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基于边缘检测和数字图像相关的结构变形测试的对比研究。

A Comparative Study of Structural Deformation Test Based on Edge Detection and Digital Image Correlation.

机构信息

School of Civil Engineering, Hunan University, Changsha 410082, China.

College of Civil and Architectural Engineering, Guangxi University, Nanning 530004, China.

出版信息

Sensors (Basel). 2023 Apr 8;23(8):3834. doi: 10.3390/s23083834.

Abstract

Digital image-correlation (DIC) algorithms rely heavily on the accuracy of the initial values provided by whole-pixel search algorithms for structural displacement monitoring. When the measured displacement is too large or exceeds the search domain, the calculation time and memory consumption of the DIC algorithm will increase greatly, and even fail to obtain the correct result. The paper introduced two edge-detection algorithms, Canny and Zernike moments in digital image-processing (DIP) technology, to perform geometric fitting and sub-pixel positioning on the specific pattern target pasted on the measurement position, and to obtain the structural displacement according to the change of the target position before and after deformation. This paper compared the difference between edge detection and DIC in accuracy and calculation speed through numerical simulation, laboratory, and field tests. The study demonstrated that the structural displacement test based on edge detection is slightly inferior to the DIC algorithm in terms of accuracy and stability. As the search domain of the DIC algorithm becomes larger, its calculation speed decreases sharply, and is obviously slower than the Canny and Zernike moment algorithms.

摘要

数字图像相关(DIC)算法严重依赖于整像素搜索算法提供的初始值的准确性,用于结构位移监测。当测量的位移过大或超过搜索域时,DIC 算法的计算时间和内存消耗将大大增加,甚至无法获得正确的结果。本文介绍了两种边缘检测算法,即数字图像处理(DIP)技术中的 Canny 和 Zernike 矩,用于对粘贴在测量位置的特定模式目标进行几何拟合和亚像素定位,并根据变形前后目标位置的变化获得结构位移。本文通过数值模拟、实验室和现场测试比较了边缘检测和 DIC 在精度和计算速度方面的差异。研究表明,基于边缘检测的结构位移测试在精度和稳定性方面略逊于 DIC 算法。随着 DIC 算法搜索域的增大,其计算速度急剧下降,明显慢于 Canny 和 Zernike 矩算法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c43a/10146399/4131bddbe727/sensors-23-03834-g001.jpg

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