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A memetic optimization algorithm for multi-constrained multicast routing in ad hoc networks
A mobile ad hoc network is a conventional self-configuring network where the routing optimization problem—subject to various Quality-of-Service (QoS) constraints—represents a major challenge. Unlike previously proposed solutions, in this paper, we propose a memetic algorithm (MA) employing an adapti...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5839550/ https://www.ncbi.nlm.nih.gov/pubmed/29509760 http://dx.doi.org/10.1371/journal.pone.0193142 |
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author | Ramadan, Rahab M. Gasser, Safa M. El-Mahallawy, Mohamed S. Hammad, Karim El Bakly, Ahmed M. |
author_facet | Ramadan, Rahab M. Gasser, Safa M. El-Mahallawy, Mohamed S. Hammad, Karim El Bakly, Ahmed M. |
author_sort | Ramadan, Rahab M. |
collection | PubMed |
description | A mobile ad hoc network is a conventional self-configuring network where the routing optimization problem—subject to various Quality-of-Service (QoS) constraints—represents a major challenge. Unlike previously proposed solutions, in this paper, we propose a memetic algorithm (MA) employing an adaptive mutation parameter, to solve the multicast routing problem with higher search ability and computational efficiency. The proposed algorithm utilizes an updated scheme, based on statistical analysis, to estimate the best values for all MA parameters and enhance MA performance. The numerical results show that the proposed MA improved the delay and jitter of the network, while reducing computational complexity as compared to existing algorithms. |
format | Online Article Text |
id | pubmed-5839550 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-58395502018-03-23 A memetic optimization algorithm for multi-constrained multicast routing in ad hoc networks Ramadan, Rahab M. Gasser, Safa M. El-Mahallawy, Mohamed S. Hammad, Karim El Bakly, Ahmed M. PLoS One Research Article A mobile ad hoc network is a conventional self-configuring network where the routing optimization problem—subject to various Quality-of-Service (QoS) constraints—represents a major challenge. Unlike previously proposed solutions, in this paper, we propose a memetic algorithm (MA) employing an adaptive mutation parameter, to solve the multicast routing problem with higher search ability and computational efficiency. The proposed algorithm utilizes an updated scheme, based on statistical analysis, to estimate the best values for all MA parameters and enhance MA performance. The numerical results show that the proposed MA improved the delay and jitter of the network, while reducing computational complexity as compared to existing algorithms. Public Library of Science 2018-03-06 /pmc/articles/PMC5839550/ /pubmed/29509760 http://dx.doi.org/10.1371/journal.pone.0193142 Text en © 2018 Ramadan 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Ramadan, Rahab M. Gasser, Safa M. El-Mahallawy, Mohamed S. Hammad, Karim El Bakly, Ahmed M. A memetic optimization algorithm for multi-constrained multicast routing in ad hoc networks |
title | A memetic optimization algorithm for multi-constrained multicast routing in ad hoc networks |
title_full | A memetic optimization algorithm for multi-constrained multicast routing in ad hoc networks |
title_fullStr | A memetic optimization algorithm for multi-constrained multicast routing in ad hoc networks |
title_full_unstemmed | A memetic optimization algorithm for multi-constrained multicast routing in ad hoc networks |
title_short | A memetic optimization algorithm for multi-constrained multicast routing in ad hoc networks |
title_sort | memetic optimization algorithm for multi-constrained multicast routing in ad hoc networks |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5839550/ https://www.ncbi.nlm.nih.gov/pubmed/29509760 http://dx.doi.org/10.1371/journal.pone.0193142 |
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