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On the Comparison of Trilinear, Cubic Spline, and Fuzzy Interpolation Methods in the High-Accuracy Measurements

机译:高精度测量中三线性,三次样条和模糊插值方法的比较

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摘要

This paper provides a comparison between a novel technique used for the pose-error measurements and compensations of robots based on a fuzzy-error interpolation method and some other popular interpolation methods. A traditional robot calibration implements either model or modeless methods. The measurement and compensation of pose errors in a modeless method moves the robot''s end-effector to the target poses in the robot workspace and measures the target position and orientation errors using some interpolation techniques in terms of the premeasured neighboring pose errors around the target pose. For the measurement purpose, a stereo camera or other measurement devices, such as a coordinate-measurement machine (CMM) or a laser-tracking system (LTS), can be used to measure the pose errors of the robot''s end-effector at predened grid points on a cubic lattice. By the use of the proposed fuzzy-error interpolation technique, the accuracy of the pose-error compensation can be improved in comparison with other interpolation methods, which is conrmed by the simulation results given in this paper. A comparison study among most popular interpolation methods used in modeless robot calibrations, such as trilinear, cubic spline, and the fuzzy-error interpolation technique, is also made and discussed via simulations. The simulation results show that more accurate measurement and compensation results can be achieved using the fuzzy-error interpolation technique compared with its trilinear and cubic-spline counterparts.
机译:本文提供了一种基于模糊误差插值方法的机器人姿态误差测量和补偿新技术与其他一些流行的插值方法的比较。传统的机器人校准可实现模型或无模式方法。无模式方法中姿势误差的测量和补偿将机器人的末端执行器移动到机器人工作空间中的目标姿势,并使用一些插值技术根据周围的预先测量的相邻姿势误差来测量目标位置和方向误差。目标姿势。出于测量目的,可以使用立体相机或其他测量设备(例如坐标测量机(CMM)或激光跟踪系统(LTS))来测量机器人末端执行器的姿态误差在立方晶格上预填充的网格点处。通过使用所提出的模糊误差内插技术,与其他内插方法相比,可以提高姿态误差补偿的精度,这由本文给出的仿真结果证实。还通过仿真对无模态机器人标定中最常用的插值方法(例如三线性,三次样条和模糊误差插值技术)进行了比较研究。仿真结果表明,与三线性样条和三次样条对应物相比,使用模糊误差插值技术可以实现更准确的测量和补偿结果。

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