首页|基于平移匹配和SVR方法的滚动轴承接触角测量

基于平移匹配和SVR方法的滚动轴承接触角测量

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接触角是表征轴承性能的重要设计参数,尤其对于高精密滚动轴承,其接触角的大小直接影响轴承的刚度、承载能力和寿命,传统方法是在保持架端面上贴反光测量标记片,但对于一些超薄超宽系列轴承,操作较为困难.针对此问题,文章提出一种基于平移匹配和支持向量回归(support vector regression,SVR)方法的轴承接触角测量方法,通过检测轴承滚动体位置变化,结合灰度信息的平移匹配,实现对轴承旋转角度的测量,再结合采集时间戳,采用SVR算法进行回归分析计算保持架转速,继而评估轴承接触角.实验表明:文章提出方法能够在不设置实物标记的前提下,实现0.01等级最大误差性能指标的高精度检测,为滚动轴承接触角测量提供一种新的思路.
Contact angle of bearing measurement based on matching strategy and SVR
The contact angle is an important design parameter to characterize the performance of bearings.Especially for high-precision rolling bearings,the size of the contact angle directly affects the stiffness,bearing capacity and life of the bearing.The traditional method is to stick reflective measuring markers on the end face of the cage,but it is difficult to operate some ultra-thin and ultra wide series bearings.To solve this problem,this paper proposes a bearing cage speed measurement method based on machine vision.By detecting the position change of the bearing rolling body and combining with the translation matching of gray information,the bearing rotation Angle is measured.Combined with the acquisition time stamp,the regression analysis is performed by using SVR algorithm to calculate the cage speed.The simulation results show that the method proposed in this paper can achieve the high precision detection of the performance index with the maximum error of 0.01 grade without setting the physical mark,which provides an important parameter basis for the inspection of the bearing performance in aero-engine.

bearingcagetranslation matchingSVRmachine vision

郝铎、公平、靳颂硕、卢梦思

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北华航天工业学院,河北廊坊 065000

中国航发哈尔滨轴承有限公司,黑龙江哈尔滨 150025

轴承 保持架 平移匹配 支持向量回归 机器视觉

2024

中国测试
中国测试技术研究院

中国测试

CSTPCD北大核心
影响因子:0.446
ISSN:1674-5124
年,卷(期):2024.50(12)