•  
  •  
 

Abstract

Detection of circular parts is proposed based on improved Hough transform algorithm. 70%~80% of the edge pixels of the circular parts image are randomly sampled based on the minimum error, which reduced the accumulation of irrelevant data. The clustering algorithm is avoided the appearance of false center, and the roundness is judged by the eligibility of actual circular parts, which give the process. The experimental results show that the parameter value of the improved Hough transform algorithm is closest to the standard value, and the average uncertainty of the circular parts were 0.053 3, which is 35.55%, 32.10%, 26.48%, 18.63%, 8.26% lower than CNN, HT, RHT, PHT and SHT, the measurement accuracy is higher than other algorithms.

Publication Date

3-28-2021

First Page

112

Last Page

115,143

DOI

10.13652/j.issn.1003-5788.2021.03.021

References

[1] 王玉源, 徐杰, 吉卫喜, 等. 从特征识别到局部拼接的零件轴承孔在线检测[J]. 食品与机械, 2019, 35(2): 123-128.
[2] 王婷, 何小海, 孙伟恒, 等. 结合卷积神经网络的HEVC帧内编码压缩改进算法[J]. 太赫兹科学与电子信息学报, 2020, 18(2): 291-297.
[3] 蒋峰, 罗黎明, 陈建军, 等. 基于改进的Hough算法的细胞破碎智能监测计数系统[J]. 计量学报, 2018, 39(6): 902-907.
[4] 张汝祥, 陈德林, 季江伟, 等. 基于圆对称性和随机选点改进霍夫变换圆检测算法[J]. 科技创新与应用, 2019(14): 47-49.
[5] 林金龙, 石青云. 用点Hough变换实现圆检测的方法[J]. 计算机工程, 2003, 29(11): 17-18.
[6] 王红茹, 丁文. 一种改进的基于对称性的Hough变换圆检测算法[J]. 微电子学与计算机, 2014, 31(6): 121-124.
[7] 武洪恩, 倪良月, 王凯, 等. 基于Hu矩和递进Hough变换的SOT元件识别定位算法[J]. 组合机床与自动化加工技术, 2019(8): 4-7.
[8] 范松, 陈坤, 马文庆, 等. 基于多层图像分割hough变换的零件定位模型[J]. 中国设备工程, 2019(7): 126-128.
[9] 安培源, 张华. 基于边缘检测和Hough变换的圆定位算法[J]. 浙江理工大学学报(自然科学版), 2018, 39(5): 76-81.
[10] ADEM Kemal. Exudate detection for diabetic retinopathy with circular Hough transformation and convolutional neural networks[J]. Expert Systems with Applications, 2018, 114(30): 289-295.
[11] 薛怡宁, 何明栩, 徐川晴, 等. 基于梯度Hough变换和K-medoids聚类的年轮髓心定位[J]. 电子技术与软件工程, 2019(8): 70-72.
[12] 苗丹, 卢伟, 高娇娇, 等. 基于聚类与Hough变换的交通标志检测方法[J]. 计算机系统应用, 2019, 28(11): 213-217.
[13] 龚昕, 张楠. 基于Hough变换的圆检测算法的改进[J]. 信息技术, 2020, 44(6): 89-93.
[14] 申翠香, 张晓宇. 基于量子遗传算法的圆度误差测量研究[J]. 计量学报, 2018, 39(2): 242-245.
[15] 李刚, 邓岩, 姚禹, 等. 基于改进果蝇优化的机械圆度误差评定研究[J]. 机电技术, 2020(1): 28-32.

Share

COinS
 
 

To view the content in your browser, please download Adobe Reader or, alternately,
you may Download the file to your hard drive.

NOTE: The latest versions of Adobe Reader do not support viewing PDF files within Firefox on Mac OS and if you are using a modern (Intel) Mac, there is no official plugin for viewing PDF files within the browser window.