Workload generation for YouTube

被引:67
作者
Abhari, Abdolreza [1 ]
Soraya, Mojgan [2 ]
机构
[1] Ryerson Univ, Dept Comp Sci, Toronto, ON M5B 2K3, Canada
[2] Ryerson Univ, Dept Elect Engn, Toronto, ON M5B 2K3, Canada
关键词
User generated content; YouTube; Web; 2.0; Synthetic workload generator; Video on demand; Peer-to-peer;
D O I
10.1007/s11042-009-0309-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper introduces a workload characterization study of the most popular short video sharing service of Web 2.0, YouTube. Based on a vast amount of data gathered in a five-month period, we analyzed characteristics of around 250,000 YouTube popular and regular videos. In particular, we collected lists of related videos for each video clip recursively and analyzed their statistical behavior. Understanding YouTube traffic and similar Web 2.0 video sharing sites is crucial to develop synthetic workload generators. Workload simulators are required for evaluating the methods addressing the problems of high bandwidth usage and scalability of Web 2.0 sites such as YouTube. The distribution models, in particular Zipf-like behavior of YouTube popular video files suggests proxy caching of YouTube popular videos can reduce network traffic and increase scalability of YouTube Web site. YouTube workload characteristics provided in this work enabled us to develop a workload generator to evaluate the effectiveness of this approach.
引用
收藏
页码:91 / 118
页数:28
相关论文
共 12 条
[1]  
[Anonymous], 2007, IMC 07 P 2007 ACM SI, DOI DOI 10.1145/1298306.1298310
[2]  
[Anonymous], SIMULATION MODELING
[3]  
Cha M, 2007, IMC'07: PROCEEDINGS OF THE 2007 ACM SIGCOMM INTERNET MEASUREMENT CONFERENCE, P1
[4]  
CHATTOPADHYAY S, 2007, P 15 INT C MULT GERM
[5]  
Cheng X, 2007, ARXIV07073670V1CSNI
[6]  
Gomes L, 2006, WALL STREET J
[7]  
HALVEY MartinJ., 2007, P 16 INT C WORLD WID
[8]   Proxy prefix caching for multimedia streams [J].
Sen, S ;
Rexford, J ;
Towsley, D .
IEEE INFOCOM '99 - THE CONFERENCE ON COMPUTER COMMUNICATIONS, VOLS 1-3, PROCEEDINGS: THE FUTURE IS NOW, 1999, :1310-1319
[9]  
*WIK, WALL STREET J
[10]  
*WIK, YOUTUBE VID FORM