Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano

Detalhes bibliográficos
Autor(a) principal: Guedes, Luiz Gustavo Barros
Data de Publicação: 2023
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Biblioteca Digital de Teses e Dissertações da INATEL
Texto Completo: https://tede.inatel.br:8080/tede/handle/tede/244
Resumo: Spectrum sensing in underwater cognitive acoustic networks or in underwater acoustic sensor networks can be impaired by impulsive noise generated by snapping shrimps. In mathematical analysis or simulations, the amplitude variations of this noise are com monly modeled by the symmetric alpha-stable (S??S) distribution. As an alternative, the alpha-sub-Gaussian (??SG) distribution can model both temporal correlation and amplitude variations. This work evaluates the performance of underwater spectrum sensing with a direct-conversion receiver (DCR) under impulsive noise modeled by the S??S and ??SG distributions. Several recent test statistics are compared, demons trating that they have different degrees of robustness against impulsive noise and that the DCR is significantly less sensitive to this noise, compared to the conventional re ceiver model that does not take into account the influences of hardware characteristics into the performance of spectrum sensing. It was verified that, in the absence of im pulsive noise, the DCR model, compared to the conventional one, causes performance degradation in all detectors due to the signal processing steps considered therein. In the presence of impulsive noise, it was unveiled that, regardless of the receiver model used, not modeling the temporal correlation makes the performance to be underestima ted for most detectors analyzed.The GID and PRIDe detectors exhibited meaningfully robustness against impulsive noise in the most realistic scenario, whereas the AVC and ED detectors showed expressive sensitivity.
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spelling Guimar??es, Dayan Adionel739.337.836-15http://lattes.cnpq.br/2503439503631682Frigieri , Edielson Prevato2670279692816344http://lattes.cnpq.br/2670279692816344Guimar??es, Dayan Adionel739.337.836-15http://lattes.cnpq.br/2503439503631682Frigier, Edielson Prevato2670279692816344http://lattes.cnpq.br/2670279692816344Junior Portelinha , Francisco Martins4391259562428464http://lattes.cnpq.br/43912595624284641084070617310723http://lattes.cnpq.br/1084070617310723Guedes, Luiz Gustavo Barros2024-02-16T17:44:49Z2023-07-13Guedes, Luiz Gustavo Barros. Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano. 2023. [70 p.]. disserta????o( Mestrado em Engenharia de Telecomunica????es) - Instituto Nacional de Telecomunica????es, [Santa Rita do Sapuca??] .https://tede.inatel.br:8080/tede/handle/tede/244Spectrum sensing in underwater cognitive acoustic networks or in underwater acoustic sensor networks can be impaired by impulsive noise generated by snapping shrimps. In mathematical analysis or simulations, the amplitude variations of this noise are com monly modeled by the symmetric alpha-stable (S??S) distribution. As an alternative, the alpha-sub-Gaussian (??SG) distribution can model both temporal correlation and amplitude variations. This work evaluates the performance of underwater spectrum sensing with a direct-conversion receiver (DCR) under impulsive noise modeled by the S??S and ??SG distributions. Several recent test statistics are compared, demons trating that they have different degrees of robustness against impulsive noise and that the DCR is significantly less sensitive to this noise, compared to the conventional re ceiver model that does not take into account the influences of hardware characteristics into the performance of spectrum sensing. It was verified that, in the absence of im pulsive noise, the DCR model, compared to the conventional one, causes performance degradation in all detectors due to the signal processing steps considered therein. In the presence of impulsive noise, it was unveiled that, regardless of the receiver model used, not modeling the temporal correlation makes the performance to be underestima ted for most detectors analyzed.The GID and PRIDe detectors exhibited meaningfully robustness against impulsive noise in the most realistic scenario, whereas the AVC and ED detectors showed expressive sensitivity.O sensoriamento espectral em redes cognitivas subaqu??ticas por ondas ac??sticas ou em redes de sensores subaqu??ticos por ondas ac??sticas pode ser afetado pelo ru??do impulsivo gerado por camar??es-de-estalo. Em an??lises matem??ticas ou simula????es, as varia????es de amplitude desse ru??do s??o comumente modeladas pela distribui????o alfa- est??vel sim??trica ( symmetric alpha-stable, S??S). Como alternativa, h?? a distribui????o alfa-sub-Gaussiana (alpha-sub-Gaussian, ??SG), que pode modelar tanto a correla????o temporal quanto as varia????es de amplitude. Este trabalho avalia o desempenho do sensoriamento espectral subaqu??tico com DCR sob influ??ncia de ru??do impulsivo modelado pelas distribui????es S ??S e ??SG. Varias recentes estat??sticas de teste s??o comparadas, demonstrando que elas tem diferentes graus de robustez contra o ru??do impulsivo e que o DCR e significativamente menos sens??vel a esse ru??do, em compara????o com o modelo de receptor convencional que n??o leva em conta as influ??ncias das caracter??sticas de hardware no desempenho do sensoriamento espectral. Verificou-se que, na aus??ncia de ru??do impulsivo, o modelo DCR, em compara????o com o modelo convencional, causa degrada????o de desempenho em todos os detectores por conta das etapas de processamento de sinal nele consideradas. Na presen??a de ru??do impulsivo, revelou-se que, independentemente do modelo de receptor utilizado, a n??o modelagem da correla????o temporal faz com que o desempenho fique subestimado para a maioria dos detectores. Os detectores GID e PRIDe exibiram significativa robustez contra o ru??do impulsivo no cen??rio mais real, enquanto que os detectores AVC e ED mostraram expressiva sensibilidade.Submitted by Tede Dspace (tede@inatel.br) on 2024-02-16T17:43:52Z No. of bitstreams: 1 Disserta????o V.Final Luiz Gustavo Barros (1).pdf: 5653847 bytes, checksum: 8b730ffe80da19feff19dd96d990f5f7 (MD5)Made available in DSpace on 2024-02-16T17:44:49Z (GMT). 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dc.title.por.fl_str_mv Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano
title Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano
spellingShingle Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano
Guedes, Luiz Gustavo Barros
Sensoriamento espectral; receptor por convers??o direta; ru??do impulsivo; comunica????es subaqu??ticasticas; camar??o-de-estalo; S??S;??SG
Engenharia - Telecomunica????es
title_short Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano
title_full Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano
title_fullStr Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano
title_full_unstemmed Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano
title_sort Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano
author Guedes, Luiz Gustavo Barros
author_facet Guedes, Luiz Gustavo Barros
author_role author
dc.contributor.advisor2ID.por.fl_str_mv 2670279692816344
dc.contributor.advisor1.fl_str_mv Guimar??es, Dayan Adionel
dc.contributor.advisor1ID.fl_str_mv 739.337.836-15
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/2503439503631682
dc.contributor.advisor2.fl_str_mv Frigieri , Edielson Prevato
dc.contributor.advisor2Lattes.fl_str_mv http://lattes.cnpq.br/2670279692816344
dc.contributor.referee1.fl_str_mv Guimar??es, Dayan Adionel
dc.contributor.referee1ID.fl_str_mv 739.337.836-15
dc.contributor.referee1Lattes.fl_str_mv http://lattes.cnpq.br/2503439503631682
dc.contributor.referee2.fl_str_mv Frigier, Edielson Prevato
dc.contributor.referee2ID.fl_str_mv 2670279692816344
dc.contributor.referee2Lattes.fl_str_mv http://lattes.cnpq.br/2670279692816344
dc.contributor.referee3.fl_str_mv Junior Portelinha , Francisco Martins
dc.contributor.referee3ID.fl_str_mv 4391259562428464
dc.contributor.referee3Lattes.fl_str_mv http://lattes.cnpq.br/4391259562428464
dc.contributor.authorID.fl_str_mv 1084070617310723
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/1084070617310723
dc.contributor.author.fl_str_mv Guedes, Luiz Gustavo Barros
contributor_str_mv Guimar??es, Dayan Adionel
Frigieri , Edielson Prevato
Guimar??es, Dayan Adionel
Frigier, Edielson Prevato
Junior Portelinha , Francisco Martins
dc.subject.por.fl_str_mv Sensoriamento espectral; receptor por convers??o direta; ru??do impulsivo; comunica????es subaqu??ticasticas; camar??o-de-estalo; S??S;??SG
topic Sensoriamento espectral; receptor por convers??o direta; ru??do impulsivo; comunica????es subaqu??ticasticas; camar??o-de-estalo; S??S;??SG
Engenharia - Telecomunica????es
dc.subject.cnpq.fl_str_mv Engenharia - Telecomunica????es
description Spectrum sensing in underwater cognitive acoustic networks or in underwater acoustic sensor networks can be impaired by impulsive noise generated by snapping shrimps. In mathematical analysis or simulations, the amplitude variations of this noise are com monly modeled by the symmetric alpha-stable (S??S) distribution. As an alternative, the alpha-sub-Gaussian (??SG) distribution can model both temporal correlation and amplitude variations. This work evaluates the performance of underwater spectrum sensing with a direct-conversion receiver (DCR) under impulsive noise modeled by the S??S and ??SG distributions. Several recent test statistics are compared, demons trating that they have different degrees of robustness against impulsive noise and that the DCR is significantly less sensitive to this noise, compared to the conventional re ceiver model that does not take into account the influences of hardware characteristics into the performance of spectrum sensing. It was verified that, in the absence of im pulsive noise, the DCR model, compared to the conventional one, causes performance degradation in all detectors due to the signal processing steps considered therein. In the presence of impulsive noise, it was unveiled that, regardless of the receiver model used, not modeling the temporal correlation makes the performance to be underestima ted for most detectors analyzed.The GID and PRIDe detectors exhibited meaningfully robustness against impulsive noise in the most realistic scenario, whereas the AVC and ED detectors showed expressive sensitivity.
publishDate 2023
dc.date.issued.fl_str_mv 2023-07-13
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dc.identifier.citation.fl_str_mv Guedes, Luiz Gustavo Barros. Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano. 2023. [70 p.]. disserta????o( Mestrado em Engenharia de Telecomunica????es) - Instituto Nacional de Telecomunica????es, [Santa Rita do Sapuca??] .
dc.identifier.uri.fl_str_mv https://tede.inatel.br:8080/tede/handle/tede/244
identifier_str_mv Guedes, Luiz Gustavo Barros. Sensoriamento Espectral Subaqu??tico com Receptor por Convers??o Direta sob Ru??do ??-Est??vel Sim??trico e ??-Sub-Gaussiano. 2023. [70 p.]. disserta????o( Mestrado em Engenharia de Telecomunica????es) - Instituto Nacional de Telecomunica????es, [Santa Rita do Sapuca??] .
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