基于三维视觉的拣拣机器人输送机跟踪系统

Y. Yang, Jinxing Yang, Huixiong Zeng, Jun Li
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引用次数: 1

摘要

在机场行李转运过程中,行李箱以高速和随机的位置连续移动,给自动分拣带来了相当大的困难。为了克服上述挑战,本文提出了一种基于3D视觉的机械臂自动分拣系统。针对皮箱姿态随机带来的缺点,采用旋转卡尺算法进行姿态估计。在动态拾取过程中,提出了一种预测拾取位置和时间的二分类算法。特别是在快速运动的行李箱中,该算法具有周期短、拣货精度高的优点。在机场搭建实验平台对算法进行验证,平均分拣位置误差为15.17 mm,分拣效率为20秒/件。结果表明,该系统可以准确地提取出被转移的随机姿态的行李箱。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A 3D Vision-Based Conveyor Tracking System for Pick-and-Sort Robotic Applications
During the process of airport baggage transfer, suitcases move continuously at high speeds and in random positions which arise considerable difficulties for automatic sorting. In order to overcome the challenges mentioned above, an automatic sorting system with a robotic arm based on 3D vision is proposed in this paper. To address shortcomings caused by the random pose of the suitcase, the rotating calipers algorithm is adopted to estimate the pose. In the dynamic picking process, a dichotomous algorithm is proposed to predict the picking position and time. Particularly in the rapid motion of the suitcases, this algorithm shows advantages of short period and higher picking accuracy. An experimental platform built at the airport to verify the algorithm, an average sorting position error of 15.17 mm and a sorting efficiency of 20 seconds per piece were achieved. Results showed that the system can accurately pick up the randomly pose suitcases which were being transferred.
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