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基于ROS的机械臂运动规划研究
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辽宁省教育厅系列项目基础研究项目(一般)(JYT2020056)


Research on Manipulator Motion Planning Based on ROS
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    摘要:

    为提高多自由度串联机械臂在作业过程中的工作效率及安全性问题,提出一种基于ROS平台的机械臂运动规划方法。以ABB机器人为研究对象,进行正逆运动学分析。通过MoveIt配置包构建机器人的三维可视化模型,对机器人进行笛卡尔空间下的直线和圆弧规划实验。为提高机器人运动安全性和关节运动的平滑性,自定义一种线性插补算法后集成到MoveIt中进行运动仿真实验。实验结果显示机器人各关节运动轨迹平滑,稳定性高,表明此插补算法的可行性。最后进行机械臂的避障仿真实验,在MATLAB中对快速扩展随机树(RRT)算法和双向快速扩展随机树(RRT-Connect)算法进行对比实验,仿真证明:RRT-Connect算法速度快,路径短,更能提高机械臂在复杂路径下的规划效率。

    Abstract:

    In order to improve the working efficiency and safety of multi degree of freedom series manipulator in the process of operation, a manipulator motion planning method based on ROS platform was proposed. The forward and inverse kinematics of ABB Robot was analyzed. The three-dimensional visual model of the robot was constructed through the MoveIt configuration package, and the line and arc planning experiments of the robot in Cartesian space were carried out. In order to improve the motion safety of the robot and the smoothness of joint motion, a linear interpolation algorithm was customized and integrated into moveit for motion simulation experiments. The experimental results show that: the motion trajectory of each joint of the robot is smooth and stable, indicating the feasibility of the interpolation algorithm. Finally, the obstacle avoidance simulation experiment of the manipulator was carried out, and the comparison experiment between the RRT (rapidly exploring random tree) algorithm and RRT-connect algorithm was carried out in MATLAB. The simulation shows that the RRT-Connect algorithm has fast speed and short path, which can better improve the planning efficiency of the manipulator under complex path.

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屈力刚,高凯,邢宇飞,张丹雅.基于ROS的机械臂运动规划研究[J].机床与液压,2022,50(22):43-47.
QU Ligang, GAO Kai, XING Yufei, ZHANG Danya. Research on Manipulator Motion Planning Based on ROS[J]. Machine Tool & Hydraulics,2022,50(22):43-47

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  • 在线发布日期: 2023-01-17
  • 出版日期: 2022-11-28