A Fuzzy Logic Based Congestion Control Algorithm Suitable for IP-Based Broadband Satellite Networks
A novel RED algorithm named as SFPID-RED is proposed in this paper, which uses self-tuning fuzzy proportional integral derivative/differential (PID) controller to adjust the maximum drop probability of RED based on TCP fluid model. Thus, stable router buffer queue size is obtained, the dynamic self-...
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| creator | Hui Wang Zhenzhou Ji Yandong Sun |
| description | A novel RED algorithm named as SFPID-RED is proposed in this paper, which uses self-tuning fuzzy proportional integral derivative/differential (PID) controller to adjust the maximum drop probability of RED based on TCP fluid model. Thus, stable router buffer queue size is obtained, the dynamic self-adaptability of the networks is accomplished, and meanwhile the drawbacks of static RED parameters setting are overcome. In terms of the characteristics that satellite links are vulnerable to weather and microwave, a fuzzy control system is built. Several sets of experiments are carried out in MATLAB to valuate the step response of queue length. It is verified that SFPID-RED has the shortest response time, the highest robustness and utilization compared with the PI, PID and RED. SFPID-RED is also testified suitable to IP-based broadband satellite networks which have dynamic large bandwidth and delay. |
| doi_str_mv | 10.1109/FSKD.2009.186 |
| format | Conference Proceeding |
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Thus, stable router buffer queue size is obtained, the dynamic self-adaptability of the networks is accomplished, and meanwhile the drawbacks of static RED parameters setting are overcome. In terms of the characteristics that satellite links are vulnerable to weather and microwave, a fuzzy control system is built. Several sets of experiments are carried out in MATLAB to valuate the step response of queue length. It is verified that SFPID-RED has the shortest response time, the highest robustness and utilization compared with the PI, PID and RED. SFPID-RED is also testified suitable to IP-based broadband satellite networks which have dynamic large bandwidth and delay.</description><identifier>ISBN: 9780769537351</identifier><identifier>ISBN: 0769537359</identifier><identifier>DOI: 10.1109/FSKD.2009.186</identifier><identifier>LCCN: 2009906464</identifier><language>eng</language><publisher>IEEE</publisher><subject>AQM ; congestion control ; Fluid dynamics ; Fuzzy control ; Fuzzy logic ; Mathematical model ; MATLAB ; PD control ; Pi control ; Proportional control ; RED ; satellite networks ; Satellites ; Three-term control</subject><ispartof>2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery, 2009, Vol.4, p.27-31</ispartof><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/5359081$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>309,310,780,784,789,790,2058,27925,54920</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/5359081$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Hui Wang</creatorcontrib><creatorcontrib>Zhenzhou Ji</creatorcontrib><creatorcontrib>Yandong Sun</creatorcontrib><title>A Fuzzy Logic Based Congestion Control Algorithm Suitable for IP-Based Broadband Satellite Networks</title><title>2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery</title><addtitle>FSKD</addtitle><description>A novel RED algorithm named as SFPID-RED is proposed in this paper, which uses self-tuning fuzzy proportional integral derivative/differential (PID) controller to adjust the maximum drop probability of RED based on TCP fluid model. 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SFPID-RED is also testified suitable to IP-based broadband satellite networks which have dynamic large bandwidth and delay.