Mobile cloud computing; Network awareness; Cellular networks; Traffic offloading
Abstract :
[en] Data traffic from mobile devices experiences unprecedented growth that current cellular network capacities cannot sustain. Traffic offloading to other type of networks such as WiFi emerged as a valid solution to relieve the load in cellular networks. In this paper, we propose novel solution, which unlike other existing methodologies uses information provided by the cellular network to optimize traffic offloading. The provided information includes channel usage statistics, user mobility patterns, information about available resources and other parameters. The offloading decisions aim at optimizing the balance between user and application requirements with availability of network resources. We validated the effectiveness of the proposed solution through simulations with NS-3 network simulator. The results show the capability of the solution in relieving cellular load while guaranteeing user QoS.
Disciplines :
Computer science
Author, co-author :
Fiandrino, Claudio ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)
Kliazovich, Dzmitry ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)
Bouvry, Pascal ; University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Computer Science and Communications Research Unit (CSC)
Zomaya, Albert Y.; University of Sydney
External co-authors :
yes
Language :
English
Title :
Network-Assisted Offloading for Mobile Cloud Applications
Publication date :
2015
Event name :
IEEE International Conference on Communications
Event place :
London, United Kingdom
Event date :
June 2015
Audience :
International
Main work title :
IEEE International Conference on Communications (ICC), London, UK, 2015
"Global mobile statistics 2014," mobiThinking, 2014. [Online]. Available: http://mobithinking.com/mobile-marketing-tools/latest-mobile-stats
A. Persaud and I. Azhar, "Innovative mobile marketing via smartphones," Marketing Intelligence & Planning, Vol. 30, no. 4, pp. 418-443, 2012. [Online]. Available: http://www.emeraldinsight.com/doi/abs/10.1108/02634501211231883
H. Falaki, D. Lymberopoulos, R. Mahajan, S. Kandula, and D. Estrin, "A first look at traffic on smartphones," in Proceedings of the 10th ACM SIGCOMM Conference on Internet Measurement, ser. IMC '10. New York, NY, USA: ACM, 2010, pp. 281-287. [Online]. Available: http://doi.acm.org/10.1145/1879141.1879176
H. T. Dinh, C. Lee, D. Niyato, and P. Wang, "A survey of mobile cloud computing: architecture, applications, and approaches," Wireless Communications and Mobile Computing, Vol. 13, no. 18, pp. 1587-1611, 2013. [Online]. Available: http://dx.doi.org/10.1002/wcm.1203
"Cisco visual networking index: Global mobile data traffic forecast update, 2013-2018," Cisco White paper, 2014. [Online]. Available: http://www.cisco.com/c/en/us/solutions/collateral/service-provider/visual-networking-index-vni/white-paper-c11-520862.html
A. Khandekar, N. Bhushan, J. Tingfang, and V. Vanghi, "LTE-Advanced: Heterogeneous networks," in 2010 European Wireless Conference (EW), April 2010, pp. 978-982.
M. Siegrist, T. C. Earle, H. Gutscher, and C. Keller, "Perception of mobile phone and base station risks," Risk Analysis, Vol. 25, no. 5, pp. 1253-1264, 2005.
C. Fiandrino, D. Kliazovich, P. Bouvry, and A. Y. Zomaya, "NC-CELL: Network coding-based content distribution in cellular networks for cloud applications," in 2014 IEEE Global Communications Conference (GLOBECOM), Dec 2014, pp. 1205-1210.
K. Lee, J. Lee, Y. Yi, I. Rhee, and S. Chong, "Mobile data offloading: How much can WiFi deliver?" IEEE/ACM Transactions on Networking, Vol. 21, no. 2, pp. 536-550, April 2013.
A. Balasubramanian, R. Mahajan, and A. Venkataramani, "Augmenting mobile 3G using WiFi," in Proceedings of the 8th International Conference on Mobile Systems, Applications, and Services, ser. MobiSys'10. New York, NY, USA: ACM, 2010, pp. 209-222. [Online]. Available: http://doi.acm.org/10.1145/1814433.1814456
S. Dimatteo, P. Hui, B. Han, and V. O. K. Li, "Cellular traffic offloading through WiFi networks," in In Proceedings of IEEE MASS, 2011, pp. 192-201.
V. Sciancalepore, D. Giustiniano, A. Banchs, and A. Picu, "Offloading cellular traffic through opportunistic communications: Analysis and optimization," CoRR, Vol. abs/1405.3548, 2014.
Y. Zhu, C. Zhang, and Y. Wang, "Mobile data delivery through opportunistic communications among cellular users: A case study for the D4D challenge," Third International Conference on the Analysis of Mobile Phone Datasets (NetMob 2013), May 2013.
B. Han, P. Hui, V. Kumar, M. Marathe, J. Shao, and A. Srinivasan, "Mobile data offloading through opportunistic communications and social participation," IEEE Transactions on Mobile Computing, Vol. 11, no. 5, pp. 821-834, May 2012.
J. Huang, F. Qian, A. Gerber, Z. M. Mao, S. Sen, and O. Spatscheck, "A close examination of performance and power characteristics of 4G LTE networks," in Proceedings of the 10th International Conference on Mobile Systems, Applications, and Services, ser. MobiSys '12. New York, NY, USA: ACM, 2012, pp. 225-238. [Online]. Available: http://doi.acm.org/10.1145/2307636.2307658
R. Friedman, A. Kogan, and Y. Krivolapov, "On power and throughput tradeoffs of WiFi and Bluetooth in smartphones," IEEE Transactions on Mobile Computing, Vol. 12, no. 7, pp. 1363-1376, July 2013.
X. Zhuo, W. Gao, G. Cao, and S. Hua, "An incentive framework for cellular traffic offloading," IEEE Transactions on Mobile Computing, Vol. 13, no. 3, pp. 541-555, March 2014.
F. Qian, Z. Wang, A. Gerber, Z. Mao, S. Sen, and O. Spatscheck, "Profiling resource usage for mobile applications: A cross-layer approach," in Proceedings of the 9th International Conference on Mobile Systems, Applications, and Services, ser. MobiSys '11. New York, NY, USA: ACM, 2011, pp. 321-334. [Online]. Available: http://doi.acm.org/10.1145/1999995.2000026
D. Halperin, W. Hu, A. Sheth, and D. Wetherall, "Predictable 802.11 packet delivery from wireless channel measurements," in Proceedings of the ACM SIGCOMM 2010 Conference, ser. SIGCOMM '10. New York, NY, USA: ACM, 2010, pp. 159-170. [Online]. Available: http://doi.acm.org/10.1145/1851182.1851203
J. Zhu, "On traffic characteristics and user experience of skype video call," in 2011 IEEE 19th International Workshop on Quality of Service (IWQoS), June 2011, pp. 1-3.
A. Vlavianos, L. Law, I. Broustis, S. Krishnamurthy, and M. Faloutsos, "Assessing link quality in IEEE 802.11 wireless networks: Which is the right metrič" in IEEE 19th International Symposium on Personal, Indoor and Mobile Radio Communications, 2008. PIMRC 2008., Sept 2008, pp. 1-6.
D. Halperin, "Simplifying the configuration of 802.11 wireless networks with effective SNR," CoRR, Vol. abs/1301.6644, 2013. [Online]. Available: http://arxiv.org/abs/1301.6644
E.-E.-L. Lau and W.-Y. Chung, "Enhanced RSSI-based real-time user location tracking system for indoor and outdoor environments," in International Conference on Convergence Information Technology, 2007, Nov 2007, pp. 1213-1218.