Reducing Mobile Web Latency Through Adaptively Selecting Transport Protocol
To improve the performance of mobile web services, a new transport protocol, QUIC, has been recently proposed as a substitute for TCP. However, with pros and cons of QUIC, it is challenging to decide whether and when to use QUIC in large-scale real-world mobile web services. Complex temporal correla...
Gespeichert in:
| Veröffentlicht in: | IEEE/ACM transactions on networking 2023-10, Vol.31 (5), p.1-16 |
|---|---|
| Hauptverfasser: | , , , , , , , , |
| Format: | Artikel |
| Sprache: | eng |
| Schlagworte: | |
| Online-Zugang: | Volltext bestellen |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| container_end_page | 16 |
|---|---|
| container_issue | 5 |
| container_start_page | 1 |
| container_title | IEEE/ACM transactions on networking |
| container_volume | 31 |
| creator | Zhang, Jia Ren, Shaorui Dong, Enhuan Meng, Zili Yang, Yuan Xu, Mingwei Yang, Sijie Zhang, Miao Yue, Yang |
| description | To improve the performance of mobile web services, a new transport protocol, QUIC, has been recently proposed as a substitute for TCP. However, with pros and cons of QUIC, it is challenging to decide whether and when to use QUIC in large-scale real-world mobile web services. Complex temporal correlation of network conditions, high user heterogeneity in a nationwide deployment, implementation diversity of QUIC variants limited, and resources on mobile devices all affect the selection of transport protocols. In this paper, we present WiseTrans, an adaptive transport protocol selection mechanism, to switch transport protocols for mobile web services online and improve the completion time of web requests. WiseTrans introduces machine learning techniques to deal with temporal heterogeneity, makes decisions with historical information to handle spatial heterogeneity, adopts an online learning method to keep pace with implementation variation, and switches transport protocols at the request level to reach high performance with acceptable overhead. We implement WiseTrans on two platforms (Android and iOS) in a popular mobile web service application of Baidu . Comprehensive experiments demonstrate that WiseTrans can reduce request completion time by up to 25.8% on average compared to the usage of a single protocol. |
| doi_str_mv | 10.1109/TNET.2023.3235907 |
| format | Article |
| fullrecord | <record><control><sourceid>proquest_RIE</sourceid><recordid>TN_cdi_ieee_primary_10032323</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><ieee_id>10032323</ieee_id><sourcerecordid>2878508462</sourcerecordid><originalsourceid>FETCH-LOGICAL-c246t-a8ca0b9ad4c985a577b0ef6f96f993ac484fff6e5aae881ef89b25c6b40a618a3</originalsourceid><addsrcrecordid>eNpNkF1LwzAUhoMoOKc_QPCi4HVnPpo0uRzDL5wfaMXLkGYnW0dtatIK-_e2bBfCgfdcPO858CB0SfCMEKxuipfbYkYxZTNGGVc4P0ITwrlMKRfieNixYKkQip6isxi3GBOGqZigp3dY9bZq1smzL6saki8ok6XpoLG7pNgE3683yXxl2q76hXqXfEANthv5Ipgmtj50yVvwnbe-PkcnztQRLg45RZ93t8XiIV2-3j8u5svU0kx0qZHW4FKZVWaV5IbneYnBCaeGUczYTGbOOQHcGJCSgJOqpNyKMsNGEGnYFF3v77bB__QQO731fWiGl5rKXHIsM0EHiuwpG3yMAZxuQ_Vtwk4TrEdnenSmR2f64GzoXO07FQD84_EAUMb-AOUfaPg</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2878508462</pqid></control><display><type>article</type><title>Reducing Mobile Web Latency Through Adaptively Selecting Transport Protocol</title><source>IEEE Electronic Library (IEL)</source><creator>Zhang, Jia ; Ren, Shaorui ; Dong, Enhuan ; Meng, Zili ; Yang, Yuan ; Xu, Mingwei ; Yang, Sijie ; Zhang, Miao ; Yue, Yang</creator><creatorcontrib>Zhang, Jia ; Ren, Shaorui ; Dong, Enhuan ; Meng, Zili ; Yang, Yuan ; Xu, Mingwei ; Yang, Sijie ; Zhang, Miao ; Yue, Yang</creatorcontrib><description>To improve the performance of mobile web services, a new transport protocol, QUIC, has been recently