A MODIFIED RANSAC METHOD FOR THREE-DIMENSIONAL SCATTERING CENTER EXTRACTION AT A SINGLE ELEVATION
Author(s) -
Qinglin Zhai,
Jiemin Hu,
Xingwei Yan,
Ronghui Zhan,
Jianping Ou,
Jun Zhang
Publication year - 2016
Publication title -
progress in electromagnetics research b
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.208
H-Index - 47
ISSN - 1937-6472
DOI - 10.2528/pierb16020508
Subject(s) - ransac , elevation (ballistics) , extraction (chemistry) , center (category theory) , computer science , geology , artificial intelligence , mathematics , geometry , chromatography , chemistry , image (mathematics) , crystallography
In this paper, we focus on the 3D SC model reconstruction from data with wide azimuthal aperture at a single elevation. Since the existing method is difficult to implement for high-frequency signal or large-size target, we propose a modified RANSAC method for the extraction. In our approach, the 3D positions of the SCs are estimated from the 1D SCs via a modified RANSAC method. Then the scattering coefficients are refined via a linear least squares algorithm. The approach is robust with noise because the RANSAC method is able to tolerate a tremendous fraction of outliers. Moreover, it does not suffer from limited accuracy caused by the discretization of the parameter space in [13]. Experiments demonstrate the effectiveness of the proposed approach.
Accelerating Research
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom
Address
John Eccles HouseRobert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom