Image based visual servoing with kinematic singularity avoidance for mobile manipulator.

IF 3.5 4区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
PeerJ Computer Science Pub Date : 2024-11-29 eCollection Date: 2024-01-01 DOI:10.7717/peerj-cs.2559
Jesus Hernandez-Barragan, Carlos Villaseñor, Carlos Lopez-Franco, Nancy Arana-Daniel, Javier Gomez-Avila
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引用次数: 0

Abstract

This article presents an implementation of visual servoing (VS) for a redundant mobile manipulator in an eye-in-hand configuration. We used the image based visual servoing (IBVS) scheme, which means the pose control of the robot is based on the error features in the image of a camera. Conventional eye-in-hand VS requires the inversion of a Jacobian matrix, which can become rank deficient, provoking kinematic singularities. In this work, the inversion of the Jacobian matrix is solved using damped least squares (DLS) to reduce singularities and smooth out discontinuities. In addition, a task prioritization scheme is proposed where a primary task performs the eye-in-hand IBVS task, and a secondary task maximizes a manipulability measure to avoid singularities. Finally, a gravity compensation term is also considered and defined on the basis of the image space error. The effectiveness of the proposed algorithm is demonstrated through both simulation and experimental results considering the Kuka YouBot.

基于图像的移动机械臂运动奇异避免视觉伺服。
本文提出了一种视觉伺服(VS)的实现冗余移动机械手的眼手配置。我们采用了基于图像的视觉伺服(IBVS)方案,即机器人的姿态控制是基于相机图像中的误差特征。传统的眼在手VS需要一个雅可比矩阵的反演,这可能成为秩不足,引发运动奇点。在这项工作中,利用阻尼最小二乘(DLS)来求解雅可比矩阵的反演,以减少奇点并平滑不连续点。此外,提出了一种任务优先级方案,其中主任务执行眼控IBVS任务,副任务最大化可操作度量以避免奇点。最后,考虑并定义了基于图像空间误差的重力补偿项。结合Kuka YouBot的仿真和实验结果,验证了该算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
PeerJ Computer Science
PeerJ Computer Science Computer Science-General Computer Science
CiteScore
6.10
自引率
5.30%
发文量
332
审稿时长
10 weeks
期刊介绍: PeerJ Computer Science is the new open access journal covering all subject areas in computer science, with the backing of a prestigious advisory board and more than 300 academic editors.
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