Efficient receivers for cellular massive mimo systems and random access in cell-free networks.

Detalhes bibliográficos
Ano de defesa: 2021
Autor(a) principal: Rodrigues, Victor Croisfelt
Orientador(a): Não Informado pela instituição
Banca de defesa: Não Informado pela instituição
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: eng
Instituição de defesa: Biblioteca Digitais de Teses e Dissertações da USP
Programa de Pós-Graduação: Não Informado pela instituição
Departamento: Não Informado pela instituição
País: Não Informado pela instituição
Palavras-chave em Português:
5G
6G
Link de acesso: https://www.teses.usp.br/teses/disponiveis/3/3142/tde-17092021-112812/
Resumo: This dissertation addresses two problems of interest to enable future wireless networks of fifth and sixth generation (5G and 6G, respectively): the design of efficient receivers and massive random access. The first problem is discussed in the context of cellular networks in which a massive number of antennas, hundreds to thousands, at the base station (BS) serves a large number of users, tens to hundreds, constituting a system of massive multiple-inputs multipleoutputs (M-MIMO). To make these systems more scalable, we consider the design of iterative receivers based on the Kaczmarz algorithm. We study acceleration techniques to increase the efficiency of such receivers, as well as robustness to the different effects of wireless channels. In addition to classical effects of pathloss and of spatial correlation, the considered channel effects cover the regime of extra-large-scale MIMO systems (XL-MIMO), with the emergence of the so-called spatial non-stationarities. Receiver designs also consider centralized and decentralized baseband hardware architectures. The results show that our receiver designs based on accelerated iterative methods allow better control of the trade-off between performance and complexity under different wireless channel conditions. The second problem is related to the study of how massive random access can be solved in cell-free M-MIMO systems. We adapt the strongest user collision resolution (SUCRe) protocol for the cell-free M-MIMO system, which was initially proposed for cellular M-MIMO systems. This study allows us to better understand how the fact that antennas are geographically distributed can further help support a large number of simultaneous accesses in future wireless networks conceptually centered on mobile users.
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spelling Efficient receivers for cellular massive mimo systems and random access in cell-free networks.Receptores eficientes para sistemas celulares MIMO massivo e acesso aleatório em redes livre-de-células.5G6GCell-free networksCellular networksExtra-large scale massive MIMOKaczmarzMassive MIMORandom accessReceiver designSUCReTelecomunicaçõesThis dissertation addresses two problems of interest to enable future wireless networks of fifth and sixth generation (5G and 6G, respectively): the design of efficient receivers and massive random access. The first problem is discussed in the context of cellular networks in which a massive number of antennas, hundreds to thousands, at the base station (BS) serves a large number of users, tens to hundreds, constituting a system of massive multiple-inputs multipleoutputs (M-MIMO). To make these systems more scalable, we consider the design of iterative receivers based on the Kaczmarz algorithm. We study acceleration techniques to increase the efficiency of such receivers, as well as robustness to the different effects of wireless channels. In addition to classical effects of pathloss and of spatial correlation, the considered channel effects cover the regime of extra-large-scale MIMO systems (XL-MIMO), with the emergence of the so-called spatial non-stationarities. Receiver designs also consider centralized and decentralized baseband hardware architectures. The results show that our receiver designs based on accelerated iterative methods allow better control of the trade-off between performance and complexity under different wireless channel conditions. The second problem is related to the study of how massive random access can be solved in cell-free M-MIMO systems. We adapt the strongest user collision resolution (SUCRe) protocol for the cell-free M-MIMO system, which was initially proposed for cellular M-MIMO systems. This study allows us to better understand how the fact that antennas are geographically distributed can further help support a large number of simultaneous accesses in future wireless networks conceptually centered on mobile users.Esta dissertação aborda dois problemas de interesse para viabilizar as futuras redes sem fio de quinta e sexta geração (5G e 6G, respectivamente): o projeto de receptores eficientes e o acesso aleatório massivo. O primeiro problema ´e discutido no contexto de redes celulares em que um número massivo de antenas, centenas a milhares, na estação rádio-base (BS) serve um grande número de usuários, dezenas a centenas, constituindo um sistema de múltiplas entradas e múltiplas-saídas massivo (M-MIMO). Para tornar esses sistemas mais escaláveis, adotamos o projeto de receptores iterativos baseados no algoritmo de Kaczmarz. Estudamos técnicas de aceleração para aumentar a eficiência de tais receptores, bem como sua robustez aos diferentes efeitos do canal sem fio. Além de efeitos clássicos de atenuação de potência e da correlação espacial, os efeitos do canal considerados abrangem o regime de sistemas MIMO de escala extra-grande (XL-MIMO), com o surgimento das chamadas não-estacionaridades espaciais. Os projetos de receptores consideram tanto arquiteturas de hardware de banda base centralizadas quanto arquiteturas descentralizadas. Os resultados mostram que nossos projetos de receptores baseados em métodos iterativos acelerados permitem um melhor controle do compromisso desempenho-complexidade sob diferentes condições do canal sem fio. O segundo problema está relacionado ao estudo de como o acesso aleatório massivo pode ser resolvido em sistemas M-MIMO livres de células. Adaptamos ao sistema M-MIMO livre-de-células o protocolo denominado resolução de colisões baseado no usuário mais forte (SUCRe), proposto inicialmente para sistemas M-MIMO celulares. Este estudo permite-nos compreender melhor como o fato das antenas estarem distribuídas geograficamente pode ajudar a suportar um maior número de acessos simultâneos em futuras redes sem fios conceitualmente centradas no usuário móvel.Biblioteca Digitais de Teses e Dissertações da USPAbrão, TaufikPopovski, PetarRodrigues, Victor Croisfelt2021-08-06info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttps://www.teses.usp.br/teses/disponiveis/3/3142/tde-17092021-112812/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPLiberar o conteúdo para acesso público.info:eu-repo/semantics/openAccesseng2021-09-20T13:31:06Zoai:teses.usp.br:tde-17092021-112812Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212021-09-20T13:31:06Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Efficient receivers for cellular massive mimo systems and random access in cell-free networks.
Receptores eficientes para sistemas celulares MIMO massivo e acesso aleatório em redes livre-de-células.
title Efficient receivers for cellular massive mimo systems and random access in cell-free networks.
spellingShingle Efficient receivers for cellular massive mimo systems and random access in cell-free networks.
Rodrigues, Victor Croisfelt
5G
6G
Cell-free networks
Cellular networks
Extra-large scale massive MIMO
Kaczmarz
Massive MIMO
Random access
Receiver design
SUCRe
Telecomunicações
title_short Efficient receivers for cellular massive mimo systems and random access in cell-free networks.
title_full Efficient receivers for cellular massive mimo systems and random access in cell-free networks.
title_fullStr Efficient receivers for cellular massive mimo systems and random access in cell-free networks.
title_full_unstemmed Efficient receivers for cellular massive mimo systems and random access in cell-free networks.
title_sort Efficient receivers for cellular massive mimo systems and random access in cell-free networks.
author Rodrigues, Victor Croisfelt
author_facet Rodrigues, Victor Croisfelt
author_role author
dc.contributor.none.fl_str_mv Abrão, Taufik
Popovski, Petar
dc.contributor.author.fl_str_mv Rodrigues, Victor Croisfelt
dc.subject.por.fl_str_mv 5G
6G
Cell-free networks
Cellular networks
Extra-large scale massive MIMO
Kaczmarz
Massive MIMO
Random access
Receiver design
SUCRe
Telecomunicações
topic 5G
6G
Cell-free networks
Cellular networks
Extra-large scale massive MIMO
Kaczmarz
Massive MIMO
Random access
Receiver design
SUCRe
Telecomunicações
description This dissertation addresses two problems of interest to enable future wireless networks of fifth and sixth generation (5G and 6G, respectively): the design of efficient receivers and massive random access. The first problem is discussed in the context of cellular networks in which a massive number of antennas, hundreds to thousands, at the base station (BS) serves a large number of users, tens to hundreds, constituting a system of massive multiple-inputs multipleoutputs (M-MIMO). To make these systems more scalable, we consider the design of iterative receivers based on the Kaczmarz algorithm. We study acceleration techniques to increase the efficiency of such receivers, as well as robustness to the different effects of wireless channels. In addition to classical effects of pathloss and of spatial correlation, the considered channel effects cover the regime of extra-large-scale MIMO systems (XL-MIMO), with the emergence of the so-called spatial non-stationarities. Receiver designs also consider centralized and decentralized baseband hardware architectures. The results show that our receiver designs based on accelerated iterative methods allow better control of the trade-off between performance and complexity under different wireless channel conditions. The second problem is related to the study of how massive random access can be solved in cell-free M-MIMO systems. We adapt the strongest user collision resolution (SUCRe) protocol for the cell-free M-MIMO system, which was initially proposed for cellular M-MIMO systems. This study allows us to better understand how the fact that antennas are geographically distributed can further help support a large number of simultaneous accesses in future wireless networks conceptually centered on mobile users.
publishDate 2021
dc.date.none.fl_str_mv 2021-08-06
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://www.teses.usp.br/teses/disponiveis/3/3142/tde-17092021-112812/
url https://www.teses.usp.br/teses/disponiveis/3/3142/tde-17092021-112812/
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv
dc.rights.driver.fl_str_mv Liberar o conteúdo para acesso público.
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Liberar o conteúdo para acesso público.
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.coverage.none.fl_str_mv
dc.publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
dc.source.none.fl_str_mv
reponame:Biblioteca Digital de Teses e Dissertações da USP
instname:Universidade de São Paulo (USP)
instacron:USP
instname_str Universidade de São Paulo (USP)
instacron_str USP
institution USP
reponame_str Biblioteca Digital de Teses e Dissertações da USP
collection Biblioteca Digital de Teses e Dissertações da USP
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)
repository.mail.fl_str_mv virginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.br
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