Title :
Statistical characterization of wide-area IP traffic
Author :
Lucas, M.T. ; Wrege, Dalls E. ; Dempsey, Bert J. ; Weaver, Alfred C.
Author_Institution :
Dept. of Comput. Sci., Virginia Univ., Charlottesville, VA, USA
Abstract :
A background traffic model is fundamental to packet-level network simulation since the background traffic impacts packet drop rates, queueing delays, end-to-end delay variation, and also determines available network bandwidth. In this paper, we present a statistical characterization of wide-area IP traffic based on 90-minute traces taken from a week-long trace of packets exchanged between a large campus network a state wide educational network, and a large Internet service provider. The results of this analysis can be used to provide a basis for modelling background load in simulations of wide-area packet-switched networks such as the Internet, contribute to understanding the fractal behavior of wide-area network utilization, and provide a benchmark to evaluate the accuracy of existing traffic models. The key findings of our study include the following: (1) both the aggregate packet stream and its component substreams exhibit significant long-range dependencies in agreement with other traffic studies. (2) the empirical probability distributions of packet arrivals are log-normally distributed. (3) packet sizes exhibit only short-term correlations and (4) the packet size distribution and correlation structure are independent from both network utilization and time of day
Keywords :
Internet; fractals; packet switching; statistical analysis; telecommunication traffic; aggregate packet stream; available network bandwidth; background traffic model; correlation structure; empirical probability distributions; end-to-end delay variation; fractal behavior; large Internet service provider; large campus network; log-normal distribution; long-range dependencies; network utilization; packet drop rates; packet sizes; packet-level network simulation; queueing delays; state wide educational network; statistical characterization; substreams; wide-area IP traffic; wide-area packet-switched networks; Aggregates; Analytical models; Bandwidth; Fractals; IP networks; Load modeling; Probability distribution; Telecommunication traffic; Traffic control; Web and internet services;
Conference_Titel :
Computer Communications and Networks, 1997. Proceedings., Sixth International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
0-8186-8186-1
DOI :
10.1109/ICCCN.1997.623349