首页 | 本学科首页   官方微博 | 高级检索  
     

协作机械臂末端执行器的快速定位算法
引用本文:喻靖,江文松,罗哉,杨力,周根明.协作机械臂末端执行器的快速定位算法[J].计量学报,2021,42(7):833-839.
作者姓名:喻靖  江文松  罗哉  杨力  周根明
作者单位:1.中国计量大学计量测试工程学院, 浙江 杭州 310018
2.浙江科力车辆控制系统有限公司, 浙江 江山 324100
基金项目:国家重点研发计划(2017YFF0206306,2018YFF01012006,2019YFB2004900);国家自然科学基金(51675499,51927811);浙江省自然科学基金(LQ20E050016);浙江省重点研发计划(2020C01096)
摘    要:针对传统的协作机械臂末端执行器即时定位效果差的问题,采用AprilTag标签定位,提出一种基于几何学提取ROI的快速定位算法。该算法对宏观尺寸目标采用下采样方法搜索有效局部范围,建立几何约束提取边缘像素点,加速目标识别速度。为了验证所提出算法的有效性,设计了机械臂末端执行器的视觉定位系统实验。实验结果表明:该算法的角点检测相对误差平均值低于0.1pixel,且检测速度提高至40帧/s,实现了对机械臂末端的快速定位。

关 键 词:计量学  末端执行器  协作机械臂  快速定位  单目视觉  AprilTag识别  下采样  图像处理  
收稿时间:2020-06-19

Fast Positioning Algorithm for End-effector of Cooperative Manipulator
YU Jing,JIANG Wen-song,LUO Zai,YANG Li,ZHOU Gen-ming.Fast Positioning Algorithm for End-effector of Cooperative Manipulator[J].Acta Metrologica Sinica,2021,42(7):833-839.
Authors:YU Jing  JIANG Wen-song  LUO Zai  YANG Li  ZHOU Gen-ming
Affiliation:1. School of Metrology and Test Engineering, China Jiliang University, Hangzhou, Zhejiang 310018, China
2. Zhejiang Keli Vehicle Control System Co. Ltd, Jiangshan, Zhejiang 324100, China
Abstract:Aiming at the poor real-time positioning effect of the traditional cooperative manipulator end-effector, AprilTag tag positioning was adopted to propose a fast positioning algorithm based on geometry to extract ROI. The algorithm uses a downsampling method to search the effective local range for macro-size targets, and establishes geometric constraints to extract edge pixels to accelerate the speed of target recognition. In order to verify the effectiveness of the proposed algorithm, a visual positioning system experiment is designed for the end-effector of the manipulator. The experimental results show that the speed of the proposed algorithm is improved to 40frame/s under the average relative error of corner detection is lower than 0.1pixel. Therefore, the proposeed algorithm realizes the rapid positioning of the end of the manipulator.
Keywords:metrology  end-effector  cooperative vision  fast positioning  monocular vision  AprilTag recognition  downsampling  image processing  
本文献已被 万方数据 等数据库收录!
点击此处可从《计量学报》浏览原始摘要信息
点击此处可从《计量学报》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号