Robotic Pick-and-Handover Maneuvers with Camera-based Intelligent Object Detection and Impedance Control

IF 0.8 4区 工程技术 Q4 ENGINEERING, MECHANICAL Transactions of The Canadian Society for Mechanical Engineering Pub Date : 2023-10-26 DOI:10.1139/tcsme-2022-0176
Qiguang Chen, Lucas Wan, Yajun Pan
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引用次数: 0

Abstract

A vision-based impedance control method is applied to a 7-degree-of-freedom (7-DOF) Franka Emika (FE) Panda robotic manipulator to complete pick-and-handover tasks with human-like grasping of fruits. The interfaces between different hardware, controller, and path planner are developed using Robot Operating System (ROS). An RGB camera is applied using YOLOv5 (You Only Look Once v5) object detection algorithm, which is trained for various fruits and human hands, and then employed for identifying the location of the targeted objects. A qb-SoftHand robotic hand is used as the end-effector for the grasping tasks. By integrating these components together with ROS, the FE Panda robot successfully achieves autonomous human-like handover tasks as shown in the experimental results.
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基于摄像头的智能目标检测和阻抗控制的机器人拾取-切换机动
将一种基于视觉的阻抗控制方法应用于7自由度(7-DOF) Franka Emika (FE) Panda机器人机械臂,以类似人类抓取水果的方式完成拾取和移交任务。利用机器人操作系统(ROS)开发了不同硬件、控制器和路径规划器之间的接口。RGB相机使用YOLOv5 (You Only Look Once v5)目标检测算法,该算法对各种水果和人手进行了训练,然后用于识别目标物体的位置。qb-SoftHand机器人手作为末端执行器执行抓取任务。通过将这些组件与ROS集成,FE Panda机器人成功地完成了类似人类的自主切换任务,如实验结果所示。
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来源期刊
CiteScore
2.30
自引率
0.00%
发文量
53
审稿时长
5 months
期刊介绍: Published since 1972, Transactions of the Canadian Society for Mechanical Engineering is a quarterly journal that publishes comprehensive research articles and notes in the broad field of mechanical engineering. New advances in energy systems, biomechanics, engineering analysis and design, environmental engineering, materials technology, advanced manufacturing, mechatronics, MEMS, nanotechnology, thermo-fluids engineering, and transportation systems are featured.
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