Research on the backbone network cache method based on application-awareness

Chun-jing HAN; Ye YANG; Hong-lei LYU; Jing-guo GE; Tong LI; Yun-jie LIU

doi:10.11959/j.issn.1000-436x.2017226

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Research on the backbone network cache method based on application-awareness

Papers | 更新时间：2024-06-05

- Research on the backbone network cache method based on application-awareness
- Journal on Communications Vol. 38, Issue 12, Pages: 73-85(2017)
- 作者机构：
  
  1. 中国科学院计算技术研究所，北京 100190
  2. 中国科学院大学，北京100049
  3. 中国科学院信息工程研究所，北京 100093
- 作者简介：
- 基金信息：
  
  The National Key Technology Research and Development Program(2017YFB0801801);The National Science and Technology Major Project(2017ZX03001019)
- DOI：10.11959/j.issn.1000-436x.2017226
  CLC： TP391
- Online First：2017-12，
  
  Published：25 December 2017
- 稿件说明：
移动端阅览
Chun-jing HAN, Ye YANG, Hong-lei LYU, et al. Research on the backbone network cache method based on application-awareness[J]. Journal on Communications, 2017, 38(12): 73-85.
DOI：

Chun-jing HAN, Ye YANG, Hong-lei LYU, et al. Research on the backbone network cache method based on application-awareness[J]. Journal on Communications, 2017, 38(12): 73-85. DOI： 10.11959/j.issn.1000-436x.2017226.

摘要

基于某运营商骨干网上9亿条HTTP请求，分析了HTTP请求组成、内容长度、流行度和时间动态性，提出一种面向应用感知的骨干网缓存方法（AACM，application-aware backbone network cache method）。实验结果表明在缓存空间略有增加的情况下，在线视频的内容命中率提高了15%以上，回源流量和缓存负载这些指标降低了一半左右。

Abstract

Based on over 900 million HTTP requests from an ISP backbone network，the HTTP characteristic of different content types from a wide range of perspectives was analyzed，including request composition，size，popularity and temporal dynamics，and an application-aware backbone network cache method was proposed，referred to as AACM.The experiment results show that in the case of a slight increase in cache space，the hit ratio of the online-video increases 15%， and the total source traffic and cache I/O load reduced by about half.

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ALMEIDA V , BESTAVROS A , CROVELLA M , et al . Characterizing reference locality in the WWW [C ] // Fourth International Conference on Parallel and Distributed Information Systems . 1996 : 92 - 103 .

PALLIS G , VAKALI A . Insight and perspectives for content delivery networks [J ] . Communications of the ACM , 2006 , 49 ( 1 ): 101 - 106 .

中国信息通信研究院 . 内容分发网络（CDN）白皮书（2015） [R ] . 中国信息通信研究院 , 2015 .

China Information And Communication Research Institute . Internet content network(CDN)white paper(2015) [R ] . China Information and Communication Research Institute , 2015 .

RICHTER P , CHATZIS N , SMARAGDAKIS G , et al . Distilling the internet’s application mix from packet-sampled traffic [C ] // International Conference on Passive and Active Network Measurement.Springer International Publishing . 2015 : 179 - 192 .

SHAFIQ M Z , LIU A X , KHAKPOUR A R . Revisiting caching in content delivery networks [J ] // ACM SIGMETRICS Performance Evaluation Review , 2014 , 42 ( 1 ): 567 - 568 .

ZINK M , SUH K , GU Y , et al . Characteristics of YouTube network traffic at a campus network-measurements,models,and implications [J ] . Computer Networks , 2009 , 53 ( 4 ): 501 - 514 .

IMBRENDA C , MUSCARIELLO L , ROSSI D . Analyzing cacheable traffic in isp access networks for micro CDN applications via content-centric networking [C ] // The 1st International Conference on Information-Centric Networking . 2014 : 57 - 66 .

PODLIPNIG S , BOSZORMENYI L . A survey of web cache replacement strategies [J ] . ACM Computing Surveys (CSUR) , 2003 , 35 ( 4 ): 374 - 398 .

