• CN:11-2187/TH
  • ISSN:0577-6686

›› 2011, Vol. 47 ›› Issue (19): 168-173.

• 论文 • 上一篇    下一篇

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基于学习的2x/y直线进给轴圆轮廓误差精密补偿方法

林献坤;李燕军;袁博   

  1. 上海理工大学机械工程学院
  • 发布日期:2011-10-05

Learning-based Accurate Compensation of 2x/y Tow-dimensional Circular Contour Error for Linear Feed Axes

LIN Xiankun;LI Yanjun;YUAN Bo   

  1. School of Mechanical Engineering, University of Shanghai for Science and Technology
  • Published:2011-10-05

摘要: 为了提高龙门2x/y直线进给轴联动的圆轮廓精度,对进给轴联动圆轮廓误差的测量、评价和补偿方法进行研究。分析直线电动机驱动的进给轴联动过程存在圆轮廓偏差的原因及其补偿的复杂性,给出一种基于学习的联动轴圆轮廓误差在线精密补偿方法,此方法通过双光束激光干涉仪动态精密测量x/y联动轴的实时坐标值,应用最小二乘圆方法评价确定理想圆,接着通过与理想圆轴坐标位置的比较,计算得到轴向偏差学习样本,建立基于最小二乘支持矢量回归机(Least square support vector regression, LS-SVR)方法的轴向偏差离线识别模型,通过模型的在线回归计算确定联动进给过程的偏差补偿量,给出补偿量控制输出策略与补偿系统构建方案,在自构建的直线进给轴平台上进行在线补偿试验。结果表明应用该方法对2x/y直线进给轴联动的轴向偏差进行在线补偿,可使圆轮廓精度提高68.7%。

关键词: 进给轴, 误差补偿, 圆轮廓误差, 直线电动机

Abstract: To improve circular interpolation accuracy of 2x/y gantry linear feed axes, an error compensation methodology is focused on in the work. The technique consists of three parts: circular error measurement, evaluation and compensation. The causes of the error generation during the interpolation process and its compensation difficulties are discussed. Laser interferometer with dynamic precision measurement function is introduced to obtain the dual feed axis coordinate data during the process. The roundness error is evaluated through calculation of the data with least square roundness evaluation method. A model based on least square support vector regression (LS-SVR) approach is established to learn and recognize the rule of the error. With the support vectors derived from the learning process, the magnitude for error compensation is acquired through the real-time regression calculation. In addition, the compensation output control strategy is constructed and a corresponding system is developed to realize the online control process. To illustrate the procedure of the combination approach, an experiment is conducted on the self-construction linear axis feeding platform with the developed system. The data from the experiment show that the technique can compensate the interpolation circular error. As a result, the study finds 68.7 percent roundness accuracy improvement with the online compensation method.

Key words: Error compensation, Feed drive system, Linear motor, Roundness error

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