夜间收获 OrBot(果园机器人)

Jakob Waltman, Ethan Buchanan, D. Bulanon
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引用次数: 0

摘要

美国西北拿撒勒大学机器人视觉实验室开发了果园机器人(OrBot),专门用于收获水果。OrBot 由用于定位树上果实的机器视觉系统、用于接近目标果实的机器人机械手和用于摘取目标果实的机械手组成。在 2021 年的收获季节,在商业果园对苹果和桃子进行了现场试验,收获成功率约为 85%,平均收获周期为 12 秒。我们的想法是让 OrBot 在夜间收割,然后人类采摘者在白天继续收割作业。这种人类与机器人的合作将利用夜间工作速度相对较慢的机器人来解决劳动力短缺问题。具体目标是确定适合夜间收割的人工照明参数,并评估 OrBot 夜间收割的可行性。选择色温为 5600 K、强度为 10%的 LED 灯作为人工照明光源。这种组合产生的图像噪点最低。OrBot 在一个商业果园中使用 20 棵粉红女士苹果树进行了测试。结果显示,夜间的成功率有所提高,OrBot 的成功率为 94%,而白天的成功率为 88%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Nighttime Harvesting of OrBot (Orchard RoBot)
The Robotics Vision Lab of Northwest Nazarene University has developed the Orchard Robot (OrBot), which was designed for harvesting fruits. OrBot is composed of a machine vision system to locate fruits on the tree, a robotic manipulator to approach the target fruit, and a gripper to remove the target fruit. Field trials conducted at commercial orchards for apples and peaches during the harvesting season of 2021 yielded a harvesting success rate of about 85% and had an average harvesting cycle time of 12 s. Building upon this success, the goal of this study is to evaluate the performance of OrBot during nighttime harvesting. The idea is to have OrBot harvest at night, and then human pickers continue the harvesting operation during the day. This human and robot collaboration will leverage the labor shortage issue with a relatively slower robot working at night. The specific objectives are to determine the artificial lighting parameters suitable for nighttime harvesting and to evaluate the harvesting viability of OrBot during the night. LED lighting was selected as the source for artificial illumination with a color temperature of 5600 K and 10% intensity. This combination resulted in images with the lowest noise. OrBot was tested in a commercial orchard using twenty Pink Lady apple trees. Results showed an increased success rate during the night, with OrBot gaining 94% compared to 88% during the daytime operations.
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