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Using matrix norms to estimate the direction of arrival of planar waves on an ULA

Authors :
Hugo Silva
Yroá R. Ferreira
Diego Burgos
Oliver Sander
Edna Lúcia Flôres
Jonas Kunzler
Mário José de Souza
Rodrigo Pinto Lemos
Source :
Journal of the Franklin Institute. 356:4949-4969
Publication Year :
2019
Publisher :
Elsevier BV, 2019.

Abstract

SEAD method estimates the direction-of-arrival angles on an uniformly linear array based on the difference between the two largest singular values, what is called differential spectrum. Although it presented an outstanding performance, the ability to indicate the source positions was not elucidated yet. Inspired by the differential spectrum formulation we derived a total differential spectrum and found out that the matrix norm induced by the vector 2-norm of a modified spatial covariance matrix can be used to estimate the direction-of-arrival of multiple plane waves. Indeed we show that matrix norms are estimators and we propose their use instead of the singular value decomposition in SEAD-based methods. We present a general mathematical expression in order to explicit the operating principles of the proposed methods. Consequently, we were able to explain how the relation between the arriving and the search angles produces the larger peaks on the differential spectrum. To evaluate the important role played by matrix norms, a thousand experiments were carried out. They showed that the proposed approach proved to be as accurate as the previous SEAD-based methods, while providing a significant reduction on runtime. It also outperformed well-established methods like MODEX regarding the estimation error.

Details

ISSN :
00160032
Volume :
356
Database :
OpenAIRE
Journal :
Journal of the Franklin Institute
Accession number :
edsair.doi.dedup.....efd973435e518976f12acb0d45cab3c0
Full Text :
https://doi.org/10.1016/j.jfranklin.2019.04.024