A switching approach to visual servo control

N. Gans, S. Hutchinson
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引用次数: 23

Abstract

In the recent past, many researchers have developed control algorithms for visual servo applications. In this paper we introduce a new switching approach, in which a high-level decision maker determines which of two low level visual servo controllers should be used at each control cycle. We introduce two new low-level controllers, one that relies on the homography between initial and goal images, and one that uses an affine transformation to approximate the motion between initial and goal camera configurations. Since an affine transformation can only approximate a restricted set of camera motions, this choice of low-level controllers illustrates the strength of the switching approach. We evaluated our approach with several simulations using three candidate switching rules. Although our results are preliminary, we believe that the proposed method is very promising for visual servo tasks in which there is a significant distance between the initial and goal configurations.
视觉伺服控制的切换方法
近年来,许多研究者开发了视觉伺服应用的控制算法。在本文中,我们介绍了一种新的切换方法,其中高层决策者决定在每个控制周期中应该使用两个低层视觉伺服控制器中的哪一个。我们引入了两个新的低级控制器,一个依赖于初始和目标图像之间的单应性,另一个使用仿射变换来近似初始和目标相机配置之间的运动。由于仿射变换只能近似于一组有限的摄像机运动,这种低级控制器的选择说明了切换方法的强度。我们使用三个候选交换规则进行了多次模拟,评估了我们的方法。虽然我们的结果是初步的,但我们相信所提出的方法对于初始配置和目标配置之间存在显着距离的视觉伺服任务非常有前途。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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