Analysis of CAD Model-based Visual Tracking for Microassembly using a New Block Set for MATLAB/Simulink

IF 6.7 3区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC International Journal of Optomechatronics Pub Date : 2015-07-25 DOI:10.1080/15599612.2015.1059532
A. Kudryavtsev, G. Laurent, C. Clévy, B. Tamadazte, P. Lutz
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引用次数: 12

Abstract

Microassembly is an innovative alternative to the microfabrication process of MOEMS, which is quite complex. It usually implies the use of microrobots controlled by an operator. The reliability of this approach has been already confirmed for micro-optical technologies. However, the characterization of assemblies has shown that the operator is the main source of inaccuracies in the teleoperated microassembly. Therefore, there is great interest in automating the microassembly process. One of the constraints of automation in microscale is the lack of high precision sensors capable to provide the full information about the object position. Thus, the usage of visual-based feedback represents a very promising approach allowing to automate the microassembly process. The purpose of this article is to characterize the techniques of object position estimation based on the visual data, i.e., visual tracking techniques from the ViSP library. These algorithms enables a 3-D object pose using a single view of the scene and the CAD model of the object. The performance of three main types of model-based trackers is analyzed and quantified: edge-based, texture-based and hybrid tracker. The problems of visual tracking in microscale are discussed. The control of the micromanipulation station used in the framework of our project is performed using a new Simulink block set. Experimental results are shown and demonstrate the possibility to obtain the repeatability below 1 µm.
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基于MATLAB/Simulink的基于CAD模型的微装配视觉跟踪分析
微组装技术是替代MOEMS微加工工艺的一种创新技术。它通常意味着使用由操作员控制的微型机器人。这种方法的可靠性已经在微光学技术中得到了证实。然而,装配的表征表明,操作员是远程操作微装配不准确性的主要来源。因此,人们对微装配过程的自动化非常感兴趣。微尺度自动化的制约因素之一是缺乏能够提供物体位置完整信息的高精度传感器。因此,使用基于视觉的反馈代表了一种非常有前途的方法,允许微装配过程自动化。本文的目的是描述基于视觉数据的目标位置估计技术,即来自ViSP库的视觉跟踪技术。这些算法可以使用场景的单一视图和对象的CAD模型来实现3-D对象姿态。对基于模型的三种主要跟踪器的性能进行了分析和量化:基于边缘的跟踪器、基于纹理的跟踪器和混合跟踪器。讨论了微尺度下的视觉跟踪问题。在我们的项目框架中使用的微操作站的控制是使用一个新的Simulink块集来执行的。给出了实验结果,并证明了在1µm以下获得重复性的可能性。
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来源期刊
International Journal of Optomechatronics
International Journal of Optomechatronics 工程技术-工程:电子与电气
CiteScore
9.30
自引率
0.00%
发文量
3
审稿时长
3 months
期刊介绍: International Journal of Optomechatronics publishes the latest results of multidisciplinary research at the crossroads between optics, mechanics, fluidics and electronics. Topics you can submit include, but are not limited to: -Adaptive optics- Optomechanics- Machine vision, tracking and control- Image-based micro-/nano- manipulation- Control engineering for optomechatronics- Optical metrology- Optical sensors and light-based actuators- Optomechatronics for astronomy and space applications- Optical-based inspection and fault diagnosis- Micro-/nano- optomechanical systems (MOEMS)- Optofluidics- Optical assembly and packaging- Optical and vision-based manufacturing, processes, monitoring, and control- Optomechatronics systems in bio- and medical technologies (such as optical coherence tomography (OCT) systems or endoscopes and optical based medical instruments)
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