Effective bandwidth estimation and testing for Markov sources

Pechiar, Juan - Perera, Gonzalo - Simon, María

Resumen:

This work addresses the resource sharing problem in broadband communication networks that can guarantee some quality of service (QoS), and develops some results about data source and traffic modelling, especially in aspects of model testing and parameter estimation. The multiplexing of variable bit rate (VBR) sources poses a mathematical and statistical problem: the estimation of the resource requirements of a source or set of sources. The estimation method shall be simple enough to be practically implemented in the connection acceptance control (CAC) function. In this paper, the VBR video sources are taken as a typical case of variable rate, with real-time constraints. This association of requirements makes the case especially interesting. A Markov model is assumed for the VBR sources. The validity of such models is under research, they seem to be appropriate at least in certain time scales. The model is tested against real video traces. In order to estimate the resource allocation or channel occupation of each source, the concept of equivalent bandwidth proposed by Kelly [Notes on effective bandwidth, in: F.P. Kelly, S. Zachary, I.B. Ziedins (Eds.), Stochastic Networks: Theory and Applications, Oxford University Press, Oxford, 1996, pp. 141] is used, it is based on a consistent mathematical theory, and has proven to be robust and useful for technical applications. A calculation of the equivalent bandwidth of a Markov source, given its parameters, can be found in the literature [IEEE ACM Trans. Networking 1 (4) (1993) 424]. But in fact, one can only estimate model and parameters. In this work, an estimation of the equivalent bandwidth is given, which can be obtained from real data. The convergence and the consistency of the estimation are studied, and practical bounds are found. Illustrative calculations are performed from real video traces that were obtained using a software MPEG coder, developed by the authors. The mathematical and statistical results are valid for whatever phenomenon that can be modelled as a Markov process.


Detalles Bibliográficos
2000
Markov sources
Effective bandwidths
Infinitesimal generators
Central limit theorems
Traffic on broadband networks
Real time on ATM
TELECOMUNICACIONES
Inglés
Universidad de la República
COLIBRI
https://hdl.handle.net/20.500.12008/20817
Acceso abierto
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author Pechiar, Juan
author2 Perera, Gonzalo
Simon, María
author2_role author
author
author_facet Pechiar, Juan
Perera, Gonzalo
Simon, María
author_role author
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dc.creator.none.fl_str_mv Pechiar, Juan
Perera, Gonzalo
Simon, María
dc.date.accessioned.none.fl_str_mv 2019-05-29T15:28:24Z
dc.date.available.none.fl_str_mv 2019-05-29T15:28:24Z
dc.date.issued.es.fl_str_mv 2000
dc.date.submitted.es.fl_str_mv 20190528
dc.description.abstract.none.fl_txt_mv This work addresses the resource sharing problem in broadband communication networks that can guarantee some quality of service (QoS), and develops some results about data source and traffic modelling, especially in aspects of model testing and parameter estimation. The multiplexing of variable bit rate (VBR) sources poses a mathematical and statistical problem: the estimation of the resource requirements of a source or set of sources. The estimation method shall be simple enough to be practically implemented in the connection acceptance control (CAC) function. In this paper, the VBR video sources are taken as a typical case of variable rate, with real-time constraints. This association of requirements makes the case especially interesting. A Markov model is assumed for the VBR sources. The validity of such models is under research, they seem to be appropriate at least in certain time scales. The model is tested against real video traces. In order to estimate the resource allocation or channel occupation of each source, the concept of equivalent bandwidth proposed by Kelly [Notes on effective bandwidth, in: F.P. Kelly, S. Zachary, I.B. Ziedins (Eds.), Stochastic Networks: Theory and Applications, Oxford University Press, Oxford, 1996, pp. 141] is used, it is based on a consistent mathematical theory, and has proven to be robust and useful for technical applications. A calculation of the equivalent bandwidth of a Markov source, given its parameters, can be found in the literature [IEEE ACM Trans. Networking 1 (4) (1993) 424]. But in fact, one can only estimate model and parameters. In this work, an estimation of the equivalent bandwidth is given, which can be obtained from real data. The convergence and the consistency of the estimation are studied, and practical bounds are found. Illustrative calculations are performed from real video traces that were obtained using a software MPEG coder, developed by the authors. The mathematical and statistical results are valid for whatever phenomenon that can be modelled as a Markov process.
