A Novel P2P Business Traffic Prediction Algorithm

Abstract:

The increasing P2P network traffic on the Internet has leaded to the problem of network congestion. In the consequence of the diversification of the P2P business and protocol, research on the management of P2P traffic has many problems to resolve. Prediction of the P2P traffic is the kernel problem in the P2P traffic management. Based on the existed P2P traffic characters, this paper structures a P2P traffic model, gives a traffic prediction algorithm bases on wavelet-analysis, and proves the accuracy of the algorithm. Simulation experiment figures that the algorithm has a high prediction precision and a superior real-time performance.

• Periodical: Key Engineering Materials (Volumes 467-469)
• Pages: 1339-1344
• DOI: https://doi.org/10.4028/www.scientific.net/KEM.467-469.1339
• Online since: February 2011
• Authors: Min Wu, Ru Chuan Wang, Jing Li, Zhi Jie Han
• Keywords: Kalman Filter System Equation, P2P Network, P2P Traffic Model, Traffic Prediction, Wavelet Analysis

References

[1] S. Sen and J. Wang, Analyzing Peer-to-Peer Traffic Across Large Networks, ACM / IEEE Transactions on Networking, Vol. 12, No. 2, pp.137-150, (2004).

DOI: 10.1109/tnet.2004.826277

[2] Nadia Ben Azzouna and Fabrice Guillemin. Impact of peer-to-peer applications on wide area network traffic: an experimental approach. Global Telecommunications Conference. Vol. 3, pp.1544-1548, (2004).

DOI: 10.1109/glocom.2004.1378241

[3] Bartlett G, Heidemann J, Papadopoulos C. Inherent Behaviors for On-line Detection of Peer-to-Peer File Sharing. In Proceedings of 10th IEEEGlobal Internet Symposium in conjunction with IEEE INFOCOM 2007, pp.55-60.

DOI: 10.1109/gi.2007.4301431

[4] Yanxiang He, Qiang Cao, Yi Han, Libing Wu, Tao Liu. Reduction of Quality (RoQ) attacks on structured peer-to-peer networks. Proceedings of the 2009 IEEE International Symposium on Parallel&Distributed Processing, pp.1-9.

DOI: 10.1109/ipdps.2009.5161178

[5] Fras M, Klampfer S, Cucej Z. Impact of P2P traffic on IP communication networks' performances. IWSSIP 2008 15th International Conference on, pp.205-208.

DOI: 10.1109/iwssip.2008.4604403

[6] Karagiannis T, Broido A, Brownlee N, et al. File-sharing in the internet: a characterization of P2P traffic in the backbone. Technical Report. Riverside, CA, USA: University of California, (2003).

[7] Kolarov A, Atai A, Hui, J., Application of Kalman filter in high-speed networks, GLOBECOM '94. 1994 vol. 1. p.624 ~ 628.

DOI: 10.1109/glocom.1994.513593

[8] Yi Qiao, Jason Skicewicz, Peter Dinda. An Empirical Study of Multiscale Predictability of Network Traffic. IEEE International Symposium on High Performance Distributed Computing, Proceedings, Proceedings-13th IEEE International Symposium on High Performance Distributed Computing, 2004, pp.66-76.

DOI: 10.1109/hpdc.2004.1323493