</description><subject>AQM</subject><subject>congestion control</subject><subject>Fluid dynamics</subject><subject>Fuzzy control</subject><subject>Fuzzy logic</subject><subject>Mathematical model</subject><subject>MATLAB</subject><subject>PD control</subject><subject>Pi control</subject><subject>Proportional control</subject><subject>RED</subject><subject>satellite networks</subject><subject>Satellites</subject><subject>Three-term control</subject><isbn>9780769537351</isbn><isbn>0769537359</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2009</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><sourceid>RIE</sourceid><recordid>eNotjE1PAjEURZsYEhVZunLTPzD4-t0uAUWJEzWBPenMvMHqQE2nxMCvV4J3c09ycy4htwzGjIG7ny9fHsYcwI2Z1Rdk5IwFo50SRig2INenyYGWWl6SUd9_wl-Ek07aK1JP6Hx_PB5oGTehplPfY0NncbfBPoe4O2FOsaOTbhNTyB9butyH7KsOaRsTXbwXZ2Waom8qv2vo0mfsupCRvmL-iemrvyGD1nc9jv57SFbzx9XsuSjfnhazSVkEB7ngiGC18sIyaypokFkhufeKK8E5tppBLUWloVEtb9Ho1qBjKNE5NN7WYkjuzrcBEdffKWx9OqyVUA4sE7-WsFVR</recordid><startdate>200908</startdate><enddate>200908</enddate><creator>Hui Wang</creator><creator>Zhenzhou Ji</creator><creator>Yandong Sun</creator><general>IEEE</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>200908</creationdate><title>A Fuzzy Logic Based Congestion Control Algorithm Suitable for IP-Based Broadband Satellite Networks</title><author>Hui Wang ; Zhenzhou Ji ; Yandong Sun</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i90t-2ee0865a38187b0de18342aa525322ef610c43b60d5f2fe76f7e91e4e99e7a8c3</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2009</creationdate><topic>AQM</topic><topic>congestion control</topic><topic>Fluid dynamics</topic><topic>Fuzzy control</topic><topic>Fuzzy logic</topic><topic>Mathematical model</topic><topic>MATLAB</topic><topic>PD control</topic><topic>Pi control</topic><topic>Proportional control</topic><topic>RED</topic><topic>satellite networks</topic><topic>Satellites</topic><topic>Three-term control</topic><toplevel>online_resources</toplevel><creatorcontrib>Hui Wang</creatorcontrib><creatorcontrib>Zhenzhou Ji</creatorcontrib><creatorcontrib>Yandong Sun</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Electronic Library (IEL)</collection><collection>IEEE Proceedings Order Plans (POP All) 1998-Present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Hui Wang</au><au>Zhenzhou Ji</au><au>Yandong Sun</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>A Fuzzy Logic Based Congestion Control Algorithm Suitable for IP-Based Broadband Satellite Networks</atitle><btitle>2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery</btitle><stitle>FSKD</stitle><date>2009-08</date><risdate>2009</risdate><volume>4</volume><spage>27</spage><epage>31</epage><pages>27-31</pages><isbn>9780769537351</isbn><isbn>0769537359</isbn><abstract>A novel RED algorithm named as SFPID-RED is proposed in this paper, which uses self-tuning fuzzy proportional integral derivative/differential (PID) controller to adjust the maximum drop probability of RED based on TCP fluid model. Thus, stable router buffer queue size is obtained, the dynamic self-adaptability of the networks is accomplished, and meanwhile the drawbacks of static RED parameters setting are overcome. In terms of the characteristics that satellite links are vulnerable to weather and microwave, a fuzzy control system is built. Several sets of experiments are carried out in MATLAB to valuate the step response of queue length. It is verified that SFPID-RED has the shortest response time, the highest robustness and utilization compared with the PI, PID and RED. SFPID-RED is also testified suitable to IP-based broadband satellite networks which have dynamic large bandwidth and delay.</abstract><pub>IEEE</pub><doi>10.1109/FSKD.2009.186</doi><tpages>5</tpages></addata></record> |
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| ispartof | 2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery, 2009, Vol.4, p.27-31 |
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| language | eng |
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| source | IEEE Electronic Library (IEL) Conference Proceedings |
| subjects | AQM congestion control Fluid dynamics Fuzzy control Fuzzy logic Mathematical model MATLAB PD control Pi control Proportional control RED satellite networks Satellites Three-term control |
| title | A Fuzzy Logic Based Congestion Control Algorithm Suitable for IP-Based Broadband Satellite Networks |
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