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A Discrete Event Simulation Model for Evaluating the Performances of an M/G/C/C State Dependent Queuing System

M/G/C/C state dependent queuing networks consider service rates as a function of the number of residing entities (e.g., pedestrians, vehicles, and products). However, modeling such dynamic rates is not supported in modern Discrete Simulation System (DES) software. We designed an approach to cater th...

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Autores principales: Khalid, Ruzelan, M. Nawawi, Mohd Kamal, Kawsar, Luthful A., Ghani, Noraida A., Kamil, Anton A., Mustafa, Adli
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3613361/
https://www.ncbi.nlm.nih.gov/pubmed/23560037
http://dx.doi.org/10.1371/journal.pone.0058402
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author Khalid, Ruzelan
M. Nawawi, Mohd Kamal
Kawsar, Luthful A.
Ghani, Noraida A.
Kamil, Anton A.
Mustafa, Adli
author_facet Khalid, Ruzelan
M. Nawawi, Mohd Kamal
Kawsar, Luthful A.
Ghani, Noraida A.
Kamil, Anton A.
Mustafa, Adli
author_sort Khalid, Ruzelan
collection PubMed
description M/G/C/C state dependent queuing networks consider service rates as a function of the number of residing entities (e.g., pedestrians, vehicles, and products). However, modeling such dynamic rates is not supported in modern Discrete Simulation System (DES) software. We designed an approach to cater this limitation and used it to construct the M/G/C/C state-dependent queuing model in Arena software. Using the model, we have evaluated and analyzed the impacts of various arrival rates to the throughput, the blocking probability, the expected service time and the expected number of entities in a complex network topology. Results indicated that there is a range of arrival rates for each network where the simulation results fluctuate drastically across replications and this causes the simulation results and analytical results exhibit discrepancies. Detail results that show how tally the simulation results and the analytical results in both abstract and graphical forms and some scientific justifications for these have been documented and discussed.
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spelling pubmed-36133612013-04-04 A Discrete Event Simulation Model for Evaluating the Performances of an M/G/C/C State Dependent Queuing System Khalid, Ruzelan M. Nawawi, Mohd Kamal Kawsar, Luthful A. Ghani, Noraida A. Kamil, Anton A. Mustafa, Adli PLoS One Research Article M/G/C/C state dependent queuing networks consider service rates as a function of the number of residing entities (e.g., pedestrians, vehicles, and products). However, modeling such dynamic rates is not supported in modern Discrete Simulation System (DES) software. We designed an approach to cater this limitation and used it to construct the M/G/C/C state-dependent queuing model in Arena software. Using the model, we have evaluated and analyzed the impacts of various arrival rates to the throughput, the blocking probability, the expected service time and the expected number of entities in a complex network topology. Results indicated that there is a range of arrival rates for each network where the simulation results fluctuate drastically across replications and this causes the simulation results and analytical results exhibit discrepancies. Detail results that show how tally the simulation results and the analytical results in both abstract and graphical forms and some scientific justifications for these have been documented and discussed. Public Library of Science 2013-04-01 /pmc/articles/PMC3613361/ /pubmed/23560037 http://dx.doi.org/10.1371/journal.pone.0058402 Text en © 2013 Khalid et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Khalid, Ruzelan
M. Nawawi, Mohd Kamal
Kawsar, Luthful A.
Ghani, Noraida A.
Kamil, Anton A.
Mustafa, Adli
A Discrete Event Simulation Model for Evaluating the Performances of an M/G/C/C State Dependent Queuing System
title A Discrete Event Simulation Model for Evaluating the Performances of an M/G/C/C State Dependent Queuing System
title_full A Discrete Event Simulation Model for Evaluating the Performances of an M/G/C/C State Dependent Queuing System
title_fullStr A Discrete Event Simulation Model for Evaluating the Performances of an M/G/C/C State Dependent Queuing System
title_full_unstemmed A Discrete Event Simulation Model for Evaluating the Performances of an M/G/C/C State Dependent Queuing System
title_short A Discrete Event Simulation Model for Evaluating the Performances of an M/G/C/C State Dependent Queuing System
title_sort discrete event simulation model for evaluating the performances of an m/g/c/c state dependent queuing system
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3613361/
https://www.ncbi.nlm.nih.gov/pubmed/23560037
http://dx.doi.org/10.1371/journal.pone.0058402
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