Optimizing the throughput of an M/G/C/C topological network

An M/G/C/C state dependent queuing network approach models the behavior of entities (e.g., pedestrians and vehicles) flowing through a space. For a space consisting of various complex topological networks, the challenge is how to control such flow so that its throughput can be optimized.This paper d...

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Main Authors: Khalid, Ruzelan, Ishak, Nurhanis, Baten, Md Azizul, Mohd Nawawi, Mohd Kamal
Format: Conference or Workshop Item
Language:English
Published: 2015
Subjects:
Online Access:https://repo.uum.edu.my/id/eprint/16812/1/17.pdf
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author Khalid, Ruzelan
Ishak, Nurhanis
Baten, Md Azizul
Mohd Nawawi, Mohd Kamal
author_facet Khalid, Ruzelan
Ishak, Nurhanis
Baten, Md Azizul
Mohd Nawawi, Mohd Kamal
author_sort Khalid, Ruzelan
collection UUM
description An M/G/C/C state dependent queuing network approach models the behavior of entities (e.g., pedestrians and vehicles) flowing through a space. For a space consisting of various complex topological networks, the challenge is how to control such flow so that its throughput can be optimized.This paper discusses the throughput optimization of an M/G/C/C system using a network flow programming model.For this, we first decompose each available network and analyze its performance separately.The performance reports the effect of arrival rates to the throughput, blocking probability, expected number of pedestrians and expected travel time of each of the network.The best arrival rate of each network is then searched and fed to the network flow programming model to find the optimal arrival rates of source networks.The effect of the optimal arrival rates to the performance of the whole network is then analyzed and compared to that of using arbitrary arrival rates.Results show that with the right control of arrival rates, pedestrians can smoothly and efficiently be flowed through a network.
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spelling uum-168122016-04-27T06:12:41Z https://repo.uum.edu.my/id/eprint/16812/ Optimizing the throughput of an M/G/C/C topological network Khalid, Ruzelan Ishak, Nurhanis Baten, Md Azizul Mohd Nawawi, Mohd Kamal QA75 Electronic computers. Computer science An M/G/C/C state dependent queuing network approach models the behavior of entities (e.g., pedestrians and vehicles) flowing through a space. For a space consisting of various complex topological networks, the challenge is how to control such flow so that its throughput can be optimized.This paper discusses the throughput optimization of an M/G/C/C system using a network flow programming model.For this, we first decompose each available network and analyze its performance separately.The performance reports the effect of arrival rates to the throughput, blocking probability, expected number of pedestrians and expected travel time of each of the network.The best arrival rate of each network is then searched and fed to the network flow programming model to find the optimal arrival rates of source networks.The effect of the optimal arrival rates to the performance of the whole network is then analyzed and compared to that of using arbitrary arrival rates.Results show that with the right control of arrival rates, pedestrians can smoothly and efficiently be flowed through a network. 2015 Conference or Workshop Item PeerReviewed application/pdf en https://repo.uum.edu.my/id/eprint/16812/1/17.pdf Khalid, Ruzelan and Ishak, Nurhanis and Baten, Md Azizul and Mohd Nawawi, Mohd Kamal (2015) Optimizing the throughput of an M/G/C/C topological network. In: 2nd Innovation and Analytics Conference & Exhibition (IACE 2015), 29 September –1 October 2015, TH Hotel, Alor Setar, Kedah, Malaysia. http://doi.org/10.1063/1.4937034 doi:10.1063/1.4937034 doi:10.1063/1.4937034
spellingShingle QA75 Electronic computers. Computer science
Khalid, Ruzelan
Ishak, Nurhanis
Baten, Md Azizul
Mohd Nawawi, Mohd Kamal
Optimizing the throughput of an M/G/C/C topological network
title Optimizing the throughput of an M/G/C/C topological network
title_full Optimizing the throughput of an M/G/C/C topological network
title_fullStr Optimizing the throughput of an M/G/C/C topological network
title_full_unstemmed Optimizing the throughput of an M/G/C/C topological network
title_short Optimizing the throughput of an M/G/C/C topological network
title_sort optimizing the throughput of an m g c c topological network
topic QA75 Electronic computers. Computer science
url https://repo.uum.edu.my/id/eprint/16812/1/17.pdf
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AT ishaknurhanis optimizingthethroughputofanmgcctopologicalnetwork
AT batenmdazizul optimizingthethroughputofanmgcctopologicalnetwork
AT mohdnawawimohdkamal optimizingthethroughputofanmgcctopologicalnetwork