Nonlinear error compensation algorithm for signal resolution of chromatic confocal measurements

被引:9
作者
Dai, Jiacheng [1 ]
Zeng, Wenhan [2 ]
Zhong, Wenbin [2 ]
Jiang, Xiangqian [2 ]
Lu, Wenlong [1 ,3 ,4 ]
机构
[1] Huazhong Univ Sci & Technol HUST, State Key Lab Intelligent Mfg Equipment & Technol, Wuhan 430074, Peoples R China
[2] Univ Huddersfield, Sch Comp & Engn, Ctr Precis Technol, EPSRC Future Metrol Hub, Huddersfield HD1 3DH, England
[3] HUST, Shenzhen Res Inst, Shenzhen 518000, Peoples R China
[4] Opt Valley Lab, Wuhan 430074, Hubei, Peoples R China
基金
中国国家自然科学基金; 英国工程与自然科学研究理事会;
关键词
Chromatic confocal; Error compensation; Regression tree model; HEIGHT EXTRACTION; MICROSCOPY;
D O I
10.1016/j.measurement.2023.114091
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The mechanisms of the nonlinear error, primarily stemming from the deviation of the polynomial model fitting the wavelength-distance mapping relationship in chromatic confocal measurement, have been elucidated. A compensation method is proposed for the nonlinear error, based on a regression tree model. Through calibration experiments using our chromatic confocal sensor, an impressive improvement of over 40 % in precision could be achieved by our proposed compensation method, which advances from +/- 1 mu m to +/- 0.6 mu m within a 4 mm measurement range.
引用
收藏
页数:8
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