TY - JOUR
T1 - Best ellipse and cylinder parameters estimation from laser profile scan sections
AU - Rahayem, Mohamed
AU - Werghi, Naoufel
AU - Kjellander, Johan
PY - 2012/9
Y1 - 2012/9
N2 - Industrial applications like robot-aided welding, automated inspection, and 3D measurements require 3D points to be captured from the surfaces of objects and processed to calculate the information-of-interest. The lack of research focused on fitting ellipses to 3D laser profile data, and the intrinsic features that distinguish it from 2D digital images, motivated us to conduct a comparative study involving the most popular ellipse-fitting methods. After describing our laser profile scanning system, and a survey of ellipse-fitting methods, we compare, using extensive experiments performed with synthetic and real data, the fitting algorithms in terms of stability and accuracy with respect to a variety of factors. The estimate obtained with the best method is used to initialize a robust non-linear iterative ellipse fitting method. Finally, we describe a novel method for the construction of cylindrical surfaces from estimated elliptical sections.
AB - Industrial applications like robot-aided welding, automated inspection, and 3D measurements require 3D points to be captured from the surfaces of objects and processed to calculate the information-of-interest. The lack of research focused on fitting ellipses to 3D laser profile data, and the intrinsic features that distinguish it from 2D digital images, motivated us to conduct a comparative study involving the most popular ellipse-fitting methods. After describing our laser profile scanning system, and a survey of ellipse-fitting methods, we compare, using extensive experiments performed with synthetic and real data, the fitting algorithms in terms of stability and accuracy with respect to a variety of factors. The estimate obtained with the best method is used to initialize a robust non-linear iterative ellipse fitting method. Finally, we describe a novel method for the construction of cylindrical surfaces from estimated elliptical sections.
KW - Curve fitting
KW - Ellipse fitting
KW - Industrial robot vision system
KW - Laser profile scanner
KW - Pattern analysis
UR - http://www.scopus.com/inward/record.url?scp=84861585948&partnerID=8YFLogxK
U2 - 10.1016/j.optlaseng.2012.03.014
DO - 10.1016/j.optlaseng.2012.03.014
M3 - Article
AN - SCOPUS:84861585948
SN - 0143-8166
VL - 50
SP - 1242
EP - 1259
JO - Optics and Lasers in Engineering
JF - Optics and Lasers in Engineering
IS - 9
ER -