JIANG S , DING X , CHEN F , et al . DULO:an effective buffer cache management scheme to exploit both temporal and spatial locality [C ] // The 4th Conference on USENIX Conference on File and Storage Technologies . 2005 ,4:8.

BRESLAU L , CAO P , FAN L , et al . Web caching and Zipf-like distributions:evidence and implications [C ] // Eighteenth Annual Joint Conference of the IEEE Computer and Communications Societies . 1999 : 126 - 134 .

YANG Q , ZHANG H H , LI T . Mining Web logs for prediction models in WWW caching and prefetching [C ] // The Seventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining . 2001 : 473 - 478 .

NKATARAMANI A , YALAGANDULA P , KOKKU R , et al . The potential costs and benefits of long-term prefetching for content distribution [J ] . Computer Communications , 2002 , 25 ( 4 ): 367 - 375 .

SRIVASTAVA J , COOLEY R , DESHPANDE M , et al . Web usage mining:discovery and applications of usage patterns from Web data [J ] . ACM Sigkdd Explorations Newsletter , 2000 , 1 ( 2 ): 12 - 23 .

MA H , LIU W , WEI B , et al . PAAP:prefetch-aware admission policies for query results cache in Web search engines [C ] // The 37th International ACM SIGIR Conference on Research＆Development in Information Retrieval . 2014 : 983 - 986 .

PODLIPNIG S , BOSZORMENYI L . A survey of Web cache replacement strategies [J ] . ACM Computing Surveys(CSUR) , 2003 , 35 ( 4 ): 374 - 398 .

ABRAHAMSSON H , NORDMARK M . Program popularity and viewer behaviour in a large TV-on-demand system [C ] // The 2012 ACM Conference on Internet Measurement Conference . 2012 : 199 - 210 .

ADHIKARI V K , GUO Y , HAO F , et al . A tale of three CDNs:an active measurement study of Hulu and its CDN [C ] // 2012 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS) . 2012 : 7 - 12 .

FREEDMAN M J , . Experiences with CoralCDN:a five-year operational view [C ] // NSDI . 2010 : 95 - 110 .

SHAFIQ M Z , KHAKPOUR A R , LIU A X . Characterizing caching workload of a large commercial content delivery network [C ] // IEEE INFOCOM 2016-The 35th Annual IEEE International Conference on Computer Communications . 2016 : 1 - 9 .

XU Q , ERMAN J , GREBER A , et al . Identifying diverse usage behaviors of smartphone Apps [C ] // The 2011 ACM SIGCOMM Conference on Internet Measurement Conference . 2011 : 329 - 344 .

MA Y , LIU X , ZHANG S , et al . Measurement and analysis of mobile Web cache performance [C ] // The 24th International World Wide Web Conferences Steering Committee , 2015 : 691 - 701 .

CHAUDHARI S S , GUPTA P . Proxy-side Web prefetching scheme for efficient bandwidth usage:a probabilistic method [J ] . International Journal of Engineering , 2014 , 3 ( 6 ).

NIKOLAOU S , VAN R R , SCHIPER N . Cooperative client caching strategies for social and Web applications [J ] . Large-Scale Distributed Systems and Middleware(LADIS) . 2013 .

XIE G , LI Z , KAAFAR M A , et al . Access types effect on internet video services and its implications on CDN caching [J ] . IEEE Transactions on Circuits and Systems for Video Technology . 2017 .

BONOMI F , MITZENMACHER M , PANIGRAHY R , et al . An improved construction for counting bloom filters [C ] // European Symposium on Algorithms . 2006 : 684 - 695 .

CROVELLA M E , BESTAVROS A . Self-similarity in world wide web traffic:evidence and possible causes [J ] . ACM Sigmetrics Performance Evaluation Review , 1996 , 24 ( 1 ): 160 - 169 .

STATHOPOULOS A , KARLAFTIS M G . A multivariate state space approach for urban traffic flow modeling and prediction [J ] . Transportation Research Part C:Emerging Technologies , 2003 , 11 ( 2 ): 121 - 135 .

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