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SHER: A Colored Petri Net Based Random Mobility Model for Wireless Communications

In wireless network research, simulation is the most imperative technique to investigate the network’s behavior and validation. Wireless networks typically consist of mobile hosts; therefore, the degree of validation is influenced by the underlying mobility model, and synthetic models are implemente...

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Autores principales: Khan, Naeem Akhtar, Ahmad, Farooq, Khan, Sher Afzal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4534131/
https://www.ncbi.nlm.nih.gov/pubmed/26267860
http://dx.doi.org/10.1371/journal.pone.0133634
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author Khan, Naeem Akhtar
Ahmad, Farooq
Khan, Sher Afzal
author_facet Khan, Naeem Akhtar
Ahmad, Farooq
Khan, Sher Afzal
author_sort Khan, Naeem Akhtar
collection PubMed
description In wireless network research, simulation is the most imperative technique to investigate the network’s behavior and validation. Wireless networks typically consist of mobile hosts; therefore, the degree of validation is influenced by the underlying mobility model, and synthetic models are implemented in simulators because real life traces are not widely available. In wireless communications, mobility is an integral part while the key role of a mobility model is to mimic the real life traveling patterns to study. The performance of routing protocols and mobility management strategies e.g. paging, registration and handoff is highly dependent to the selected mobility model. In this paper, we devise and evaluate the Show Home and Exclusive Regions (SHER), a novel two-dimensional (2-D) Colored Petri net (CPN) based formal random mobility model, which exhibits sociological behavior of a user. The model captures hotspots where a user frequently visits and spends time. Our solution eliminates six key issues of the random mobility models, i.e., sudden stops, memoryless movements, border effect, temporal dependency of velocity, pause time dependency, and speed decay in a single model. The proposed model is able to predict the future location of a mobile user and ultimately improves the performance of wireless communication networks. The model follows a uniform nodal distribution and is a mini simulator, which exhibits interesting mobility patterns. The model is also helpful to those who are not familiar with the formal modeling, and users can extract meaningful information with a single mouse-click. It is noteworthy that capturing dynamic mobility patterns through CPN is the most challenging and virulent activity of the presented research. Statistical and reachability analysis techniques are presented to elucidate and validate the performance of our proposed mobility model. The state space methods allow us to algorithmically derive the system behavior and rectify the errors of our proposed model.
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spelling pubmed-45341312015-08-24 SHER: A Colored Petri Net Based Random Mobility Model for Wireless Communications Khan, Naeem Akhtar Ahmad, Farooq Khan, Sher Afzal PLoS One Research Article In wireless network research, simulation is the most imperative technique to investigate the network’s behavior and validation. Wireless networks typically consist of mobile hosts; therefore, the degree of validation is influenced by the underlying mobility model, and synthetic models are implemented in simulators because real life traces are not widely available. In wireless communications, mobility is an integral part while the key role of a mobility model is to mimic the real life traveling patterns to study. The performance of routing protocols and mobility management strategies e.g. paging, registration and handoff is highly dependent to the selected mobility model. In this paper, we devise and evaluate the Show Home and Exclusive Regions (SHER), a novel two-dimensional (2-D) Colored Petri net (CPN) based formal random mobility model, which exhibits sociological behavior of a user. The model captures hotspots where a user frequently visits and spends time. Our solution eliminates six key issues of the random mobility models, i.e., sudden stops, memoryless movements, border effect, temporal dependency of velocity, pause time dependency, and speed decay in a single model. The proposed model is able to predict the future location of a mobile user and ultimately improves the performance of wireless communication networks. The model follows a uniform nodal distribution and is a mini simulator, which exhibits interesting mobility patterns. The model is also helpful to those who are not familiar with the formal modeling, and users can extract meaningful information with a single mouse-click. It is noteworthy that capturing dynamic mobility patterns through CPN is the most challenging and virulent activity of the presented research. Statistical and reachability analysis techniques are presented to elucidate and validate the performance of our proposed mobility model. The state space methods allow us to algorithmically derive the system behavior and rectify the errors of our proposed model. Public Library of Science 2015-08-12 /pmc/articles/PMC4534131/ /pubmed/26267860 http://dx.doi.org/10.1371/journal.pone.0133634 Text en © 2015 Khan 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
Khan, Naeem Akhtar
Ahmad, Farooq
Khan, Sher Afzal
SHER: A Colored Petri Net Based Random Mobility Model for Wireless Communications
title SHER: A Colored Petri Net Based Random Mobility Model for Wireless Communications
title_full SHER: A Colored Petri Net Based Random Mobility Model for Wireless Communications
title_fullStr SHER: A Colored Petri Net Based Random Mobility Model for Wireless Communications
title_full_unstemmed SHER: A Colored Petri Net Based Random Mobility Model for Wireless Communications
title_short SHER: A Colored Petri Net Based Random Mobility Model for Wireless Communications
title_sort sher: a colored petri net based random mobility model for wireless communications
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4534131/
https://www.ncbi.nlm.nih.gov/pubmed/26267860
http://dx.doi.org/10.1371/journal.pone.0133634
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