dc.identifier.citation.es.fl_str_mv Pechiar, Juan, Perera, Gonzalo, Simon, María. Effective bandwidth estimation and testing for Markov sources [en línea] Performance Evaluation, 2002, v. 48
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12008/20817
dc.language.iso.none.fl_str_mv en
eng
dc.publisher.es.fl_str_mv Elsevier
dc.relation.ispartof.es.fl_str_mv Performance Evaluation, 2002, v. 48
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:COLIBRI
instname:Universidad de la República
instacron:Universidad de la República
dc.subject.es.fl_str_mv Markov sources
Effective bandwidths
Infinitesimal generators
Central limit theorems
Traffic on broadband networks
Real time on ATM
dc.subject.other.es.fl_str_mv TELECOMUNICACIONES
dc.title.none.fl_str_mv Effective bandwidth estimation and testing for Markov sources
dc.type.es.fl_str_mv Artículo
dc.type.none.fl_str_mv info:eu-repo/semantics/article
dc.type.version.none.fl_str_mv info:eu-repo/semantics/publishedVersion
description This work addresses the resource sharing problem in broadband communication networks that can guarantee some quality of service (QoS), and develops some results about data source and traffic modelling, especially in aspects of model testing and parameter estimation. The multiplexing of variable bit rate (VBR) sources poses a mathematical and statistical problem: the estimation of the resource requirements of a source or set of sources. The estimation method shall be simple enough to be practically implemented in the connection acceptance control (CAC) function. In this paper, the VBR video sources are taken as a typical case of variable rate, with real-time constraints. This association of requirements makes the case especially interesting. A Markov model is assumed for the VBR sources. The validity of such models is under research, they seem to be appropriate at least in certain time scales. The model is tested against real video traces. In order to estimate the resource allocation or channel occupation of each source, the concept of equivalent bandwidth proposed by Kelly [Notes on effective bandwidth, in: F.P. Kelly, S. Zachary, I.B. Ziedins (Eds.), Stochastic Networks: Theory and Applications, Oxford University Press, Oxford, 1996, pp. 141] is used, it is based on a consistent mathematical theory, and has proven to be robust and useful for technical applications. A calculation of the equivalent bandwidth of a Markov source, given its parameters, can be found in the literature [IEEE ACM Trans. Networking 1 (4) (1993) 424]. But in fact, one can only estimate model and parameters. In this work, an estimation of the equivalent bandwidth is given, which can be obtained from real data. The convergence and the consistency of the estimation are studied, and practical bounds are found. Illustrative calculations are performed from real video traces that were obtained using a software MPEG coder, developed by the authors. The mathematical and statistical results are valid for whatever phenomenon that can be modelled as a Markov process.
eu_rights_str_mv openAccess
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identifier_str_mv Pechiar, Juan, Perera, Gonzalo, Simon, María. Effective bandwidth estimation and testing for Markov sources [en línea] Performance Evaluation, 2002, v. 48
instacron_str Universidad de la República
institution Universidad de la República
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publishDate 2000
reponame_str COLIBRI
repository.mail.fl_str_mv mabel.seroubian@seciu.edu.uy
repository.name.fl_str_mv COLIBRI - Universidad de la República
repository_id_str 4771
spelling 2019-05-29T15:28:24Z2019-05-29T15:28:24Z200020190528Pechiar, Juan, Perera, Gonzalo, Simon, María. Effective bandwidth estimation and testing for Markov sources [en línea] Performance Evaluation, 2002, v. 48https://hdl.handle.net/20.500.12008/20817This work addresses the resource sharing problem in broadband communication networks that can guarantee some quality of service (QoS), and develops some results about data source and traffic modelling, especially in aspects of model testing and parameter estimation. The multiplexing of variable bit rate (VBR) sources poses a mathematical and statistical problem: the estimation of the resource requirements of a source or set of sources. The estimation method shall be simple enough to be practically implemented in the connection