基于最小作用力的球形果蔬采摘灵巧手接触力优化
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湖北省农机装备补短板核心技术应用攻关项目(HBSNYT202219)和国家重点研发计划项目(2020YFD1000101)


Optimization of Contact Force for Spherical Fruit and Vegetable Picking Dexterous Hand Based on Minimum Force
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    摘要:

    针对末端执行器采摘作用力与果蔬匹配性差,导致损伤率较高、通用性偏低的问题,提出一种基于灵巧手的球形果蔬无损抓取接触力优化方法。分析球形果蔬采摘的分离方案,建立有摩擦无损点接触模型,以采摘期的水蜜桃为研究对象,试验测定指尖材料与水蜜桃的静摩擦因数和无损接触参数。基于旋量理论建立多指灵巧手的运动学模型以及雅可比矩阵,分析果蔬采摘的力平衡约束,构建关节接触点果蔬的力位映射模型,提出基于最小作用力的灵巧手抓取规划方法,以采摘水蜜桃为例进行求解分析,基于快速非支配排序遗传算法(Nondominated sorting genetic algorithm II,NSGAII)实现接触力的多目标寻优。水蜜桃采摘试验结果表明,该方法能实现对半径为2.6~8cm水蜜桃的稳定抓取与采摘,有效避免采摘过程中果蔬损伤,实际测量值与理论计算值平均绝对接触力误差为0.39N,采摘成功率为92%,无损率为97.8%,平均采摘时间为10.3s,满足灵巧手无损稳定采摘的需求。

    Abstract:

    Aiming at the problem that the end-effector picking force is poorly matched with fruits and vegetables,resulting in a high damage rate and low versatility,a contact force optimization method for non- destructive grasping of spherical fruits and vegetables based on dexterous hands was proposed. The separation scheme of spherical fruit and vegetable picking was analyzed, and a frictional non-destructive point contact model was established. Peaches in the picking period were taken as the research object,and the static friction coefficient and non-destructive contact parameters between the fingertip material and peaches were experimentally determined. The kinematic model and Jacobian matrix of the multi-finger dexterous hand were established based on the screw theory, the force balance constraint of fruit and vegetable picking was analyzed,and the force-position mapping model of joint contact point fruit and vegetable was constructed. A grasping planning method for dexterous hands based on minimum force was proposed,and the solution analysis was carried out using the picking of peaches as an example,and the optimal solution of the planning model was obtained based on the NSGA II algorithm. Field peach picking experiments showed that this method can achieve stable grasping and picking of peaches with a radius of 2.6 ~ 8 cm,effectively avoiding damage to fruits and vegetables during the picking process. The average absolute contact force error between the actual measured value and the theoretical calculated value was 0.39 N, the picking success rate was 92% , the non-destructive rate was 97.8% , and the average picking time was 10.3 s,which met the needs of dexterous hands for non-destructive and stable picking.

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鲍秀兰,任梦涛,马萧杰,高胜童,包有刚,李善军.基于最小作用力的球形果蔬采摘灵巧手接触力优化[J].农业机械学报,2025,56(2):333-341. BAO Xiulan, REN Mengtao, MA Xiaojie, GAO Shengtong, BAO Yougang, LI Shanjun. Optimization of Contact Force for Spherical Fruit and Vegetable Picking Dexterous Hand Based on Minimum Force[J]. Transactions of the Chinese Society for Agricultural Machinery,2025,56(2):333-341.

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  • 收稿日期:2024-07-30
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  • 在线发布日期: 2025-02-10
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