Análise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEAD

Detalhes bibliográficos
Ano de defesa: 2015
Autor(a) principal: Kunzler, Jonas Augusto lattes
Orientador(a): Lemos, Rodrigo Pinto lattes
Banca de defesa: Lemos, Rodrigo Pinto, Souza, Mário José de, Vieira, Flávio Henrique Teles
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
dARK ID: ark:/38995/0013000002c0k
Idioma: por
Instituição de defesa: Universidade Federal de Goiás
Programa de Pós-Graduação: Programa de Pós-graduação em Engenharia Elétrica e da Computação (EMC)
Departamento: Escola de Engenharia Elétrica, Mecânica e de Computação - EMC (RG)
País: Brasil
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: http://repositorio.bc.ufg.br/tede/handle/tede/4893
Resumo: New technologies that have emerged from the transistor advent enabled digital signal processing techniques were aggregated to systems operated or partially in analog improving performance of these systems. Added to this the use of sensor arrangements which made it possible to identify the directions of signals of interest and are used in critical areas of knowledge, such as in tracking radar systems; in astronomy; in sonar systems; mobile communications; the estimation of direction of arrival; in seismology and medical diagnosis and treatment. This work aims to study specific features of an estimation method of direction of arrival based on a linear array of sensors with special attention to mobile communications. Some methods have been proposed in order to get the position of a source of electromagnetic waves and can cite the MUSIC, the MODEX and SEAD, the latter of fundamental importance to this work because it is the basis of conducted research and because it is a new method, lacked further clarification with regard to the differential spectrum, their origin, meaning and importance, as well as obtaining an analytical expression to describe their conduct on the variables that compose the system. Based on eigenvalue decomposition of the correlation matrix has been observed that the differential spectrum is basically a matrix norm calculation, with the largest eigenvalue of the matrix is ​​also standard 2-induced vector. It was proposed to use the Frobenius norm which is simpler to be computed, and consequently requires less computational effort. Moreover, the behavior of the angular spectrum calculated using the Frobenius norm is fully described by the sum of cosines with the formulation described for each part which composes the calculation of the standard. Through this outcome was possible to analyze aspects related to angular resolution, the number of signal sources, the number of sensors, the influence of noise and the correlation between sources.
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spelling Lemos, Rodrigo Pintohttp://lattes.cnpq.br/3333000136853156Lemos, Rodrigo PintoSouza, Mário José deVieira, Flávio Henrique Teleshttp://lattes.cnpq.br/5690583522724804Kunzler, Jonas Augusto2015-11-13T10:40:49Z2015-04-14KUNZLER, J. A. Análise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEAD. 2015. 138 f. Dissertação (Mestrado em Engenharia Elétrica e da Computação) - Universidade Federal de Goiás, Goiânia, 2015.http://repositorio.bc.ufg.br/tede/handle/tede/4893ark:/38995/0013000002c0kNew technologies that have emerged from the transistor advent enabled digital signal processing techniques were aggregated to systems operated or partially in analog improving performance of these systems. Added to this the use of sensor arrangements which made it possible to identify the directions of signals of interest and are used in critical areas of knowledge, such as in tracking radar systems; in astronomy; in sonar systems; mobile communications; the estimation of direction of arrival; in seismology and medical diagnosis and treatment. This work aims to study specific features of an estimation method of direction of arrival based on a linear array of sensors with special attention to mobile communications. Some methods have been proposed in order to get the position of a source of electromagnetic waves and can cite the MUSIC, the MODEX and SEAD, the latter of fundamental importance to this work because it is the basis of conducted research and because it is a new method, lacked further clarification with regard to the differential spectrum, their origin, meaning and importance, as well as obtaining an analytical expression to describe their conduct on the variables that compose the system. Based on eigenvalue decomposition of the correlation matrix has been observed that the differential spectrum is basically a matrix norm calculation, with the largest eigenvalue of the matrix is ​​also standard 2-induced vector. It was proposed to use the Frobenius norm which is simpler to be computed, and consequently requires less computational effort. Moreover, the behavior of the angular spectrum calculated using the Frobenius norm is fully described by the sum of cosines with the formulation described for each part which composes the calculation of the standard. Through this outcome was possible to analyze aspects related to angular resolution, the number of signal sources, the number of sensors, the influence of noise and the correlation between sources.Novas tecnologias que surgiram a partir do advento transistor permitiram técnicas de processamento digital de sinais fossem agregadas a sistemas que operavam ou parcialmente de forma analógica aprimorando o desempenho desses sistemas. Soma-se a isto a utilização de arranjos de sensores que possibilitaram a identificação das direções dos sinais de interesse e são empregados em importantes áreas do conhecimento, como por exemplo, em sistemas de rastreamento por radar; na Astronomia; em Sistemas sonares; nas comunicações móveis; na estimação de direção de chegada; na sismologia e no diagnóstico e tratamento médico. Este trabalho tem como objetivo estudar características específicas de um método de estimação de direção de chegada baseado em um arranjo linear de sensores com atenção especial em comunicações móveis. Alguns métodos foram propostos com o fim de obter a posição de uma fonte de ondas eletromagnéticas, podendo-se citar o MUSIC, o MODEX e o SEAD, este último de fundamental importância para este trabalho, pois, ele é a base da investigação conduzida e por se tratar de um método novo, carecia de mais esclarecimentos no que diz respeito ao espectro diferencial, sua origem, significado e importância, como também a obtenção de uma expressão analítica que descrevesse seu comportamento em função das variáveis que compões o sistema. Baseado na decomposição em