TY - GEN
T1 - Buffer occupation probability of trace-driven background streams in hybrid simulation
AU - Lauwens, Ben
AU - Scheers, Bart
AU - Van De Capelle, Antoine
PY - 2007
Y1 - 2007
N2 - In this paper, numerical calculation schemes of the buffer occupation probability for a buffer which is fed by a large number of independent and stationary sources are evaluated. The resulting buffer occupation probability density function can be sampled in order to model the impact of a background traffic stream on the foreground traffic in a hybrid fluid-flow packet-event simulation. The calculation methods are based on the Large Deviations asymptotic or on the Central Limit theorem. An estimate combining both approaches is also studied. The so called Moderate Deviations scaling gives a Large Deviations result for a Gaussian source. The paper concludes with a quantitative comparison of the calculation schemes with simulations. Periodic ON/OFF-sources with a heavy tailed distribution are used as arrival processes for performance evaluations. The methods are also applied to the well known Bellcore LAN traffic traces.
AB - In this paper, numerical calculation schemes of the buffer occupation probability for a buffer which is fed by a large number of independent and stationary sources are evaluated. The resulting buffer occupation probability density function can be sampled in order to model the impact of a background traffic stream on the foreground traffic in a hybrid fluid-flow packet-event simulation. The calculation methods are based on the Large Deviations asymptotic or on the Central Limit theorem. An estimate combining both approaches is also studied. The so called Moderate Deviations scaling gives a Large Deviations result for a Gaussian source. The paper concludes with a quantitative comparison of the calculation schemes with simulations. Periodic ON/OFF-sources with a heavy tailed distribution are used as arrival processes for performance evaluations. The methods are also applied to the well known Bellcore LAN traffic traces.
UR - http://www.scopus.com/inward/record.url?scp=38549098446&partnerID=8YFLogxK
U2 - 10.1109/ICC.2007.101
DO - 10.1109/ICC.2007.101
M3 - Conference contribution
AN - SCOPUS:38549098446
SN - 1424403537
SN - 9781424403530
T3 - IEEE International Conference on Communications
SP - 581
EP - 587
BT - 2007 IEEE International Conference on Communications, ICC'07
T2 - 2007 IEEE International Conference on Communications, ICC'07
Y2 - 24 June 2007 through 28 June 2007
ER -