Title :
Network traffic analysis based on Hadoop
Author :
Jie Yang ; Haiyang He ; Yuanyuan Qiao
Author_Institution :
Beijing Key Lab. of Network Syst. Archit. & Convergence, Beijing Univ. of Posts & Telecommun., Beijing, China
Abstract :
With the rapid development of mobile Internet, numerous mobile services have become part of the people´s life. Accordingly, the traffic rate generated by mobile devices are humongous and it is very hard to analyze its characteristics in traditional ways due to their scalability. This problem can be viewed as a big data problem and we develop a Hadoop-based system, Traffic Analysis System (TAS), to as the solution in this paper. Based on TAS, we analyze the real mobile Internet traffic data collected from a capital city in southern China. The analysis results illustrate the basic makeup of current mobile devices. In addition, it indicates that the users with different interests in different networks have quite different behaviors, which could provide important references for Internet service providers.
Keywords :
Internet; mobile computing; telecommunication traffic; Hadoop; Internet service provider; mobile Internet traffic data; mobile device; network traffic analysis; Hadoop; Mobile Internet; mobile device; traffic analysis; traffic distribution;
Conference_Titel :
Wireless Communications, Vehicular Technology, Information Theory and Aerospace & Electronic Systems (VITAE), 2014 4th International Conference on
Conference_Location :
Aalborg
Print_ISBN :
978-1-4799-4626-6
DOI :
10.1109/VITAE.2014.6934437