Positioning Error Compensation for Machining Center by Support Vector Regression
To improve the positioning accuracy of a certain type of bridge gantry machining center,a positioning error compensation method based on support vector regression (SVR) is presented.After analyzing the influence of training data sets distribution,and pointing out that SVR may have a substandard performance when the training data are distributed sparsely at neighborhood of outliers or distributed in a small range,a training data sets constructing criterion is proposed.SVR is employed in position error compensation of a bridge gantry machining center to establish the model of the positioning error,actual positioning error compensation effects shows that the positioning accuracy and compensation operating efficiency are improved effectively.
position error error compensation support vector regression
Li Dahai
The 165th Research Institute The Sixth Academy of CASC Xian, China
国际会议
2013 International Symposium on Assembly and Manufacturing(2013装配与制造国际专题会议)
西安
英文
365-368
2013-07-01(万方平台首次上网日期,不代表论文的发表时间)