Research of On-line Monitoring Technology of Machining Accuracy of CNC Machine Tools

被引:1
作者
Shi Rongbo [1 ]
Guo Zhiping [1 ]
Song Zhiyong [1 ]
机构
[1] AVIC Chengdu Aircraft Ind Grp Co Ltd, Chengdu 610092, Sichuan, Peoples R China
来源
ADVANCES IN MECHATRONICS, AUTOMATION AND APPLIED INFORMATION TECHNOLOGIES, PTS 1 AND 2 | 2014年 / 846-847卷
关键词
CNC machine tools; Accuracy assessment; Hyper sphere; Neural network;
D O I
10.4028/www.scientific.net/AMR.846-847.268
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper analyzes CNC machine tools' machining error sources, put forward a kind of on-line monitoring technology of CNC machine tools' machining accuracy based on online neural network. Through the establishment of CNC machine tools condition monitoring platform, collection sensor signal of the key components of CNC machine tools, using time domain and frequency domain method of the original signal processing, extract the characteristic related to machining accuracy change, input to the neural network, identification the changes of machining accuracy. The experimental results show that, the on-line monitoring technology based on neural network, can identify the changes of machining accuracy.
引用
收藏
页码:268 / 273
页数:6
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