现代制造工程 ›› 2017, Vol. 445 ›› Issue (10): 151-156.doi: 10.16731/j.cnki.1671-3133.2017.10.029

• 设备设计/诊断维修/再制造 • 上一篇    下一篇

基于弧度步长的列车闸瓦图像分级匹配方法

许万, 王博, 孙国栋, 赵大兴   

  1. 湖北工业大学机械工程学院,武汉 430068
  • 收稿日期:2016-06-02 出版日期:2017-10-20 发布日期:2018-01-08
  • 作者简介:许万,博士,副教授,主要研究方向为运动控制、分布式控制系统。 王博,硕士研究生,主要研究方向为机器视觉与图像处理。 赵大兴,通讯作者,院长,博士,二级教授,主要研究方向为计算机图像处理及无损检测技术。 E-mail:ssgestapo@126.com
  • 基金资助:
    国家自然科学基金资助项目(51405144,51205115)

The staged image matching method of train brake shoes based on radian step

Xu Wan, Wang Bo, Sun Guodong, Zhao Daxing   

  1. School of Mechanical Engineering,Hubei University of Technology,Wuhan 430068,China
  • Received:2016-06-02 Online:2017-10-20 Published:2018-01-08

摘要: 针对货运列车运行故障动态检测系统中闸瓦缺失故障的检测,提出一种基于弧度步长的图像分级匹配方法。截取正常闸瓦图像作为模板,经预处理后计算其轮廓不变矩;在待检图中提取车轮外圆,并于该圆心处新建直角坐标系,取第四象限圆弧,以选定弧度为步长取圆弧上点作为一级遍历限定路径,遍历计算待检图模板窗口的轮廓不变矩,采用归一化相关匹配法对相似性进行度量,然后由一级遍历最大相似值及其坐标计算二级遍历动态区域进行小范围遍历,最终确定闸瓦区域。对比实验结果表明,该算法能有效避免待检图复杂背景对匹配的干扰,保证定位准确的同时极大地提高了检测效率,满足闸瓦缺失故障检测的实时性要求。

关键词: 闸瓦, 匹配, Hu不变矩, 弧度步长

Abstract: For the missing fault of brake shoe in trouble of moving freight car detection system,a staged matching algorithm based on radian step is proposed.A regional image which contains normal brake shoe is intercepted as the template,then the contour moment invariants are calculated after template is preprocessed.In the image to be inspected,the excircle of wheel was extracted.The center point of the circle was set as another origin,where a new coordinates was established.Circular arc in the forth quadrant is chosen,from which the points regarded as determinative ergodic path are calculated by selected radian step.During the first stage of ergodic process,corresponding matching similarity of each ergodic points measured by normalized correlation algorithm is calculated between template and template window in the image to be inspected.Then the second stage of ergodic process’ region was calculated according to the maximum similarity and its coordinate.Finally the region of brake shoe is located.The experiment results has shown that the algorithm can avoid the interference of complex background effectively,make inspection on brake shoe more accurate and much quicker,and can satisfy the instantaneity of the inspection on brake shoe.

Key words: brake shoe, matching, Hu invariant moments, radian step

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