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
Link To Document :
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