proposed as a substitute for TCP. However, with pros and cons of QUIC, it is challenging to decide whether and when to use QUIC in large-scale real-world mobile web services. Complex temporal correlation of network conditions, high user heterogeneity in a nationwide deployment, implementation diversity of QUIC variants limited, and resources on mobile devices all affect the selection of transport protocols. In this paper, we present WiseTrans, an adaptive transport protocol selection mechanism, to switch transport protocols for mobile web services online and improve the completion time of web requests. WiseTrans introduces machine learning techniques to deal with temporal heterogeneity, makes decisions with historical information to handle spatial heterogeneity, adopts an online learning method to keep pace with implementation variation, and switches transport protocols at the request level to reach high performance with acceptable overhead. We implement WiseTrans on two platforms (Android and iOS) in a popular mobile web service application of Baidu . Comprehensive experiments demonstrate that WiseTrans can reduce request completion time by up to 25.8% on average compared to the usage of a single protocol.</description><identifier>ISSN: 1063-6692</identifier><identifier>EISSN: 1558-2566</identifier><identifier>DOI: 10.1109/TNET.2023.3235907</identifier><identifier>CODEN: IEANEP</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Color ; Completion time ; Heterogeneity ; Internet service providers ; Machine learning ; ML-based networking systems ; mobile web service ; Performance enhancement ; Performance evaluation ; Protocol ; Protocol selection ; Protocols ; Switches ; Transport protocols ; Web and internet services ; Web services</subject><ispartof>IEEE/ACM transactions on networking, 2023-10, Vol.31 (5), p.1-16</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2023</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c246t-a8ca0b9ad4c985a577b0ef6f96f993ac484fff6e5aae881ef89b25c6b40a618a3</cites><orcidid>0000-0002-7982-8892 ; 0000-0003-1739-8134 ; 0000-0002-4847-4585 ; 0000-0002-2539-8241 ; 0000-0003-2009-7180 ; 0000-0002-3481-8447</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/10032323$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/10032323$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Zhang, Jia</creatorcontrib><creatorcontrib>Ren, Shaorui</creatorcontrib><creatorcontrib>Dong, Enhuan</creatorcontrib><creatorcontrib>Meng, Zili</creatorcontrib><creatorcontrib>Yang, Yuan</creatorcontrib><creatorcontrib>Xu, Mingwei</creatorcontrib><creatorcontrib>Yang, Sijie</creatorcontrib><creatorcontrib>Zhang, Miao</creatorcontrib><creatorcontrib>Yue, Yang</creatorcontrib><title>Reducing Mobile Web Latency Through Adaptively Selecting Transport Protocol</title><title>IEEE/ACM transactions on networking</title><addtitle>TNET</addtitle><description>To improve the performance of mobile web services, a new transport protocol, QUIC, has been recently proposed as a substitute for TCP. However, with pros and cons of QUIC, it is challenging to decide whether and when to use QUIC in large-scale real-world mobile web services. Complex temporal correlation of network conditions, high user heterogeneity in a nationwide deployment, implementation diversity of QUIC variants limited, and resources on mobile devices all affect the selection of transport protocols. In this paper, we present WiseTrans, an adaptive transport protocol selection mechanism, to switch transport protocols for mobile web services online and improve the completion time of web requests. WiseTrans introduces machine learning techniques to deal with temporal heterogeneity, makes decisions with historical information to handle spatial heterogeneity, adopts an online learning method to keep pace with implementation variation, and switches transport protocols at the request level to reach high performance with acceptable overhead. We implement WiseTrans on two platforms (Android and iOS) in a popular mobile web service application of Baidu . Comprehensive experiments demonstrate that WiseTrans can reduce request completion time by up to 25.8% on average compared to the usage of a single protocol.