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基于图像饱和度分量Zernike矩的元件封装识别
引用本文:袁小平,龚戬. 基于图像饱和度分量Zernike矩的元件封装识别[J]. 科学技术与工程, 2020, 20(14): 5656-5660
作者姓名:袁小平  龚戬
作者单位:中国矿业大学信息与控制工程学院,徐州221116;中国矿业大学信息与控制工程学院,徐州221116
基金项目:科技部科技支撑项目(2013BAK06B08)
摘    要:针对电子元件的自动检测识别问题,给出一种图像饱和度分量的Zernike矩识别电子元件的新方法。根据电子元件的图像颜色特征,分层提取原始图像的饱和度分量,通过遗传算法对饱和度图像分量进行二值化分割并计算改进的Zernike矩作为元件图像的识别特征,利用切比雪夫与曼哈顿距离加权线性来取代传统的欧氏距离判断相似性,降低相似性判定时的运算时间,从而达到识别元器件外观的目的。实验表明,该方法能够准确地识别待测的元器件封装,可应用于电子元件生产和检测中。

关 键 词:元器件识别  色彩提取  遗传算法  Zernike矩  相似性判定
收稿时间:2019-08-19
修稿时间:2020-02-08

Component Packaging Recognition Based on Zernike Moment of Image Saturation
Yuan Xiaoping,Gong Jian. Component Packaging Recognition Based on Zernike Moment of Image Saturation[J]. Science Technology and Engineering, 2020, 20(14): 5656-5660
Authors:Yuan Xiaoping  Gong Jian
Affiliation:School of Information and Control Engineering, China University of Mining and Technology
Abstract:With regard to automatic detection and recognition of electronic components, a new Zernike moment recognition method for electronic components based on the saturation of image is presented in this paper. According to the image color characteristics of electronic components, the saturation components of the original image are extracted hierarchically. The saturation image components are binarized by genetic algorithm and the improved Zernike moments are computed as the recognition features of the component image. Then, Chebyshev and Manhattan distance weighted linearity are used to replace the traditional Euclidean distance to judge similarity and reduce the operation time of similarity determination, so as to achieve the purpose of identifying the appearance of components. Experiments show that this method can accurately identify the components package to be tested, and can be applied to the production and detection of electronic components.
Keywords:component recognition  colour extraction  genetic algorithm  Zernike moment  similarity determination
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