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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.

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