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Application of Universal Kriging for Calibrating Offline-Programming Industrial Robots

机译:通用Kriging在校准离线编程工业机器人的应用

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摘要

The requirement for absolute positioning accuracy has also increased with the increasing use of industrial robots in offline programming. The present study proposed Universal Kriging (UK) for calibrating offline-programming industrial robots. This method was based on the similarities in positional errors. In addition, the method represented the positional errors as a deterministic drift and a residual part, which considered both geometric and non-geometric errors. The semivariogram was designed and the drift was determined to implement UK. Then, the method was applied for predicting positional errors and realizing error compensations. In addition, contrast experiments were performed to verify the practicality and superiority of UK compared with Ordinary Kriging (OK). Experimental results showed that after calibration by UK, the maximum of the original spatial positional errors reduced from 1.3073 mm to 0.2110 mm, that is, by 83.86%. Moreover, the maximum of the spatial positional errors reduced from 1.3073 mm to 0.3148 mm by only 75.92% after calibration using OK. An evident increase was reported in the maximum of the spatial positional errors from 0.3148 mm to 0.2110 mm, with an improvement rate of 32.97%. This is of great significance when accuracy is less than 0.5 mm. Overall, the experimental results proved the effectiveness of UK.
机译:随着工业机器人在离线编程中的使用增加,对绝对定位精度的要求也增加。本研究提出了通用Kriging(英国),用于校准离线编程工业机器人。该方法基于位置误差中的相似性。另外,该方法代表了定位误差作为确定性漂移和残余部分,其考虑了几何和非几何误差。设计半乐曲造型,并确定漂移以实施英国。然后,应用该方法以预测位置误差并实现误差补偿。此外,对与普通克里格汀(OK)相比,进行了对比实验以验证英国的实用性和优越性。实验结果表明,在英国校准后,原始空间位置误差的最大值从1.3073毫米减少到0.2110毫米,即达83.86%。此外,使用OK校准后,空间位置误差的最大值从1.3073 mm减小到0.3148 mm的1.307.92%。在空间位置误差为0.3148毫米至0.2110mm的最大值中报告了明显的增加,提高率为32.97%。当准确度小于0.5毫米时,这具有重要意义。总体而言,实验结果证明了英国的有效性。

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