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[formula omitted]-norm minimization for outlier-resistant elliptic positioning in [formula omitted]-stable impulsive interference.

Authors :
Xiong, Wenxin
He, Jiajun
So, Hing Cheung
Liang, Junli
Leung, Chi-Sing
Source :
Journal of the Franklin Institute. Jan2024, Vol. 361 Issue 1, p21-31. 11p.
Publication Year :
2024

Abstract

This short communication considers the problem of robust elliptic positioning (EP) in α -stable impulsive interference based on the ℓ p -norm minimization criterion. We start with converting the associated nonconvex optimization task into the well-established ℓ p -minimization framework of iteratively reweighted least squares (IRLS). While the effect of p is taken into account by a weight update step in each IRLS iteration, we employ an assortment of surrogate functions, in order to effectively handle the location update subproblem using the majorization–minimization technique. The superiority of our proposal over a number of existing EP methods in terms of localization accuracy in α -stable impulsive noise is demonstrated via numerical simulations. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00160032
Volume :
361
Issue :
1
Database :
Academic Search Index
Journal :
Journal of the Franklin Institute
Publication Type :
Periodical
Accession number :
174816036
Full Text :
https://doi.org/10.1016/j.jfranklin.2023.11.031