Communication publiée dans un ouvrage (Colloques, congrès, conférences scientifiques et actes)
Accelerated Consensus ADMM for Widely Distributed Radar Imaging
MURTADA, Ahmed Abdelnaser Elsayed; MYSORE RAMA RAO, Bhavani Shankar; HU, Ruizhi et al.
2022In 2022 IEEE Radar Conference (RadarConf22) Proceedings
Peer reviewed
 

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Mots-clés :
Radar Imaging; Widely distributed; WSAR; ADMM
Résumé :
[en] Widely distributed radar systems are expected to enhance radar imaging performance due to their ability to capture diverse spatial scattering proprieties. Optimization-based sub-aperture imaging methods are used to adopt the isotropic scattering assumption within a narrow angular extent and reconstruct the scene image by fusing sub-aperture images. A previously proposed method based on consensus alternating direction method of multipliers (CADMM) provides a joint reconstruction of sub-aperture images along with a global image that represents the anisotropic scene. In this paper, we propose a modified version of CADMM which features lower complexity and faster convergence. By gradually learning the scene support during the iterative reconstruction, our proposed algorithm focuses on the image portion that contains the scattering targets and updates the sub-images accordingly. It also reduces the communication cost between the distributed sensors which need to exchange local image updates during CADMM iterations.
Centre de recherche :
- Interdisciplinary Centre for Security, Reliability and Trust (SnT) > SPARC- Signal Processing Applications in Radar and Communications
Disciplines :
Ingénierie électrique & électronique
Auteur, co-auteur :
MURTADA, Ahmed Abdelnaser Elsayed  ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SPARC
MYSORE RAMA RAO, Bhavani Shankar  ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SPARC
HU, Ruizhi ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SPARC
Schroeder, Udo
Co-auteurs externes :
no
Langue du document :
Anglais
Titre :
Accelerated Consensus ADMM for Widely Distributed Radar Imaging
Date de publication/diffusion :
2022
Nom de la manifestation :
IEEE Radar Conference
Date de la manifestation :
from 21-03-2022 to 25-03-2022
Manifestation à portée :
International
Titre de l'ouvrage principal :
2022 IEEE Radar Conference (RadarConf22) Proceedings
Peer reviewed :
Peer reviewed
Projet FnR :
FNR15364040 - Radar Distributed Sensors For Indoor Imaging, 2020 (01/10/2020-15/06/2024) - Ahmed Abdelnaser Elsayed Murtada
Organisme subsidiant :
FNR - Fonds National de la Recherche
Disponible sur ORBilu :
depuis le 30 novembre 2022

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