autovalores da matriz de correlação observou-se que o espectro diferencial é basicamente um cálculo de norma matricial, sendo que o maior autovalor da matriz é também a norma 2 induzida por vetor. Propôs-se a utilização da norma de Frobenius que é mais simples de ser calculada e, consequentemente, exige menos esforço computacional. Além disso, o comportamento do espectro angular calculado com a norma de Frobenius é totalmente descrito através da soma de cossenos com a formulação descrita para cada parcela que compõe o cálculo da norma. Através deste resultado foi possível analisar aspectos referentes à resolução angular, ao número de fontes de sinal, ao número de sensores, à influência do ruído e à correlação entre as fontes.application/pdfhttp://repositorio.bc.ufg.br/tede/retrieve/22816/Disserta%c3%a7%c3%a3o%20-%20Jonas%20Augusto%20Kunzler%20-%202015.pdf.jpgporUniversidade Federal de GoiásPrograma de Pós-graduação em Engenharia Elétrica e da Computação (EMC)UFGBrasilEscola de Engenharia Elétrica, Mecânica e de Computação - EMC (RG)http://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessAntenas inteligentesDireção de chegadaEspectro diferencialDecomposição em valores singularesEspectro de FrobeniusSmart AntennasDirection of arrivalDifferential spectrumSingular value decompositionFrobenius spectrumCIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAOAnálise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEADAnalysis and proposals for the differential spectrum: DOA estimation by matrix norms in SEAD methodinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis-5088589215393046129600600600-77057234217219446463671711205811204509reponame:Repositório Institucional da UFGinstname:Universidade Federal de Goiás (UFG)instacron:UFGLICENSElicense.txtlicense.txttext/plain; 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dc.title.por.fl_str_mv Análise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEAD
dc.title.alternative.eng.fl_str_mv Analysis and proposals for the differential spectrum: DOA estimation by matrix norms in SEAD method
title Análise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEAD
spellingShingle Análise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEAD
Kunzler, Jonas Augusto
Antenas inteligentes
Direção de chegada
Espectro diferencial
Decomposição em valores singulares
Espectro de Frobenius
Smart Antennas
Direction of arrival
Differential spectrum
Singular value decomposition
Frobenius spectrum
CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
title_short Análise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEAD
title_full Análise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEAD
title_fullStr Análise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEAD
title_full_unstemmed Análise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEAD
title_sort Análise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEAD
author Kunzler, Jonas Augusto
author_facet Kunzler, Jonas Augusto
author_role author
dc.contributor.advisor1.fl_str_mv Lemos, Rodrigo Pinto
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/3333000136853156
dc.contributor.referee1.fl_str_mv Lemos, Rodrigo Pinto
dc.contributor.referee2.fl_str_mv Souza, Mário José de
dc.contributor.referee3.fl_str_mv Vieira, Flávio Henrique Teles
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/5690583522724804
dc.contributor.author.fl_str_mv Kunzler, Jonas Augusto
contributor_str_mv Lemos, Rodrigo Pinto
Lemos, Rodrigo Pinto
Souza, Mário José de
Vieira, Flávio Henrique Teles
dc.subject.por.fl_str_mv Antenas inteligentes
Direção de chegada
Espectro diferencial
Decomposição em valores singulares
Espectro de Frobenius
topic Antenas inteligentes
Direção de chegada
Espectro diferencial
Decomposição em valores singulares
Espectro de Frobenius
Smart Antennas
Direction of arrival
Differential spectrum
Singular value decomposition
Frobenius spectrum
CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
dc.subject.eng.fl_str_mv Smart Antennas
Direction of arrival
Differential spectrum
Singular value decomposition
Frobenius spectrum
dc.subject.cnpq.fl_str_mv CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
description New technologies that have emerged from the transistor advent enabled digital signal processing techniques were aggregated to systems operated or partially in analog improving performance of these systems. Added to this the use of sensor arrangements which made it possible to identify the directions of signals of interest and are used in critical areas of knowledge, such as in tracking radar systems; in astronomy; in sonar systems; mobile communications; the estimation of direction of arrival; in seismology and medical diagnosis and treatment. This work aims to study specific features of an estimation method of direction of arrival based on a linear array of sensors with special attention to mobile communications. Some methods have been proposed in order to get the position of a source of electromagnetic waves and can cite the MUSIC, the MODEX and SEAD, the latter of fundamental importance to this work because it is the basis of conducted research and because it is a new method, lacked further clarification with regard to the differential spectrum, their origin, meaning and importance, as well as obtaining an analytical expression to describe their conduct on the variables that compose the system. Based on eigenvalue decomposition of the correlation matrix has been observed that the differential spectrum is basically a matrix norm calculation, with the largest eigenvalue of the matrix is ​​also standard 2-induced vector. It was proposed to use the Frobenius norm which is simpler to be computed, and consequently requires less computational effort. Moreover, the behavior of the angular spectrum calculated using the Frobenius norm is fully described by the sum of cosines with the formulation described for each part which composes the calculation of the standard. Through this outcome was possible to analyze aspects related to angular resolution, the number of signal sources, the number of sensors, the influence of noise and the correlation between sources.
publishDate 2015
dc.date.accessioned.fl_str_mv 2015-11-13T10:40:49Z
dc.date.issued.fl_str_mv 2015-04-14
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identifier_str_mv KUNZLER, J. A. Análise e propostas para o espectro diferencial: estimação DOA através de normas matriciais no método SEAD. 2015. 138 f. Dissertação (Mestrado em Engenharia Elétrica e da Computação) - Universidade Federal de Goiás, Goiânia, 2015.
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