</description><subject>Color</subject><subject>Completion time</subject><subject>Heterogeneity</subject><subject>Internet service providers</subject><subject>Machine learning</subject><subject>ML-based networking systems</subject><subject>mobile web service</subject><subject>Performance enhancement</subject><subject>Performance evaluation</subject><subject>Protocol</subject><subject>Protocol selection</subject><subject>Protocols</subject><subject>Switches</subject><subject>Transport protocols</subject><subject>Web and internet services</subject><subject>Web services</subject><issn>1063-6692</issn><issn>1558-2566</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNpNkF1LwzAUhoMoOKc_QPCi4HVnPpo0uRzDL5wfaMXLkGYnW0dtatIK-_e2bBfCgfdcPO858CB0SfCMEKxuipfbYkYxZTNGGVc4P0ITwrlMKRfieNixYKkQip6isxi3GBOGqZigp3dY9bZq1smzL6saki8ok6XpoLG7pNgE3683yXxl2q76hXqXfEANthv5Ipgmtj50yVvwnbe-PkcnztQRLg45RZ93t8XiIV2-3j8u5svU0kx0qZHW4FKZVWaV5IbneYnBCaeGUczYTGbOOQHcGJCSgJOqpNyKMsNGEGnYFF3v77bB__QQO731fWiGl5rKXHIsM0EHiuwpG3yMAZxuQ_Vtwk4TrEdnenSmR2f64GzoXO07FQD84_EAUMb-AOUfaPg</recordid><startdate>20231001</startdate><enddate>20231001</enddate><creator>Zhang, Jia</creator><creator>Ren, Shaorui</creator><creator>Dong, Enhuan</creator><creator>Meng, Zili</creator><creator>Yang, Yuan</creator><creator>Xu, Mingwei</creator><creator>Yang, Sijie</creator><creator>Zhang, Miao</creator><creator>Yue, Yang</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>7SP</scope><scope>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><orcidid>https://orcid.org/0000-0002-7982-8892</orcidid><orcidid>https://orcid.org/0000-0003-1739-8134</orcidid><orcidid>https://orcid.org/0000-0002-4847-4585</orcidid><orcidid>https://orcid.org/0000-0002-2539-8241</orcidid><orcidid>https://orcid.org/0000-0003-2009-7180</orcidid><orcidid>https://orcid.org/0000-0002-3481-8447</orcidid></search><sort><creationdate>20231001</creationdate><title>Reducing Mobile Web Latency Through Adaptively Selecting Transport Protocol</title><author>Zhang, Jia ; Ren, Shaorui ; Dong, Enhuan ; Meng, Zili ; Yang, Yuan ; Xu, Mingwei ; Yang, Sijie ; Zhang, Miao ; Yue, Yang</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c246t-a8ca0b9ad4c985a577b0ef6f96f993ac484fff6e5aae881ef89b25c6b40a618a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Color</topic><topic>Completion time</topic><topic>Heterogeneity</topic><topic>Internet service providers</topic><topic>Machine learning</topic><topic>ML-based networking systems</topic><topic>mobile web service</topic><topic>Performance enhancement</topic><topic>Performance evaluation</topic><topic>Protocol</topic><topic>Protocol selection</topic><topic>Protocols</topic><topic>Switches</topic><topic>Transport protocols</topic><topic>Web and internet services</topic><topic>Web services</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Zhang, Jia</creatorcontrib><creatorcontrib>Ren, Shaorui</creatorcontrib><creatorcontrib>Dong, Enhuan</creatorcontrib><creatorcontrib>Meng, Zili</creatorcontrib><creatorcontrib>Yang, Yuan</creatorcontrib><creatorcontrib>Xu, Mingwei</creatorcontrib><creatorcontrib>Yang, Sijie</creatorcontrib><creatorcontrib>Zhang, Miao</creatorcontrib><creatorcontrib>Yue, Yang</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998–Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>IEEE/ACM transactions on