基于全位姿测量优化的机器人精度研究
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TP391TB92

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国家自然科学基金(51675259)、江苏省自然科学基金(BK20170763)、南京工程学院创新基金(ZKJ201609)项目资助


Study on robot accuracy based on full pose measurement and optimization
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    摘要:

    随着机器人在高端制造业、航空航天、医疗等领域广泛应用,对其全位姿精度要求越来越高。采用激光跟踪仪对机器人末端执行器进行全位姿实测,研究基于几何参数标定的机器人精度提升方法。首先,建立了串联机器人(MDH)模型;其次,提出了基于拟随机序列产生初始位置的改进乌鸦搜索算法(ICSA)用于标定机器人几何参数,建立了用ICSA标定机器人几何参数目标函数的数学模型,给出了标定的详细步骤。最后,对Staubli Tx60工业机器人进行了实测标定,结果证实:采用提出方法能够快速标定机器人几何参数,标定后的机器人在工作空间内随机选择的测试点其平均绝对位置和姿态误差由标定前的0309 6 mm和0232 2°减小为标定后的0092 6 mm和0082 9°,精度大幅提升。该方法简单易实现,效率高,鲁棒性强,稳定性好,适宜于在位置和姿态均有高精度要求的机器人中推广应用。

    Abstract:

    With the wide application of robots in highend manufacturing industry, aerospace, medical care and other fields, the requirement of the full pose (position and orientation) accuracy is getting higher and higher. In this paper, laser tracker is used to measure the full pose of the robot endeffector. A robot accuracy improvement method is studied based on robot geometric parameter calibration. Firstly, the modified denavithartenberg (MDH) model of series robot is established. Secondly, an improved crow search algorithm (ICSA), which generates the initial positions of crows based on quasirandom sequences is proposed to optimize and calibrate the robot geometric parameters. The mathematical model of the objective function that is used to calibrate the robot geometric parameters with ICSA is established, and the detailed calibration steps are given. Finally, the Staubli Tx60 industrial robot was calibrated practically, the results prove that the proposed method can quickly calibrate the geometric parameters of the robot. After calibration, the average absolute position and orientation errors of the randomly selected test points in the robot workspace are reduced from 0309 6 mm and 0232 2° before calibration to 0092 6 mm and 0082 9° after calibration, and the accuracy is greatly enhanced. The proposed method is simple and easy to implement, and has high efficiency, strong robustness and good stability. The proposed method is suitable for the applications where the robots with both high position and orientation accuracies are required.

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温秀兰,康传帅,宋爱国,乔贵方,王东霞,韩亚丽.基于全位姿测量优化的机器人精度研究[J].仪器仪表学报,2019,40(7):81-89

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  • 在线发布日期: 2022-02-17
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