An iterative procedure for robust circle fitting

被引:13
|
作者
Guo, Jianfeng [1 ]
Yang, Jiameng [1 ]
机构
[1] Info Engn Univ, Kexuedadao Rd, Zhengzhou, Henan, Peoples R China
基金
中国国家自然科学基金;
关键词
Circle fitting; Geometric distance; Outlier; Median; Median Absolute Deviation;
D O I
10.1080/03610918.2018.1425443
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The problem of fitting circles and circular arcs to observed points arises in many areas of science. However, the fitting results by using most geometric and algebraic methods are not usually acceptable in the presence of outliers. An iterative procedure for robust circle fitting is proposed. During the iteration, Taubin's method is employed to obtain the center and radius. And then the geometric distances from the data points to the circle are computed, with which outliers are identified and removed. Numerical examples demonstrate that the proposed iterative procedure can alleviate the corrupted effect of outliers on the circle parameter estimates.
引用
收藏
页码:1872 / 1879
页数:8
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