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基于摄像机的自主生产线检测位置校正系统。

A Camera-Based Position Correction System for Autonomous Production Line Inspection.

机构信息

Department of Mechanical Engineering, National Taiwan University of Science and Technology, Taipei 106, Taiwan.

Center for Cyber-Physical System Innovation, National Taiwan University of Science and Technology, Taipei 106, Taiwan.

出版信息

Sensors (Basel). 2021 Jun 13;21(12):4071. doi: 10.3390/s21124071.

Abstract

Visual inspection is an important task in manufacturing industries in order to evaluate the completeness and quality of manufactured products. An autonomous robot-guided inspection system was recently developed based on an offline programming (OLP) and RGB-D model system. This system allows a non-expert automatic optical inspection (AOI) engineer to easily perform inspections using scanned data. However, if there is a positioning error due to displacement or rotation of the object, this system cannot be used on a production line. In this study, we developed an automated position correction module to locate an object's position and correct the robot's pose and position based on the detected error values in terms of displacement or rotation. The proposed module comprised an automatic hand-eye calibration and the PnP algorithm. The automatic hand-eye calibration was performed using a calibration board to reduce manual error. After calibration, the PnP algorithm calculates the object position error using artificial marker images and compensates for the error to a new object on the production line. The position correction module then automatically maps the defined AOI target positions onto a new object, unless the target position changes. We performed experiments that showed that the robot-guided inspection system with the position correction module effectively performed the desired task. This smart innovative system provides a novel advancement by automating the AOI process on a production line to increase productivity.

摘要

目视检查是制造业中的一项重要任务,目的是评估制造产品的完整性和质量。最近,基于离线编程(OLP)和 RGB-D 模型系统开发了一种自主机器人引导的检查系统。该系统允许非专业的自动光学检查(AOI)工程师轻松地使用扫描数据进行检查。但是,如果由于物体的位移或旋转而存在定位误差,则该系统不能在生产线上使用。在这项研究中,我们开发了一种自动位置校正模块,用于根据检测到的位移或旋转误差值来定位物体的位置并校正机器人的姿势和位置。所提出的模块由自动手眼校准和 PnP 算法组成。使用校准板进行自动手眼校准,以减少手动误差。校准后,PnP 算法使用人工标记图像计算物体位置误差,并补偿生产线上新物体的误差。位置校正模块然后自动将定义的 AOI 目标位置映射到新物体上,除非目标位置发生变化。我们进行的实验表明,具有位置校正模块的机器人引导检查系统可以有效地执行所需任务。这个智能创新系统通过在生产线上自动执行 AOI 过程来提高生产力,提供了一项新颖的进展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9488/8231557/81a65178a20c/sensors-21-04071-g001.jpg

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