Propagator Method using PARAFAC Model for Two Dimensional Source Localization

In this paper, we addressed the problem of estimating the two-dimensional (2D) Direction of Arrival (DOA) elevation and azimuth angles for multiple sources. The proposed method employs Propagator Method (PM) in conjunction with parallel factor (PARAFAC) model using a new antenna array configuration....

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Main Authors: N. Tayem, K. Majeed, A. A. Hussain
Format: Article
Language:English
Published: Spolecnost pro radioelektronicke inzenyrstvi 2018-08-01
Series:Radioengineering
Subjects:
Online Access:https://www.radioeng.cz/fulltexts/2018/18_03_0770_0775.pdf
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spelling doaj-f4eeef2d6785491b9d25cf18c02623b72020-11-24T20:50:50ZengSpolecnost pro radioelektronicke inzenyrstviRadioengineering1210-25122018-08-01273770775Propagator Method using PARAFAC Model for Two Dimensional Source LocalizationN. TayemK. MajeedA. A. HussainIn this paper, we addressed the problem of estimating the two-dimensional (2D) Direction of Arrival (DOA) elevation and azimuth angles for multiple sources. The proposed method employs Propagator Method (PM) in conjunction with parallel factor (PARAFAC) model using a new antenna array configuration. The proposed method overcomes two main drawbacks in the existing 2D DOA schemes: use of high computation eigenvalue decomposition (EVD) or singular value decomposition (SVD), and complex pair-matching methods for elevation and azimuth angles in case of multiple sources. Therefore, significant reduction in computational load and complexity are achieved. Computer simulations demonstrate the effectiveness of the proposed method.https://www.radioeng.cz/fulltexts/2018/18_03_0770_0775.pdfUniform linear arraystwo-dimensional (2D)Direction-of-Arrival (DOA)non-coherent sourcesPARAFAC model
collection DOAJ
language English
format Article
sources DOAJ
author N. Tayem
K. Majeed
A. A. Hussain
spellingShingle N. Tayem
K. Majeed
A. A. Hussain
Propagator Method using PARAFAC Model for Two Dimensional Source Localization
Radioengineering
Uniform linear arrays
two-dimensional (2D)
Direction-of-Arrival (DOA)
non-coherent sources
PARAFAC model
author_facet N. Tayem
K. Majeed
A. A. Hussain
author_sort N. Tayem
title Propagator Method using PARAFAC Model for Two Dimensional Source Localization
title_short Propagator Method using PARAFAC Model for Two Dimensional Source Localization
title_full Propagator Method using PARAFAC Model for Two Dimensional Source Localization
title_fullStr Propagator Method using PARAFAC Model for Two Dimensional Source Localization
title_full_unstemmed Propagator Method using PARAFAC Model for Two Dimensional Source Localization
title_sort propagator method using parafac model for two dimensional source localization
publisher Spolecnost pro radioelektronicke inzenyrstvi
series Radioengineering
issn 1210-2512
publishDate 2018-08-01
description In this paper, we addressed the problem of estimating the two-dimensional (2D) Direction of Arrival (DOA) elevation and azimuth angles for multiple sources. The proposed method employs Propagator Method (PM) in conjunction with parallel factor (PARAFAC) model using a new antenna array configuration. The proposed method overcomes two main drawbacks in the existing 2D DOA schemes: use of high computation eigenvalue decomposition (EVD) or singular value decomposition (SVD), and complex pair-matching methods for elevation and azimuth angles in case of multiple sources. Therefore, significant reduction in computational load and complexity are achieved. Computer simulations demonstrate the effectiveness of the proposed method.
topic Uniform linear arrays
two-dimensional (2D)
Direction-of-Arrival (DOA)
non-coherent sources
PARAFAC model
url https://www.radioeng.cz/fulltexts/2018/18_03_0770_0775.pdf
work_keys_str_mv AT ntayem propagatormethodusingparafacmodelfortwodimensionalsourcelocalization
AT kmajeed propagatormethodusingparafacmodelfortwodimensionalsourcelocalization
AT aahussain propagatormethodusingparafacmodelfortwodimensionalsourcelocalization
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