Low-Complexity separable beamformers for massive antenna array systems

Detalhes bibliográficos
Autor(a) principal: Ribeiro, Lucas Nogueira
Data de Publicação: 2019
Outros Autores: Almeida, André Lima Férrer de, Nossek, Josef Anton, Mota, João César Moura
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da Universidade Federal do Ceará (UFC)
Texto Completo: http://www.repositorio.ufc.br/handle/riufc/70568
Resumo: Future cellular systems will likely employ massive bi-dimensional arrays to improve performance by large array gain and more accurate spatial filtering, motivating the design of low-complexity signal-processing methods. The authors propose optimising a Kronecker-separable beamforming filter that takes advantage of the bi-dimensional array geometry to reduce computational costs. The Kronecker factors are obtained using two strategies: alternating optimisation and sub-array minimum mean square error (MMSE) beamforming with Tikhonov regularisation. According to the simulation results, the proposed methods are computationally efficient but come with source recovery degradation, which becomes negligible when the sources are sufficiently separated in space.
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spelling Ribeiro, Lucas NogueiraAlmeida, André Lima Férrer deNossek, Josef AntonMota, João César Moura2023-02-08T13:13:58Z2023-02-08T13:13:58Z2019MOTA, J. C. M. et al. Low-Complexity separable beamformers for massive antenna array systems. IET Signal Processing, [s.l.], v. 13, n. 4, p. 434-442, 2019. DOI: https://doi.org/10.1049/iet-spr.2018.51151751-9675http://www.repositorio.ufc.br/handle/riufc/70568Future cellular systems will likely employ massive bi-dimensional arrays to improve performance by large array gain and more accurate spatial filtering, motivating the design of low-complexity signal-processing methods. The authors propose optimising a Kronecker-separable beamforming filter that takes advantage of the bi-dimensional array geometry to reduce computational costs. The Kronecker factors are obtained using two strategies: alternating optimisation and sub-array minimum mean square error (MMSE) beamforming with Tikhonov regularisation. According to the simulation results, the proposed methods are computationally efficient but come with source recovery degradation, which becomes negligible when the sources are sufficiently separated in space.IET Signal ProcessingKronecker-separable beamformingMassive bi-dimensional arraysMinimum mean square error (MMSE)BeamformersLow-Complexity separable beamformers for massive antenna array systemsinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleengreponame:Repositório Institucional da Universidade Federal do Ceará (UFC)instname:Universidade Federal do Ceará (UFC)instacron:UFCinfo:eu-repo/semantics/openAccessLICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://repositorio.ufc.br/bitstream/riufc/70568/2/license.txt8a4605be74aa9ea9d79846c1fba20a33MD52ORIGINAL2019_art_jcmmota.pdf2019_art_jcmmota.pdfapplication/pdf2334339http://repositorio.ufc.br/bitstream/riufc/70568/1/2019_art_jcmmota.pdf243225a135037b1ae805dd2d70d8e87bMD51riufc/705682023-02-14 10:19:38.47oai:repositorio.ufc.br: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Repositório InstitucionalPUBhttp://www.repositorio.ufc.br/ri-oai/requestbu@ufc.br || repositorio@ufc.bropendoar:2023-02-14T13:19:38Repositório Institucional da Universidade Federal do Ceará (UFC) - Universidade Federal do Ceará (UFC)false
dc.title.pt_BR.fl_str_mv Low-Complexity separable beamformers for massive antenna array systems
title Low-Complexity separable beamformers for massive antenna array systems
spellingShingle Low-Complexity separable beamformers for massive antenna array systems
Ribeiro, Lucas Nogueira
Kronecker-separable beamforming
Massive bi-dimensional arrays
Minimum mean square error (MMSE)
Beamformers
title_short Low-Complexity separable beamformers for massive antenna array systems
title_full Low-Complexity separable beamformers for massive antenna array systems
title_fullStr Low-Complexity separable beamformers for massive antenna array systems
title_full_unstemmed Low-Complexity separable beamformers for massive antenna array systems
title_sort Low-Complexity separable beamformers for massive antenna array systems
author Ribeiro, Lucas Nogueira
author_facet Ribeiro, Lucas Nogueira
Almeida, André Lima Férrer de
Nossek, Josef Anton
Mota, João César Moura
author_role author
author2 Almeida, André Lima Férrer de
Nossek, Josef Anton
Mota, João César Moura
author2_role author
author
author
dc.contributor.author.fl_str_mv Ribeiro, Lucas Nogueira
Almeida, André Lima Férrer de
Nossek, Josef Anton
Mota, João César Moura
dc.subject.por.fl_str_mv Kronecker-separable beamforming
Massive bi-dimensional arrays
Minimum mean square error (MMSE)
Beamformers
topic Kronecker-separable beamforming
Massive bi-dimensional arrays
Minimum mean square error (MMSE)
Beamformers
description Future cellular systems will likely employ massive bi-dimensional arrays to improve performance by large array gain and more accurate spatial filtering, motivating the design of low-complexity signal-processing methods. The authors propose optimising a Kronecker-separable beamforming filter that takes advantage of the bi-dimensional array geometry to reduce computational costs. The Kronecker factors are obtained using two strategies: alternating optimisation and sub-array minimum mean square error (MMSE) beamforming with Tikhonov regularisation. According to the simulation results, the proposed methods are computationally efficient but come with source recovery degradation, which becomes negligible when the sources are sufficiently separated in space.
publishDate 2019
dc.date.issued.fl_str_mv 2019
dc.date.accessioned.fl_str_mv 2023-02-08T13:13:58Z
dc.date.available.fl_str_mv 2023-02-08T13:13:58Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.citation.fl_str_mv MOTA, J. C. M. et al. Low-Complexity separable beamformers for massive antenna array systems. IET Signal Processing, [s.l.], v. 13, n. 4, p. 434-442, 2019. DOI: https://doi.org/10.1049/iet-spr.2018.5115
dc.identifier.uri.fl_str_mv http://www.repositorio.ufc.br/handle/riufc/70568
dc.identifier.issn.none.fl_str_mv 1751-9675
identifier_str_mv MOTA, J. C. M. et al. Low-Complexity separable beamformers for massive antenna array systems. IET Signal Processing, [s.l.], v. 13, n. 4, p. 434-442, 2019. DOI: https://doi.org/10.1049/iet-spr.2018.5115
1751-9675
url http://www.repositorio.ufc.br/handle/riufc/70568
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv IET Signal Processing
publisher.none.fl_str_mv IET Signal Processing
dc.source.none.fl_str_mv reponame:Repositório Institucional da Universidade Federal do Ceará (UFC)
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collection Repositório Institucional da Universidade Federal do Ceará (UFC)
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