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An Iterative-Based Feedforward-Feedback Control Approach to High-Speed Atomic Force Microscope Imaging

机译:高速原子力显微镜成像的基于迭代的前馈反馈控制方法

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This article presents an iterative-based feedforward-feedback control approach to achieve high-speed atomic force microscope (AFM) imaging. AFM-imaging requires precision positioning of the probe relative to the sample in all x-y-z axes directions. Particularly, this article is focused on the vertical z-axis positioning. Recently, a current-cycle-feedback iterative-learning-control (CCF-ILC) approach has been developed for precision tracking of a given desired trajectory (even when the desired trajectory is unknown), which can be applied to achieve precision tracking of sample profile on one scanline. In this article, we extend this CCF-ILC approach to imaging of entire sample area. The main contribution of this article is the convergence analysis and the use of the CCF-ILC approach for output tracking in the presence of desired trajectory varation between iterations—the sample topography variations between adjacent scanlines. For general case where the desired trajectory variation occurs between any two successive iterations, the convergence (stability) of the CCF-ILC system is addressed and the allowable size of desired trajectory variation is quantified. The performance improvement achieved by using the CCF-ILC approach is discussed by comparing the tracking error of using the CCF-ILC technique to that of using feedback control alone. The efficacy of the proposed CCF-ILC control approach is illustrated by implementing it to the z-axis control during AFM-imaging. Experimental results are presented to show that the AFM-imaging speed can be substantially increased.
机译:本文提出了一种基于迭代的前馈-反馈控制方法,以实现高速原子力显微镜(AFM)成像。 AFM成像要求探头在所有x-y-z轴方向上相对于样品进行精确定位。特别是,本文重点介绍了垂直Z轴定位。最近,已开发出一种电流周期反馈迭代学习控制(CCF-ILC)方法来精确跟踪给定的所需轨迹(即使当所需轨迹未知时),该方法可用于实现样品的精确跟踪一根扫描线上的轮廓。在本文中,我们将这种CCF-ILC方法扩展到整个样品区域的成像。本文的主要贡献是收敛分析和使用CCF-ILC方法在迭代之间存在期望的轨迹变化(相邻扫描线之间的样本地形变化)的情况下进行输出跟踪。对于在任意两个连续迭代之间出现所需轨迹变化的一般情况,要解决CCF-ILC系统的收敛性(稳定性)并量化所需轨迹变化的允许大小。通过将使用CCF-ILC技术的跟踪误差与仅使用反馈控制的跟踪误差进行比较,讨论了使用CCF-ILC方法实现的性能改进。通过在AFM成像期间将其实现到z轴控制来说明所提出的CCF-ILC控制方法的功效。实验结果表明,AFM成像速度可以大大提高。

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