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Comparison of the performance of skip lists and splay trees in classification of internet packets

Due to the increasing number of Internet users and the volume of information exchanged by software applications, Internet packet traffic has increased significantly, which has highlighted the need to accelerate the processing required in network systems. Packet classification is one of the solutions...

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Autores principales: Khezrian, Navid, Abbasi, Mahdi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7924671/
https://www.ncbi.nlm.nih.gov/pubmed/33816857
http://dx.doi.org/10.7717/peerj-cs.204
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author Khezrian, Navid
Abbasi, Mahdi
author_facet Khezrian, Navid
Abbasi, Mahdi
author_sort Khezrian, Navid
collection PubMed
description Due to the increasing number of Internet users and the volume of information exchanged by software applications, Internet packet traffic has increased significantly, which has highlighted the need to accelerate the processing required in network systems. Packet classification is one of the solutions implemented in network systems. The most important issue is to use an approach that can classify packets at the speed of the network and show optimum performance in terms of memory usage. In this study, we evaluated the performance in packet classification of two of the most important data structures used in decision trees, i.e. the skip list and splay tree. Our criteria for performance were the time of packet classification, the number of memory accesses, and memory usage of each event. These criteria were tested by the ACL and IPC rules with different numbers of rules as well as by different packet numbers. The results of the evaluation showed that the performance of skip lists is higher than that of splay trees. By increasing the number of classifying rules, both the difference in the speed of packet classification and the superiority of the performance of the skip list over that of the splay tree become more significant. The skip list also maintains its superiority over the splay tree in lower memory usage. The results of the experiments confirm the scalability of this method in comparison to the splay tree method.
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spelling pubmed-79246712021-04-02 Comparison of the performance of skip lists and splay trees in classification of internet packets Khezrian, Navid Abbasi, Mahdi PeerJ Comput Sci Algorithms and Analysis of Algorithms Due to the increasing number of Internet users and the volume of information exchanged by software applications, Internet packet traffic has increased significantly, which has highlighted the need to accelerate the processing required in network systems. Packet classification is one of the solutions implemented in network systems. The most important issue is to use an approach that can classify packets at the speed of the network and show optimum performance in terms of memory usage. In this study, we evaluated the performance in packet classification of two of the most important data structures used in decision trees, i.e. the skip list and splay tree. Our criteria for performance were the time of packet classification, the number of memory accesses, and memory usage of each event. These criteria were tested by the ACL and IPC rules with different numbers of rules as well as by different packet numbers. The results of the evaluation showed that the performance of skip lists is higher than that of splay trees. By increasing the number of classifying rules, both the difference in the speed of packet classification and the superiority of the performance of the skip list over that of the splay tree become more significant. The skip list also maintains its superiority over the splay tree in lower memory usage. The results of the experiments confirm the scalability of this method in comparison to the splay tree method. PeerJ Inc. 2019-07-15 /pmc/articles/PMC7924671/ /pubmed/33816857 http://dx.doi.org/10.7717/peerj-cs.204 Text en ©2019 Khezrian and Abbasi https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ Computer Science) and either DOI or URL of the article must be cited.
spellingShingle Algorithms and Analysis of Algorithms
Khezrian, Navid
Abbasi, Mahdi
Comparison of the performance of skip lists and splay trees in classification of internet packets
title Comparison of the performance of skip lists and splay trees in classification of internet packets
title_full Comparison of the performance of skip lists and splay trees in classification of internet packets
title_fullStr Comparison of the performance of skip lists and splay trees in classification of internet packets
title_full_unstemmed Comparison of the performance of skip lists and splay trees in classification of internet packets
title_short Comparison of the performance of skip lists and splay trees in classification of internet packets
title_sort comparison of the performance of skip lists and splay trees in classification of internet packets
topic Algorithms and Analysis of Algorithms
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7924671/
https://www.ncbi.nlm.nih.gov/pubmed/33816857
http://dx.doi.org/10.7717/peerj-cs.204
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