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基于机器视觉的高精度微纳光纤直径实时测量
引用本文:李华,麻艳娜,谷付星. 基于机器视觉的高精度微纳光纤直径实时测量[J]. 光学仪器, 2022, 44(1): 1-8
作者姓名:李华  麻艳娜  谷付星
作者单位:上海理工大学 光电信息与计算机工程学院,上海 200093
摘    要:针对传统微纳光纤直径测量方法操作复杂、重复性差且易于损伤光纤等问题,开发了一套基于机器视觉的微纳光纤直径测量系统。首先,对系统采集的图像进行预处理和二值化分割,其次,通过Canny边缘算子实现微纳光纤边缘初定位,最后,基于改进Zernike矩的亚像素检测方法精确定位了亚像素级边缘。此外还提出了结合Hough变换与最小二乘法的算法拟合亚像素级边缘点的方案,将系统微纳光纤直径测量精度提升至纳米级。实验测量结果表明,该系统可实现3.51%以内误差的自动化测量,运行时间为2.671 s,更适用于微纳光纤尺寸的高精度实时测量。

关 键 词:微纳光纤  直径测量  机器视觉  图像分割  边缘检测
收稿时间:2021-03-24

High-precision and real-time measurement of micro-nano fiber diameter based on machine vision
LI Hu,MA Yann,GU Fuxing. High-precision and real-time measurement of micro-nano fiber diameter based on machine vision[J]. Optical Instruments, 2022, 44(1): 1-8
Authors:LI Hu  MA Yann  GU Fuxing
Affiliation:School of Optical-Electrical and Computer Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
Abstract:To solve the problems of complex operations, poor repeatability, and contact damage in traditional micro-nano fiber diameter measurement methods, a new measurement system based on machine vision was developed. Firstly, the image was preprocessed and binary segmented in the system, and then the edge of micro-nano fiber was initially located by the Canny edge operator. After that, a sub-pixel detection method based on improved Zernike moment was used to accurately locate the sub-pixel edge. Besides, our system also proposed an algorithm combining Hough transform and the least square method to fit sub-pixel edge points, which improved the measurement accuracy of micro-nano fiber diameters to the nanometer level. The measurement results of micro-nano fiber diameter show that the system can achieve high automation with a measurement error of less than 3.51%, and the running time is 2.671 s. It can be applied to the high-precision and real-time measurement of micro-nano fiber morphology.
Keywords:micro-nano fiber  diameter measurement  machine vision  image segmentation  edge detection
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