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An Analysis of Uncertainty and Robustness of Waterjet Machine Positioning Vision System

机译:水刀定位视觉系统的不确定性和鲁棒性分析

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摘要

The paper presents a new Automatic Waterjet Positioning Vision System (AWPVS) and investigates components of workpiece positioning accuracy. The main purpose of AWPVS is to precisely identify the position and rotation of a workpiece placed on a waterjet machine table. Two webcams form a basis for the system, and constitute its characteristics. The proposed algorithm comprises various image processing techniques to assure a required identification precision. To validate the PVS identification quality, synthetic images were applied under various conditions. The analysis ascertains dependence of an object detection rate and accuracy on a size of cropping frame. Experimental results of the proposed PVS prototype prove that a combination of the vision algorithm and webcams is an alternative to dedicated expensive industrial vision systems. The two main components of AWPVS uncertainty, a machine component and PSV component are discerned and estimated.
机译:本文介绍了一种新的自动水刀定位视觉系统(AWPVS),并研究了工件定位精度的组成部分。 AWPVS的主要目的是精确识别放置在喷水机工作台上的工件的位置和旋转。两个网络摄像头构成该系统的基础,并构成其特征。所提出的算法包括各种图像处理技术,以确保所需的识别精度。为了验证PVS识别质量,在各种条件下应用了合成图像。分析确定对象检测率和准确性对裁剪框的大小的依赖性。提出的PVS原型的实验结果证明,视觉算法和网络摄像头的组合是专用的昂贵工业视觉系统的替代方案。 AWPVS不确定性的两个主要成分,即机器成分和PSV成分被识别和估计。

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