A first look at cellular machine-to-machine traffic

作者: Muhammad Zubair Shafiq , Lusheng Ji , Alex X. Liu , Jeffrey Pang , Jia Wang

DOI: 10.1145/2254756.2254767

关键词:

摘要: Cellular network based Machine-to-Machine (M2M) communication is fast becoming a market-changing force for wide spectrum of businesses and applications such as telematics, smart metering, point-of-sale terminals, home security automation systems. In this paper, we aim to answer the following important question: Does traffic generated by M2M devices impose new requirements challenges cellular design management? To question, take first look at characteristics compare it with traditional smartphone traffic. We have conducted our measurement analysis using week-long trace collected from tier-1 in United States. characterize range perspectives, including temporal dynamics, device mobility, application usage, performance.Our experimental results show that exhibits significantly different patterns than multiple aspects. For instance, much larger ratio uplink downlink volume, their typically diurnal patterns, they are more likely generate synchronized resulting bursty aggregate volumes, less mobile compared smartphones. On other hand, also find generally competing smartphones resources co-located geographical regions. These findings suggest better protocol design, careful allocation, modified pricing schemes may be needed accommodate rise devices.

参考文章(18)
Zoltán Móczár, Sándor Molnár, Comparative traffic analysis study of popular applications EUNICE'11 Proceedings of the 17th international conference on Energy-aware communications. pp. 124- 133 ,(2011) , 10.1007/978-3-642-23541-2_14
P. G. Stoica, Randolph L. Moses, Introduction to spectral analysis ,(1997)
F.P. Tso, J. Teng, D. Xuan, W. Jia, Mobility: a double-edged sword for HSPA networks ,(2010)
Roger S Bivand, Edzer J Pebesma, Virgilio Gómez-Rubio, Edzer Jan Pebesma, None, Applied spatial data analysis with R Springer. ,(2013) , 10.1007/978-1-4614-7618-4
Pimwadee Chaovalit, Aryya Gangopadhyay, George Karabatis, Zhiyuan Chen, Discrete wavelet transform-based time series analysis and mining ACM Computing Surveys. ,vol. 43, pp. 1- 37 ,(2011) , 10.1145/1883612.1883613
Z M Fadlullah, M M Fouda, N Kato, A Takeuchi, N Iwasaki, Y Nozaki, Toward intelligent machine-to-machine communications in smart grid IEEE Communications Magazine. ,vol. 49, pp. 60- 65 ,(2011) , 10.1109/MCOM.2011.5741147
M. Zubair Shafiq, Lusheng Ji, Alex X. Liu, Jia Wang, Characterizing and modeling internet traffic dynamics of cellular devices measurement and modeling of computer systems. ,vol. 39, pp. 305- 316 ,(2011) , 10.1145/1993744.1993776
Fung Po Tso, Jin Teng, Weijia Jia, Dong Xuan, Mobility: a double-edged sword for HSPA networks: a large-scale test on Hong Kong mobile HSPA networks mobile ad hoc networking and computing. pp. 81- 90 ,(2010) , 10.1145/1860093.1860105
Qiang Xu, Jeffrey Erman, Alexandre Gerber, Zhuoqing Mao, Jeffrey Pang, Shobha Venkataraman, None, Identifying diverse usage behaviors of smartphone apps Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference - IMC '11. pp. 329- 344 ,(2011) , 10.1145/2068816.2068847
Hossein Falaki, Ratul Mahajan, Srikanth Kandula, Dimitrios Lymberopoulos, Ramesh Govindan, Deborah Estrin, Diversity in smartphone usage international conference on mobile systems, applications, and services. pp. 179- 194 ,(2010) , 10.1145/1814433.1814453