English

中国农机化学报

中国农机化学报 ›› 2023, Vol. 44 ›› Issue (10): 209-210.DOI: 10.13733/j.jcam.issn.2095-5553.2023.10.029

• 农业智能化研究 • 上一篇    下一篇

基于视觉定位的串并混联型百香果采摘机器人研究

张日红,欧炬基,丁力行,李小敏,林桂潮,钟建鸣   

  1. 仲恺农业工程学院机电工程学院,广州市,510550
  • 出版日期:2023-10-15 发布日期:2023-11-09
  • 基金资助:
    2022年度广东省重点建设学科科研能力提升项目(2022ZDJS024);2023年广东省科技创新战略专项资金项目(pdjh2023b0260);国家青年科学基金项目(32101632)

Research on series parallel hybrid passion fruit picking robot based on vision positioning

Zhang Rihong, Ou Juji, Ding Lixing, Li Xiaomin, Lin Guichao, Zhong Jianming   

  • Online:2023-10-15 Published:2023-11-09

摘要: 针对垂帘式种植工艺的百香果,研制串并混联型采摘机器人。该采摘机器人由串并混联型机械臂、末端剪切执行器、移动车体、深度相机、控制电箱、智能控制终端和移动电源所组成。针对复杂背景下定位百香果采摘点的问题,根据百香果与果梗连通关系,提出一种融合深度信息的YOLO v5s目标检测与区域搜索的百香果采摘点识别定位算法。串并混联型采摘机械臂的升降和伸缩自由度存在非线性运动耦合问题,综合运用几何降维和数值迭代的方法获得逆解运动学控制模型。试验研究结果表明,采摘点定位成功率为89.4%,降维迭代的逆运动学求解平均时间为0.084s,采摘成功率为93.3%,单次果实采摘的平均时间为30s。

关键词: 百香果, 采摘机器人, 混联机械臂, YOLO v5s, 视觉定位

Abstract: A seriesparallel hybrid picking robot for passion fruit with drapetype planting process was developed in this paper. The overall structure was mainly composed of seriesparallel hybrid mechanical arm, end shear actuator, mobile car mechanism, deep camera, control electrical box, intelligent control terminals and mobile power supply. Aiming at the problem of locating the picking point of passion fruit in complex background, according to the connection relationship between passion fruit and fruit stalks, a recognition and location algorithm for passion fruit picking points based on YOLO v5s target detection and region search with depth information was proposed. There was a nonlinear motion coupling phenomenon in the lifting and stretching degrees of freedom of the seriesparallel hybrid picking manipulator. The inverse kinematics control model was obtained by using geometric dimension reduction and numerical iteration. The experimental results showed that the success rate of picking point location was 89.4%, the average time of inverse kinematics solution of dimension reduction iteration was 0.084 s, the success rate of picking was 93.3%, and the average time of single fruit picking was 30 s.

Key words: passion fruit, picking robot, hybrid mechanical arm, YOLO v5s, visual positioning

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