Low-Complexity separable beamformers for massive antenna array systems
| Autor(a) principal: | |
|---|---|
| Data de Publicação: | 2019 |
| Outros Autores: | , , |
| 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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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 |
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eng |
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info:eu-repo/semantics/openAccess |
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openAccess |
| dc.publisher.none.fl_str_mv |
IET Signal Processing |
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IET Signal Processing |
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reponame:Repositório Institucional da Universidade Federal do Ceará (UFC) instname:Universidade Federal do Ceará (UFC) instacron:UFC |
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