Algoritmo de Policiamento de Tráfego para Redes OFDM/TDMA WiMAX Baseado em Modelagem Multifractal e Cálculo de Rede

Detalhes bibliográficos
Autor(a) principal: SANTOS JUNIOR, Josemar Alves dos
Data de Publicação: 2011
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Repositório Institucional da UFG
Texto Completo: http://repositorio.bc.ufg.br/tede/handle/tde/968
Resumo: The multifractal modeling is more appropriate in describing some features finding in traffic flows in real networks than other models. This work investigates the behavior of the traffic modeling based policing algorithms found in the literature (Leaky Bucket, Fractal Leaky Bucket, Gaussian Multifractal Leaky Bucket) regarding the buffer utilization, the efficiency for the use of buffer efficiency in describing the accumulated traffic (envelope process), packet dropping and data loss (bytes). First, we compare the envelope process of the considered policing algorithms and the proposed algorithm MAPM (Multifractal Arrival Policing Mechanism), with traffic without policing. Next, it was calculated the system loss rate for a finity buffer system with and without policing algoritm. Using the deterministic Network Calculus, it is also estimated the average queue length (backlog) and delay of bytes by applying the concept of the Min-Plus algebra that presents some differences against the conventional algebra. The proposed policing algorithm was applied to a transmission system based on OFDM (Orthogonal Frequency - Division Multiplexing) / TDMA (Time Division Multiplexing Access) system, where it was evaluated the network performance of the considered policing algorithms. Simulations were carried out with real wireless network trace (Wi-Fi) and wired network trace in order to demonstrate the efficiency of the algorithm proposed in relation to policing algorithms in the literature. The simulations shown the efficiency of the MAPM policing algorithm with traces from wired and wireless networks. We also propose the use of deterministic Network Calculus associated to multifractal envelope process to analyze the traffic behavior in terms of delay and backlog before policing algorithms application in the network. Finally we present the results of buffer utilization, link utilization, delay and backlog to a WiMAX system where the policing algorithm MAPM in general shown delay and backlog increasing in the traffic compared with anothers algorithms and low link utilization
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spelling VIEIRA, Flávio Henrique Teleshttp://lattes.cnpq.br/0920629723928382http://lattes.cnpq.br/1025232999499749SANTOS JUNIOR, Josemar Alves dos2014-07-29T15:08:17Z2012-02-232011-09-29SANTOS JUNIOR, Josemar Alves dos. Network Traffic policing Algorithm to OFDM/ TDMA WiMAX Based in Multifractal Models and Network Calculus. 2011. 135 f. Dissertação (Mestrado em Engenharia) - Universidade Federal de Goiás, Goiânia, 2011.http://repositorio.bc.ufg.br/tede/handle/tde/968The multifractal modeling is more appropriate in describing some features finding in traffic flows in real networks than other models. This work investigates the behavior of the traffic modeling based policing algorithms found in the literature (Leaky Bucket, Fractal Leaky Bucket, Gaussian Multifractal Leaky Bucket) regarding the buffer utilization, the efficiency for the use of buffer efficiency in describing the accumulated traffic (envelope process), packet dropping and data loss (bytes). First, we compare the envelope process of the considered policing algorithms and the proposed algorithm MAPM (Multifractal Arrival Policing Mechanism), with traffic without policing. Next, it was calculated the system loss rate for a finity buffer system with and without policing algoritm. Using the deterministic Network Calculus, it is also estimated the average queue length (backlog) and delay of bytes by applying the concept of the Min-Plus algebra that presents some differences against the conventional algebra. The proposed policing algorithm was applied to a transmission system based on OFDM (Orthogonal