networking</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Zhang, Jia</au><au>Ren, Shaorui</au><au>Dong, Enhuan</au><au>Meng, Zili</au><au>Yang, Yuan</au><au>Xu, Mingwei</au><au>Yang, Sijie</au><au>Zhang, Miao</au><au>Yue, Yang</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Reducing Mobile Web Latency Through Adaptively Selecting Transport Protocol</atitle><jtitle>IEEE/ACM transactions on networking</jtitle><stitle>TNET</stitle><date>2023-10-01</date><risdate>2023</risdate><volume>31</volume><issue>5</issue><spage>1</spage><epage>16</epage><pages>1-16</pages><issn>1063-6692</issn><eissn>1558-2566</eissn><coden>IEANEP</coden><abstract>To improve the performance of mobile web services, a new transport protocol, QUIC, has been recently proposed as a substitute for TCP. However, with pros and cons of QUIC, it is challenging to decide whether and when to use QUIC in large-scale real-world mobile web services. Complex temporal correlation of network conditions, high user heterogeneity in a nationwide deployment, implementation diversity of QUIC variants limited, and resources on mobile devices all affect the selection of transport protocols. In this paper, we present WiseTrans, an adaptive transport protocol selection mechanism, to switch transport protocols for mobile web services online and improve the completion time of web requests. WiseTrans introduces machine learning techniques to deal with temporal heterogeneity, makes decisions with historical information to handle spatial heterogeneity, adopts an online learning method to keep pace with implementation variation, and switches transport protocols at the request level to reach high performance with acceptable overhead. We implement WiseTrans on two platforms (Android and iOS) in a popular mobile web service application of Baidu . Comprehensive experiments demonstrate that WiseTrans can reduce request completion time by up to 25.8% on average compared to the usage of a single protocol.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TNET.2023.3235907</doi><tpages>16</tpages><orcidid>https://orcid.org/0000-0002-7982-8892</orcidid><orcidid>https://orcid.org/0000-0003-1739-8134</orcidid><orcidid>https://orcid.org/0000-0002-4847-4585</orcidid><orcidid>https://orcid.org/0000-0002-2539-8241</orcidid><orcidid>https://orcid.org/0000-0003-2009-7180</orcidid><orcidid>https://orcid.org/0000-0002-3481-8447</orcidid></addata></record> |
| fulltext | fulltext_linktorsrc |
| identifier | ISSN: 1063-6692 |
| ispartof | IEEE/ACM transactions on networking, 2023-10, Vol.31 (5), p.1-16 |
| issn | 1063-6692 1558-2566 |
| language | eng |
| recordid | cdi_ieee_primary_10032323 |
| source | IEEE Electronic Library (IEL) |
| subjects | Color Completion time Heterogeneity Internet service providers Machine learning ML-based networking systems mobile web service Performance enhancement Performance evaluation Protocol Protocol selection Protocols Switches Transport protocols Web and internet services Web services |
| title | Reducing Mobile Web Latency Through Adaptively Selecting Transport Protocol |
| url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-28T22%3A56%3A30IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_RIE&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Reducing%20Mobile%20Web%20Latency%20Through%20Adaptively%20Selecting%20Transport%20Protocol&rft.jtitle=IEEE/ACM%20transactions%20on%20networking&rft.au=Zhang,%20Jia&rft.date=2023-10-01&rft.volume=31&rft.issue=5&rft.spage=1&rft.epage=16&rft.pages=1-16&rft.issn=1063-6692&rft.eissn=1558-2566&rft.coden=IEANEP&rft_id=info:doi/10.1109/TNET.2023.3235907&rft_dat=%3Cproquest_RIE%3E2878508462%3C/proquest_RIE%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2878508462&rft_id=info:pmid/&rft_ieee_id=10032323&rfr_iscdi=true |