郭强, 许涛, 李建平, 陈玉立, 高琛.基于图像边缘与Hough变换的振动位移测量方法[J].轻工机械,2023,41(6):76-81 |
基于图像边缘与Hough变换的振动位移测量方法 |
Vibration Displacement Measurement Method Based on Image Edge and Hough Transform |
|
DOI:10.3969/j.issn.1005 2895.2023.06.011 |
中文关键词: 振动测量 图像灰度矩 边缘检测 Hough变换 |
英文关键词:vibration measurement image gray moment edge detection Hough transform |
基金项目:广东省精密齿轮柔性制造装备技术企业重点实验室2022年度开放基金(2021B1212050012 05);陕西省科技厅自然科学基金面上项目(2019JM 417)。 |
|
摘要点击次数: 409 |
全文下载次数: 168 |
中文摘要: |
为了解决振动位移测量场合受限于传感器的安装空间,以及其本身质量对测量精度的影响,课题组提出了一种基于视频图像的振动测量方法,建立了图像边缘检测结果与目标物体位移之间的联系。由于使用经典Canny算法进行图像测量时,其图像边缘会出现不连续或虚假的情况,因此采用图像灰度与Hough变换相结合的方法,提高其测量精度。为验证该方法的有效性,搭建了箱体模型(目标物体)进行振动实验;并将经典Canny算法得出的结果及文中提出的视频图像测量的结果与传感器测得结果进行比较。实验结果表明,提出的方法相比使用经典Canny算法进行图像测量时精度提高了大约12%,且具有测量简单和测量范围灵活等优点。该方法为测量环境受限的场地提供了一种新的思路。 |
英文摘要: |
In order to solve the problem of vibration displacement measurement being limited by the installation space of sensors, and reduce the impact of sensor quality on measurement accuracy,a vibration measurement method based on video image was proposed, and the relation between image edge detection results and target object displacement was established.Due to the presence of discontinuity or falsehood in image edges by using the classic Canny algorithm for image measurement,a method of combining image gray level and Hough transform was adopted to improve the measurement accuracy. In order to verify the effectiveness of this method, a vibration experiment based on a vibration test bench box was designed. And the results obtained from the classic Canny algorithm and video image measurement results proposed in the article were compared with the results measured by sensors. The experimental results show that the proposed method improves the accuracy of image measurement by approximately 12% compared to using the classic Canny algorithm. The proposed method has the advantages of simple measurement and flexible measurement range, and provides a new way to measure the site with limited environment. |
查看全文 查看/发表评论 下载PDF阅读器 |
关闭 |