Bimanual Grape Manipulation for Human-Inspired Robotic Harvesting

IF 7.3 1区 工程技术 Q1 AUTOMATION & CONTROL SYSTEMS IEEE/ASME Transactions on Mechatronics Pub Date : 2024-10-02 DOI:10.1109/TMECH.2024.3459479
Sotiris Stavridis;Leonidas Droukas;Zoe Doulgeri
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Abstract

Most existing robotic harvesters utilize a unimanual approach with a single arm grasping and detaching the crop, either via a detachment movement, or stem cutting by a specially designed gripper/cutter end-effector. However, such unimanual solutions cannot be applied for sensitive crops and cluttered environments such as grapes, where obstacles may occlude the stem, leaving no space for the cutter's placement. In such cases, the solution would require a bimanual robot that visually unveils the stem, while manipulating the grasped crop to create cutting affordances. Considering grapes vertical trellis setups, a dual-arm coordinated motion control methodology is proposed in this work for reaching a stem precut state. The camera equipped arm with the cutter reaches the stem, visually unveiling it, while the second arm moves the grasped grape toward the surrounding free-space, facilitating its stem cutting. In-lab experimental validation and extensive evaluation in a real vineyard with the BACCHUS bimanual harvesting platform demonstrate the performance of the proposed approach.
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双臂操纵葡萄,实现人类启发式机器人采摘
大多数现有的机器人收割机采用单臂抓取和分离作物的单手方法,要么通过分离运动,要么通过特殊设计的夹具/刀具末端执行器切割茎。然而,这种单一的解决方案不适用于敏感作物和杂乱的环境,如葡萄,在这些环境中,障碍物可能会阻塞茎,使切割器没有放置的空间。在这种情况下,解决方案将需要一个手动机器人,它在视觉上揭开茎,同时操纵抓住的作物产生切割的启示。考虑到葡萄垂直格架的设置,在这项工作中提出了一种双臂协调运动控制方法,以达到茎预切状态。装有切割器的相机手臂到达葡萄茎,从视觉上展示葡萄,而另一只手臂将抓住的葡萄移动到周围的自由空间,方便其切割葡萄茎。在实验室实验验证和广泛的评估,在一个真实的葡萄园与BACCHUS双手收获平台证明了所提出的方法的性能。
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来源期刊
IEEE/ASME Transactions on Mechatronics
IEEE/ASME Transactions on Mechatronics 工程技术-工程:电子与电气
CiteScore
11.60
自引率
18.80%
发文量
527
审稿时长
7.8 months
期刊介绍: IEEE/ASME Transactions on Mechatronics publishes high quality technical papers on technological advances in mechatronics. A primary purpose of the IEEE/ASME Transactions on Mechatronics is to have an archival publication which encompasses both theory and practice. Papers published in the IEEE/ASME Transactions on Mechatronics disclose significant new knowledge needed to implement intelligent mechatronics systems, from analysis and design through simulation and hardware and software implementation. The Transactions also contains a letters section dedicated to rapid publication of short correspondence items concerning new research results.
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