Super-Resolution DoA Estimation on a Co-Prime Array via Positive Atomic Norm Minimization
A super-resolution direction-of-arrival (DoA) estimation algorithm that employs a co-prime array and positive atomic norm minimization (ANM) is proposed. To exploit larger array cardinality, the co-prime array vector is constructed by arranging elements of a correlation matrix. The positive ANM is a...
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Format: | Article |
Language: | English |
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MDPI AG
2020-07-01
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Series: | Energies |
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Online Access: | https://www.mdpi.com/1996-1073/13/14/3609 |
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author | Hyeonjin Chung Young Mi Park Sunwoo Kim |
author_facet | Hyeonjin Chung Young Mi Park Sunwoo Kim |
author_sort | Hyeonjin Chung |
collection | DOAJ |
description | A super-resolution direction-of-arrival (DoA) estimation algorithm that employs a co-prime array and positive atomic norm minimization (ANM) is proposed. To exploit larger array cardinality, the co-prime array vector is constructed by arranging elements of a correlation matrix. The positive ANM is a technique that can enhance resolution when the coefficients of the atoms are the positive real numbers. A novel optimization problem is proposed to ensure the coefficients of the atoms are the positive real numbers, and the positive ANM is employed after solving the optimization problem. The simulation results show that the proposed algorithm achieves high resolution and has lower complexity than the other ANM-based super-resolution DoA estimation algorithm. |
first_indexed | 2024-03-09T06:11:59Z |
format | Article |
id | doaj.art-d8e0d8409d174abfbce57c0aee733602 |
institution | Directory Open Access Journal |
issn | 1996-1073 |
language | English |
last_indexed | 2024-03-09T06:11:59Z |
publishDate | 2020-07-01 |
publisher | MDPI AG |
record_format | Article |
series | Energies |
spelling | doaj.art-d8e0d8409d174abfbce57c0aee7336022023-12-03T11:57:40ZengMDPI AGEnergies1996-10732020-07-011314360910.3390/en13143609Super-Resolution DoA Estimation on a Co-Prime Array via Positive Atomic Norm MinimizationHyeonjin Chung0Young Mi Park1Sunwoo Kim2Department of Electronics and Computer Engineering, Hanyang University, Seoul 04763, KoreaElectronic Warfare PMO, Agency for Defense Development, Daejeon 305-600, KoreaDepartment of Electronics and Computer Engineering, Hanyang University, Seoul 04763, KoreaA super-resolution direction-of-arrival (DoA) estimation algorithm that employs a co-prime array and positive atomic norm minimization (ANM) is proposed. To exploit larger array cardinality, the co-prime array vector is constructed by arranging elements of a correlation matrix. The positive ANM is a technique that can enhance resolution when the coefficients of the atoms are the positive real numbers. A novel optimization problem is proposed to ensure the coefficients of the atoms are the positive real numbers, and the positive ANM is employed after solving the optimization problem. The simulation results show that the proposed algorithm achieves high resolution and has lower complexity than the other ANM-based super-resolution DoA estimation algorithm.https://www.mdpi.com/1996-1073/13/14/3609super-resolutionpositive atomic norm minimizationco-prime arraydirection-of-arrival (DoA) estimationcontinuous compressive sensing |
spellingShingle | Hyeonjin Chung Young Mi Park Sunwoo Kim Super-Resolution DoA Estimation on a Co-Prime Array via Positive Atomic Norm Minimization Energies super-resolution positive atomic norm minimization co-prime array direction-of-arrival (DoA) estimation continuous compressive sensing |
title | Super-Resolution DoA Estimation on a Co-Prime Array via Positive Atomic Norm Minimization |
title_full | Super-Resolution DoA Estimation on a Co-Prime Array via Positive Atomic Norm Minimization |
title_fullStr | Super-Resolution DoA Estimation on a Co-Prime Array via Positive Atomic Norm Minimization |
title_full_unstemmed | Super-Resolution DoA Estimation on a Co-Prime Array via Positive Atomic Norm Minimization |
title_short | Super-Resolution DoA Estimation on a Co-Prime Array via Positive Atomic Norm Minimization |
title_sort | super resolution doa estimation on a co prime array via positive atomic norm minimization |
topic | super-resolution positive atomic norm minimization co-prime array direction-of-arrival (DoA) estimation continuous compressive sensing |
url | https://www.mdpi.com/1996-1073/13/14/3609 |
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