Correlation dimension based nonlinear analysis of network traffics with different application protocols
This paper uses a correlation dimension based nonlinear analysis approach to analyse the dynamics of network traffics with three different application protocols-HTTP, FTP and SMTP. First, the phase space is reconstructed and the embedding parameters are obtained by the mutual information method. Sec...
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Veröffentlicht in: | Chinese physics B 2011-05, Vol.20 (5), p.174-178 |
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creator | 王俊松 袁静 李强 袁睿翕 |
description | This paper uses a correlation dimension based nonlinear analysis approach to analyse the dynamics of network traffics with three different application protocols-HTTP, FTP and SMTP. First, the phase space is reconstructed and the embedding parameters are obtained by the mutual information method. Secondly, the correlation dimensions of three different traffics are calculated and the results of analysis have demonstrated that the dynamics of the three different application protocol traffics is different from each other in nature, i.e. HTTP and FTP traffics are chaotic, furthermore, the former is more complex than the later; on the other hand, SMTP traffic is stochastic. It is shown that correlation dimension approach is an efficient method to understand and to characterize the nonlinear dynamics of HTTP, FTP and SMTP protocol network traffics. This analysis provided insight into and a more accurate understanding of nonlinear dynamics of internet traffics which have a complex mixture of chaotic and stochastic components. |
doi_str_mv | 10.1088/1674-1056/20/5/050506 |
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First, the phase space is reconstructed and the embedding parameters are obtained by the mutual information method. Secondly, the correlation dimensions of three different traffics are calculated and the results of analysis have demonstrated that the dynamics of the three different application protocol traffics is different from each other in nature, i.e. HTTP and FTP traffics are chaotic, furthermore, the former is more complex than the later; on the other hand, SMTP traffic is stochastic. It is shown that correlation dimension approach is an efficient method to understand and to characterize the nonlinear dynamics of HTTP, FTP and SMTP protocol network traffics. 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First, the phase space is reconstructed and the embedding parameters are obtained by the mutual information method. Secondly, the correlation dimensions of three different traffics are calculated and the results of analysis have demonstrated that the dynamics of the three different application protocol traffics is different from each other in nature, i.e. HTTP and FTP traffics are chaotic, furthermore, the former is more complex than the later; on the other hand, SMTP traffic is stochastic. It is shown that correlation dimension approach is an efficient method to understand and to characterize the nonlinear dynamics of HTTP, FTP and SMTP protocol network traffics. This analysis provided insight into and a more accurate understanding of nonlinear dynamics of internet traffics which have a complex mixture of chaotic and stochastic components.</description><subject>Correlation analysis</subject><subject>Dynamic tests</subject><subject>File servers</subject><subject>HTTP</subject><subject>Networks</subject><subject>Nonlinear dynamics</subject><subject>Protocol (computers)</subject><subject>SMTP协议</subject><subject>Traffic engineering</subject><subject>Traffic flow</subject><subject>关联维数</subject><subject>应用协议</subject><subject>网络流量</subject><subject>重构相空间</subject><subject>非线性分析方法</subject><subject>非线性动力学</subject><issn>1674-1056</issn><issn>2058-3834</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2011</creationdate><recordtype>article</recordtype><recordid>eNqFkUtLLDEQRoNcwbnqTxD67lzYTuXVySxl8AWCG12H6u5kjLcnaZMW8d-boUU3gmSREM6pKr4i5ITCOQWtl7RRoqYgmyWDpVyCLKfZIwsGUtdcc_GHLL6YA_I352eAhgLjC7JZx5TsgJOPoer91oa8e7WYbV-FGAYfLKYKAw7v2ecquirY6S2m_9WU0Dnf5erNT0_Fdc4mG6YKx3Hw3VxxTHGKXRzyEdl3OGR7_Hkfksery4f1TX13f327vrirO8H4VCP2su21paKnUmqGCjvFW9WvAAQqvRKsb6zqFGsd561kFJoGyw-2KwGs5YfkdK5bOr-82jyZrc-dHQYMNr5mQ5XSwKQQ-ncUSrorLXRTUDmjXYo5J-vMmPwW03uBzG4HZpev2eVrGBhp5h0U72z2fBy_lZ9QM_au4PAD_kuHf5-TPcWwefFh8yVypTWnivEP4KqiPg</recordid><startdate>20110501</startdate><enddate>20110501</enddate><creator>王俊松 袁静 李强 袁睿翕</creator><general>IOP Publishing</general><scope>2RA</scope><scope>92L</scope><scope>CQIGP</scope><scope>~WA</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7U5</scope><scope>8FD</scope><scope>L7M</scope></search><sort><creationdate>20110501</creationdate><title>Correlation dimension based nonlinear analysis of network traffics with different application protocols</title><author>王俊松 袁静 李强 袁睿翕</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c423t-aad5bd8e14d15582a7ac73b7d9004a78942d6e7c72bf33b521066a6e7ab9402b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2011</creationdate><topic>Correlation analysis</topic><topic>Dynamic tests</topic><topic>File servers</topic><topic>HTTP</topic><topic>Networks</topic><topic>Nonlinear dynamics</topic><topic>Protocol (computers)</topic><topic>SMTP协议</topic><topic>Traffic engineering</topic><topic>Traffic flow</topic><topic>关联维数</topic><topic>应用协议</topic><topic>网络流量</topic><topic>重构相空间</topic><topic>非线性分析方法</topic><topic>非线性动力学</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>王俊松 袁静 李强 袁睿翕</creatorcontrib><collection>中文科技期刊数据库</collection><collection>中文科技期刊数据库-CALIS站点</collection><collection>中文科技期刊数据库-7.0平台</collection><collection>中文科技期刊数据库- 镜像站点</collection><collection>CrossRef</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>Technology Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Chinese physics B</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>王俊松 袁静 李强 袁睿翕</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Correlation dimension based nonlinear analysis of network traffics with different application protocols</atitle><jtitle>Chinese physics B</jtitle><addtitle>Chinese Physics</addtitle><date>2011-05-01</date><risdate>2011</risdate><volume>20</volume><issue>5</issue><spage>174</spage><epage>178</epage><pages>174-178</pages><issn>1674-1056</issn><eissn>2058-3834</eissn><abstract>This paper uses a correlation dimension based nonlinear analysis approach to analyse the dynamics of network traffics with three different application protocols-HTTP, FTP and SMTP. 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source | Institute of Physics Journals |
subjects | Correlation analysis Dynamic tests File servers HTTP Networks Nonlinear dynamics Protocol (computers) SMTP协议 Traffic engineering Traffic flow 关联维数 应用协议 网络流量 重构相空间 非线性分析方法 非线性动力学 |
title | Correlation dimension based nonlinear analysis of network traffics with different application protocols |
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