Wideband DOA Estimation on Co-prime Array via Atomic Norm Minimization
This paper introduces a low complexity wideband direction-of-arrival (DOA) estimation algorithm on the co-prime array. To increase the number of the detectable signal sources and to prevent an unnecessary increase in complexity, the low dimensional co-prime array vector is constructed by arranging e...
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doaj-1749f95208fc43d992b05c3c92b06b0e2020-11-25T02:58:51ZengMDPI AGEnergies1996-10732020-06-01133235323510.3390/en13123235Wideband DOA Estimation on Co-prime Array via 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, KoreaThis paper introduces a low complexity wideband direction-of-arrival (DOA) estimation algorithm on the co-prime array. To increase the number of the detectable signal sources and to prevent an unnecessary increase in complexity, the low dimensional co-prime array vector is constructed by arranging elements of the correlation matrix at every frequency bin. The atomic norm minimization (ANM)-based approach resolves the grid-mismatch, which causes an inevitable error in the compressive sensing (CS)-based DOA estimation. However, the complexity surges when the ANM is exploited to the wideband DOA estimation on the co-prime array. The surging complexity of the ANM-based wideband DOA estimation on the co-prime array is handled by solving the time-saving semidefinite programming (SDP) motivated by the ANM for multiple measurement vector (MMV) case. Simulation results show that the proposed algorithm has high accuracy and low complexity compared to compressive sensing (CS)-based wideband DOA estimation algorithms that exploit the co-prime array.https://www.mdpi.com/1996-1073/13/12/3235atomic norm minimization (ANM)wideband sourcesdirection-of-arrival (DOA) estimationco-prime array |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Hyeonjin Chung Young Mi Park Sunwoo Kim |
spellingShingle |
Hyeonjin Chung Young Mi Park Sunwoo Kim Wideband DOA Estimation on Co-prime Array via Atomic Norm Minimization Energies atomic norm minimization (ANM) wideband sources direction-of-arrival (DOA) estimation co-prime array |
author_facet |
Hyeonjin Chung Young Mi Park Sunwoo Kim |
author_sort |
Hyeonjin Chung |
title |
Wideband DOA Estimation on Co-prime Array via Atomic Norm Minimization |
title_short |
Wideband DOA Estimation on Co-prime Array via Atomic Norm Minimization |
title_full |
Wideband DOA Estimation on Co-prime Array via Atomic Norm Minimization |
title_fullStr |
Wideband DOA Estimation on Co-prime Array via Atomic Norm Minimization |
title_full_unstemmed |
Wideband DOA Estimation on Co-prime Array via Atomic Norm Minimization |
title_sort |
wideband doa estimation on co-prime array via atomic norm minimization |
publisher |
MDPI AG |
series |
Energies |
issn |
1996-1073 |
publishDate |
2020-06-01 |
description |
This paper introduces a low complexity wideband direction-of-arrival (DOA) estimation algorithm on the co-prime array. To increase the number of the detectable signal sources and to prevent an unnecessary increase in complexity, the low dimensional co-prime array vector is constructed by arranging elements of the correlation matrix at every frequency bin. The atomic norm minimization (ANM)-based approach resolves the grid-mismatch, which causes an inevitable error in the compressive sensing (CS)-based DOA estimation. However, the complexity surges when the ANM is exploited to the wideband DOA estimation on the co-prime array. The surging complexity of the ANM-based wideband DOA estimation on the co-prime array is handled by solving the time-saving semidefinite programming (SDP) motivated by the ANM for multiple measurement vector (MMV) case. Simulation results show that the proposed algorithm has high accuracy and low complexity compared to compressive sensing (CS)-based wideband DOA estimation algorithms that exploit the co-prime array. |
topic |
atomic norm minimization (ANM) wideband sources direction-of-arrival (DOA) estimation co-prime array |
url |
https://www.mdpi.com/1996-1073/13/12/3235 |
work_keys_str_mv |
AT hyeonjinchung widebanddoaestimationoncoprimearrayviaatomicnormminimization AT youngmipark widebanddoaestimationoncoprimearrayviaatomicnormminimization AT sunwookim widebanddoaestimationoncoprimearrayviaatomicnormminimization |
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1724704833105035264 |