acceptance control (CAC) function. In this paper, the VBR video sources are taken as a typical case of variable rate, with real-time constraints. This association of requirements makes the case especially interesting. A Markov model is assumed for the VBR sources. The validity of such models is under research, they seem to be appropriate at least in certain time scales. The model is tested against real video traces. In order to estimate the resource allocation or channel occupation of each source, the concept of equivalent bandwidth proposed by Kelly [Notes on effective bandwidth, in: F.P. Kelly, S. Zachary, I.B. Ziedins (Eds.), Stochastic Networks: Theory and Applications, Oxford University Press, Oxford, 1996, pp. 141] is used, it is based on a consistent mathematical theory, and has proven to be robust and useful for technical applications. A calculation of the equivalent bandwidth of a Markov source, given its parameters, can be found in the literature [IEEE ACM Trans. Networking 1 (4) (1993) 424]. But in fact, one can only estimate model and parameters. In this work, an estimation of the equivalent bandwidth is given, which can be obtained from real data. The convergence and the consistency of the estimation are studied, and practical bounds are found. Illustrative calculations are performed from real video traces that were obtained using a software MPEG coder, developed by the authors. The mathematical and statistical results are valid for whatever phenomenon that can be modelled as a Markov process.Made available in DSpace on 2019-05-29T15:28:24Z (GMT). No. of bitstreams: 4 license_text: 21936 bytes, checksum: 9833653f73f7853880c94a6fead477b1 (MD5) license_url: 49 bytes, checksum: 4afdbb8c545fd630ea7db775da747b2f (MD5) license_rdf: 23148 bytes, checksum: 9da0b6dfac957114c6a7714714b86306 (MD5) license.txt: 4194 bytes, checksum: 7f2e2c17ef6585de66da58d1bfa8b5e1 (MD5) Previous issue date: 2000enengElsevierPerformance Evaluation, 2002, v. 48Las obras depositadas en el Repositorio se rigen por la Ordenanza de los Derechos de la Propiedad Intelectual de la Universidad De La República. (Res. Nº 91 de C.D.C. de 8/III/1994 – D.O. 7/IV/1994) y por la Ordenanza del Repositorio Abierto de la Universidad de la República (Res. Nº 16 de C.D.C. de 07/10/2014)info:eu-repo/semantics/openAccessMarkov sourcesEffective bandwidthsInfinitesimal generatorsCentral limit theoremsTraffic on broadband networksReal time on ATMTELECOMUNICACIONESEffective bandwidth estimation and testing for Markov sourcesArtículoinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionreponame:COLIBRIinstname:Universidad de la Repúblicainstacron:Universidad de la RepúblicaPechiar, JuanPerera, GonzaloSimon, MaríaTelecomunicacionesAnálisis de Redes, Tráfico y Estadísticas de ServiciosLICENSElicense.txttext/plain4194http://localhost:8080/xmlui/bitstream/20.500.12008/20817/4/license.txt7f2e2c17ef6585de66da58d1bfa8b5e1MD54CC-LICENSElicense_textapplication/octet-stream21936http://localhost:8080/xmlui/bitstream/20.500.12008/20817/1/license_text9833653f73f7853880c94a6fead477b1MD51license_urlapplication/octet-stream49http://localhost:8080/xmlui/bitstream/20.500.12008/20817/2/license_url4afdbb8c545fd630ea7db775da747b2fMD52license_rdfapplication/octet-stream23148http://localhost:8080/xmlui/bitstream/20.500.12008/20817/3/license_rdf9da0b6dfac957114c6a7714714b86306MD5320.500.12008/208172024-07-24 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- Universidad de la Repúblicafalse
spellingShingle Effective bandwidth estimation and testing for Markov sources
Pechiar, Juan
Markov sources
Effective bandwidths
Infinitesimal generators
Central limit theorems
Traffic on broadband networks
Real time on ATM
TELECOMUNICACIONES
status_str publishedVersion
title Effective bandwidth estimation and testing for Markov sources
title_full Effective bandwidth estimation and testing for Markov sources
title_fullStr Effective bandwidth estimation and testing for Markov sources
title_full_unstemmed Effective bandwidth estimation and testing for Markov sources
title_short Effective bandwidth estimation and testing for Markov sources
title_sort Effective bandwidth estimation and testing for Markov sources
topic Markov sources
Effective bandwidths
Infinitesimal generators
Central limit theorems
Traffic on broadband networks
Real time on ATM
TELECOMUNICACIONES
url https://hdl.handle.net/20.500.12008/20817