University, Singapore 639798, Singapore;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    iterative learning control; multirate; cyclic; pseudo-downsampling;

    机译:迭代学习控制;多速率循环伪下采样;

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