• DocumentCode
    609183
  • Title

    Analyzing GPRS mobile network traffic with map reduce

  • Author

    Chao Dong ; Shuo Zhang ; Zhenming Lei ; Jie Yang ; Gang Cheng

  • Author_Institution
    Beijing Key Lab. of Network Syst., Archit. & Convergence, Beijing Univ. of Posts & Telecommun., Beijing, China
  • fYear
    2013
  • fDate
    7-10 April 2013
  • Firstpage
    129
  • Lastpage
    134
  • Abstract
    Internet traffic monitoring and analysis have been a very essential way in network management and optimization for the ISP. GPRS networks are increasingly carrying Internet traffic for Web browsing, Email and online games etc. In this paper, we proposed a Hadoop based cloud computing platform for high-speed network traffic analysis. We experimentally prove that our platform is capable of analyzing Tera byte network traffic with low computational complexity. Furthermore, by implementing our high-speed analyzing platform, we study the GPRS network activity. The results from the analysis illustrate the business of mobile user log into the net. Our results also identify power-law properties in several mobile network traffic characteristics. In addition, we find that although the overall user mobility is low in the network, the user online time is increasing.
  • Keywords
    Internet; cellular radio; cloud computing; computational complexity; mobile computing; mobility management (mobile radio); packet radio networks; telecommunication traffic; Email; GPRS mobile network traffic; GPRS network activity; Hadoop based cloud computing platform; ISP; Internet traffic; Internet traffic analysis; Internet traffic monitoring; Web browsing; computational complexity; high-speed network traffic analysis; map reduce; mobile network traffic characteristics; mobile user log; network management; network optimization; online games; online time; power-law properties; user mobility; Cities and towns; Ground penetrating radar; Internet; Mobile communication; Mobile computing; Monitoring; Telecommunication traffic; GPRS; Hadoop; MapReduce; Network traffic monitoring; user mobility; user online time;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wireless Communications and Networking Conference Workshops (WCNCW), 2013 IEEE
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4799-0109-8
  • Electronic_ISBN
    978-1-4799-0108-1
  • Type

    conf

  • DOI
    10.1109/WCNCW.2013.6533327
  • Filename
    6533327