Frequency - Division Multiplexing) / TDMA (Time Division Multiplexing Access) system, where it was evaluated the network performance of the considered policing algorithms. Simulations were carried out with real wireless network trace (Wi-Fi) and wired network trace in order to demonstrate the efficiency of the algorithm proposed in relation to policing algorithms in the literature. The simulations shown the efficiency of the MAPM policing algorithm with traces from wired and wireless networks. We also propose the use of deterministic Network Calculus associated to multifractal envelope process to analyze the traffic behavior in terms of delay and backlog before policing algorithms application in the network. Finally we present the results of buffer utilization, link utilization, delay and backlog to a WiMAX system where the policing algorithm MAPM in general shown delay and backlog increasing in the traffic compared with anothers algorithms and low link utilizationA modelagem multifractal tem se mostrado mais apropriada para descrever algumas características encontradas nos fluxos de tráfego de redes reais que outros modelos, tais como o modelo de Poisson e Markov. Este trabalho investiga o comportamento dos algoritmos de policiamento baseados em modelagem de tráfego (Balde Furado, Balde Furado Fractal, Balde Furado Multifractal Gaussiano) em relação à utilização do buffer, eficiência em descrever o tráfego acumulado (processo envelope) e descarte de pacotes e perda de dados (bytes). Primeiramente, compara-se o processo envelope dos algoritmos de policiamento considerados e do algoritmo proposto neste trabalho, o MAPM (Multifractal Arrival Policing Mechanism), com o tráfego sem policiamento. Em seguida, a taxa de perda em um enlace simples com buffer finito com e sem algoritmo de policiamento é calculada. Utilizando o Cálculo de Rede Determinístico, estima-se o tamanho da fila (backlog) e retardo (delay) de bytes, conforme o conceito da álgebra Min-Plus. O algoritmo de policiamento proposto foi aplicado em um sistema de transmissão OFDM (Orthogonal Frequency - Division Multiplexing) / TDMA (Time Division Multiplexing Access) baseado no sistema WiMAX simplificado, onde se avaliou o desempenho da rede com os algoritmos de policiamento considerados. Realizam-se simulações com séries reais de tráfego de redes sem fio (Wi-Fi) e de redes com fio a fim de demonstrar a eficiência do algoritmo proposto em relação aos algoritmos de policiamento encontrados na literatura. As simulações realizadas evidenciam a eficiência do algoritmo MAPM em policiar séries reais de tráfego de redes com fio e redes sem fio. Propôs-se também, a utilização do Cálculo de Rede Determinístico associado ao processo envelope multifractal para se analisar o comportamento do tráfego em termos de retardo e backlog após a aplicação dos algoritmos de policiamento de rede. Por fim, são apresentados os resultados de retardo, backlog, utilização média do buffer e utilização do enlace para um sistema WiMAX onde o algoritmo de policiamento MAPM que apresentou em geral, acréscimo no retardo e backlog do tráfego em relação aos outros algoritmos e baixa utilização do enlace.Made available in DSpace on 2014-07-29T15:08:17Z (GMT). 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dc.title.por.fl_str_mv Algoritmo de Policiamento de Tráfego para Redes OFDM/TDMA WiMAX Baseado em Modelagem Multifractal e Cálculo de Rede
dc.title.alternative.eng.fl_str_mv Network Traffic policing Algorithm to OFDM/ TDMA WiMAX Based in Multifractal Models and Network Calculus
title Algoritmo de Policiamento de Tráfego para Redes OFDM/TDMA WiMAX Baseado em Modelagem Multifractal e Cálculo de Rede
spellingShingle Algoritmo de Policiamento de Tráfego para Redes OFDM/TDMA WiMAX Baseado em Modelagem Multifractal e Cálculo de Rede
SANTOS JUNIOR, Josemar Alves dos
Modelagem Multifractal
Algoritmo de Policiamento
Cálculo de Rede
Tráfego de Rede
WiMAX
Qualidade de Serviço
Retardo
Backlog
Multifractal Modeling
Policing Algorithm
Network Calculus
Network Traffic
WiMAX
Quality of Service
Delay
Backlog.
CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA
title_short Algoritmo de Policiamento de Tráfego para Redes OFDM/TDMA WiMAX Baseado em Modelagem Multifractal e Cálculo de Rede
title_full Algoritmo de Policiamento de Tráfego para Redes OFDM/TDMA WiMAX Baseado em Modelagem Multifractal e Cálculo de Rede
title_fullStr Algoritmo de Policiamento de Tráfego para Redes OFDM/TDMA WiMAX Baseado em Modelagem Multifractal e Cálculo de Rede
title_full_unstemmed Algoritmo de Policiamento de Tráfego para Redes OFDM/TDMA WiMAX Baseado em Modelagem Multifractal e Cálculo de Rede
title_sort Algoritmo de Policiamento de Tráfego para Redes OFDM/TDMA WiMAX Baseado em Modelagem Multifractal e Cálculo de Rede
author SANTOS JUNIOR, Josemar Alves dos
author_facet SANTOS JUNIOR, Josemar Alves dos
author_role author
dc.contributor.advisor1.fl_str_mv VIEIRA, Flávio Henrique Teles
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/0920629723928382
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/1025232999499749
dc.contributor.author.fl_str_mv SANTOS JUNIOR, Josemar Alves dos
contributor_str_mv VIEIRA, Flávio Henrique Teles
dc.subject.por.fl_str_mv Modelagem Multifractal
Algoritmo de Policiamento
Cálculo de Rede
Tráfego de Rede
WiMAX
Qualidade de Serviço
Retardo
Backlog
topic Modelagem Multifractal
Algoritmo de Policiamento
Cálculo de Rede
Tráfego de Rede
WiMAX
Qualidade de Serviço
Retardo
Backlog
Multifractal Modeling
Policing Algorithm
Network Calculus
Network Traffic
WiMAX
Quality of Service
Delay
Backlog.
CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA
dc.subject.eng.fl_str_mv Multifractal Modeling
Policing Algorithm
Network Calculus
Network Traffic
WiMAX
Quality of Service
Delay
Backlog.
dc.subject.cnpq.fl_str_mv CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA
description The multifractal modeling is more appropriate in describing some features finding in traffic flows in real networks than other models. This work investigates the behavior of the traffic modeling based policing algorithms found in the literature (Leaky Bucket, Fractal Leaky Bucket, Gaussian Multifractal Leaky Bucket) regarding the buffer utilization, the efficiency for the use of buffer efficiency in describing the accumulated traffic (envelope process), packet dropping and data loss (bytes). First, we compare the envelope process of the considered policing algorithms and the proposed algorithm MAPM (Multifractal Arrival Policing Mechanism), with traffic without policing. Next, it was calculated the system loss rate for a finity buffer system with and without policing algoritm. Using the deterministic Network Calculus, it is also estimated the average queue length (backlog) and delay of bytes by applying the concept of the Min-Plus algebra that presents some differences against the conventional algebra. The proposed policing algorithm was applied to a transmission system based on OFDM (Orthogonal Frequency - Division Multiplexing) / TDMA (Time Division Multiplexing Access) system, where it was evaluated the network performance of the considered policing algorithms. Simulations were carried out with real wireless network trace (Wi-Fi) and wired network trace in order to demonstrate the efficiency of the algorithm proposed in relation to policing algorithms in the literature. The simulations shown the efficiency of the MAPM policing algorithm with traces from wired and wireless networks. We also propose the use of deterministic Network Calculus associated to multifractal envelope process to analyze the traffic behavior in terms of delay and backlog before policing algorithms application in the network. Finally we present the results of buffer utilization, link utilization, delay and backlog to a WiMAX system where the policing algorithm MAPM in general shown delay and backlog increasing in the traffic compared with anothers algorithms and low link utilization
publishDate 2011
dc.date.issued.fl_str_mv 2011-09-29
dc.date.available.fl_str_mv 2012-02-23
dc.date.accessioned.fl_str_mv 2014-07-29T15:08:17Z
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.citation.fl_str_mv SANTOS JUNIOR, Josemar Alves dos. Network Traffic policing Algorithm to OFDM/ TDMA WiMAX Based in Multifractal Models and Network Calculus. 2011. 135 f. Dissertação (Mestrado em Engenharia) - Universidade Federal de Goiás, Goiânia, 2011.
dc.identifier.uri.fl_str_mv http://repositorio.bc.ufg.br/tede/handle/tde/968
identifier_str_mv SANTOS JUNIOR, Josemar Alves dos. Network Traffic policing Algorithm to OFDM/ TDMA WiMAX Based in Multifractal Models and Network Calculus. 2011. 135 f. Dissertação (Mestrado em Engenharia) - Universidade Federal de Goiás, Goiânia, 2011.
url http://repositorio.bc.ufg.br/tede/handle/tde/968
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dc.publisher.none.fl_str_mv Universidade Federal de Goiás
dc.publisher.program.fl_str_mv Mestrado em Engenharia Elétrica e de Computação
dc.publisher.initials.fl_str_mv UFG
dc.publisher.country.fl_str_mv BR
dc.publisher.department.fl_str_mv Engenharia
publisher.none.fl_str_mv Universidade Federal de Goiás
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFG
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