Title :
Modeling Internet backbone traffic at the flow level
Author :
Barakat, Chadi ; Thiran, Patrick ; Iannaccone, Gianluca ; Diot, Christophe ; Owezarski, Philippe
Author_Institution :
INRIA, France
Abstract :
Our goal is to design a traffic model for noncongested Internet backbone links, which is simple enough to be used in network operation, while being as general as possible. The proposed solution is to model the traffic at the flow level by a Poisson shot-noise process. In our model, a flow is a generic notion that must be able to capture the characteristics of any kind of data stream. We analyze the accuracy of the model with real traffic traces collected on the Sprint Internet protocol (IP) backbone network. Despite its simplicity, our model provides a good approximation of the real traffic observed in the backbone and of its variation. Finally, we discuss the application of our model to network design and dimensioning.
Keywords :
Internet; shot noise; stochastic processes; telecommunication traffic; transport protocols; Internet backbone traffic; Poisson shot-noise process; Sprint Internet protocol; flow level; noncongested backbone links; traffic model; Analytical models; Computer network management; IP networks; Internet; Monitoring; Protocols; Spine; Telecommunication traffic; Throughput; Traffic control;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2003.814521