Multistage Synchronous Telescopic Manipulator With End-Effector–Biased Rotating-Pulling Mode for Damage-Free Robotic Picking

IF 4.2 2区 计算机科学 Q2 ROBOTICS
Xiaoqiang Du, Zhichao Meng, Yawei Wang, Yuechan Li, Zenghong Ma, Leiying He, Wenwu Lu, Jianneng Chen, Chuanyu Wu, Manoj Karkee
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Abstract

Fruit picking is one of the most time-consuming and labor-intensive stages of fruit production, characterized by high labor demands and significant labor costs. Traditional fruit-picking robotic manipulators typically adopt configurations similar to general-purpose industrial robots, following a predefined path and employing a direct-pulling mode to detach the fruit. However, due to the constraints of the orchard environment and the varying conditions of the fruit, manipulators should be designed to accommodate the specific horticultural characteristics of the trees to improve picking efficiency. Additionally, the picking process should be optimized based on the biological characteristics of the fruit to ensure quality. In this study, a five-degree-of-freedom manipulator based on a multistage synchronous telescopic mechanism is proposed for fruit picking. Workspace analysis indicates that the manipulator can cover more than 80% of the fruit distribution on the trees. To ensure motion accuracy, a FreeRTOS-based motion control system is developed for the manipulator. To evaluate picking efficiency and quality, fruit-picking experiments are conducted in an apple orchard. A rope-driven, three-finger end-effector is mounted in a biased position at the end of the manipulator, complemented by an RGB-D camera for fruit detection and a ROS-based control system for robotic operation. The performance of two picking modes (direct-pulling and biased rotating-pulling) are compared in these experiments. The results demonstrate that the biased rotating-pulling mode yields a higher picking success rate and a lower stem damage rate compared with the direct-pulling mode. Specifically, the damage-free success rate for the biased rotating-pulling mode is 80%, with a 9.18% reduction in stem damage compared with the direct-pulling mode. Furthermore, the average picking cycle time is approximately 14.5 s. In conclusion, the manipulator and its motion control system successfully achieve efficient, nondestructive fruit picking with a high success rate, offering valuable insights for the development of fully automated fruit-picking robots in the future.

基于末端执行器偏置旋转拉扯模式的多级同步伸缩机械臂无损伤拾取
摘果是水果生产中最耗时、劳动密集的阶段之一,其特点是劳动力需求高,劳动力成本高。传统的水果采摘机器人通常采用类似于通用工业机器人的配置,遵循预定义的路径并采用直接牵引模式来分离水果。然而,由于果园环境的限制和果实条件的变化,机械手的设计应适应树木的特定园艺特性,以提高采摘效率。此外,采摘过程应根据水果的生物学特性进行优化,以确保质量。提出了一种基于多级同步伸缩机构的五自由度水果采摘机械手。工作空间分析表明,机械手可以覆盖树木上80%以上的果实分布。为保证机械手的运动精度,开发了基于freertos的机械手运动控制系统。为了评价果实采摘效率和质量,在苹果园进行了果实采摘试验。一个绳驱动的三指末端执行器安装在机械手末端的偏置位置,辅以用于水果检测的RGB-D摄像机和用于机器人操作的基于ros的控制系统。实验比较了两种采摘方式(直接采摘和偏置旋转采摘)的性能。结果表明,偏置旋转抽拔方式比直接抽拔方式具有更高的采摘成功率和更低的茎杆损伤率。具体来说,偏置旋转拉拔模式的无损伤成功率为80%,与直接拉拔模式相比,阀杆损伤减少了9.18%。此外,平均采摘周期约为14.5 s。综上所述,该机械手及其运动控制系统成功实现了高效、无损的水果采摘,成功率高,为未来全自动水果采摘机器人的发展提供了有价值的见解。
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
Journal of Field Robotics
Journal of Field Robotics 工程技术-机器人学
CiteScore
15.00
自引率
3.60%
发文量
80
审稿时长
6 months
期刊介绍: The Journal of Field Robotics seeks to promote scholarly publications dealing with the fundamentals of robotics in unstructured and dynamic environments. The Journal focuses on experimental robotics and encourages publication of work that has both theoretical and practical significance.
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