Long-term forecasting of internet backbone traffic: Observations and initial models

K Papagiannaki, N Taft, ZL Zhang… - IEEE INFOCOM 2003 …, 2003 - ieeexplore.ieee.org
We introduce a methodology to predict when and where link additions/upgrades have to
take place in an IP backbone network. Using SNMP statistics, collected continuously since …

Long-term forecasting of Internet backbone traffic

K Papagiannaki, N Taft, ZL Zhang… - IEEE transactions on …, 2005 - ieeexplore.ieee.org
We introduce a methodology to predict when and where link additions/upgrades have to
take place in an Internet protocol (IP) backbone network. Using simple network management …

Small-time scaling behaviors of Internet backbone traffic: An empirical study

ZL Zhang, VJ Ribeiro, S Moon… - IEEE INFOCOM 2003 …, 2003 - ieeexplore.ieee.org
The small-time (sub-seconds) scaling behaviors of Internet backbone traffic, based on traces
collected from OC3/12/48 links in a tier-1 ISP is studied. We observe that for a majority of …

A flow-based model for Internet backbone traffic

C Barakat, P Thiran, G Iannaccone, C Diot… - Proceedings of the 2nd …, 2002 - dl.acm.org
Our goal is to design a traffic model for uncongested IP backbone links that is simple enough
to be used in network operation, and that is protocol and application agnostic in order to be …

Experience in measuring backbone traffic variability: Models, metrics, measurements and meaning

M Roughan, A Greenberg, C Kalmanek… - Proceedings of the 2nd …, 2002 - dl.acm.org
Understanding the variability of Internet traffic in backbone networks is essential to better
plan and manage existing networks, as well as to design next generation networks …

Pop-level and access-link-level traffic dynamics in a tier-1 POP

S Bhattacharyya, C Diot, J Jetcheva - Proceedings of the 1st ACM …, 2001 - dl.acm.org
In this paper, we study traffic demands in an IP bacbkone, identify the routes used by these
demands, and evaluate traffic granularity levels that are attractive for improving the poor …

Traffic matrix reloaded: Impact of routing changes

R Teixeira, N Duffield, J Rexford… - … MA, USA, March 31-April 1 …, 2005 - Springer
A traffic matrix represents the load from each ingress point to each egress point in an IP
network. Although networks are engineered to tolerate some variation in the traffic matrix …

Seven years and one day: Sketching the evolution of internet traffic

P Borgnat, G Dewaele, K Fukuda, P Abry… - IEEE INFOCOM …, 2009 - ieeexplore.ieee.org
This contribution aims at performing a longitudinal study of the evolution of the traffic
collected every day for seven years on a trans-Pacific backbone link (the MAWI dataset) …

Time series models for internet traffic

S Basu, A Mukherjee… - Proceedings of IEEE …, 1996 - ieeexplore.ieee.org
Data traffic sequences from two campus FDDI rings, an Ethernet, two entry/exit points of the
NSFNET, and sub-sequences belonging to popular TCP port numbers on one of the FDDI …

Internet traffic volumes are not Gaussian—They are log-normal: An 18-year longitudinal study with implications for modelling and prediction

M Alasmar, R Clegg, N Zakhleniuk… - IEEE/ACM Transactions …, 2021 - ieeexplore.ieee.org
Getting good statistical models of traffic on network links is a well-known, often-studied
problem. A lot of attention has been given to correlation patterns and flow duration. The …