M. Mandjes et M. Van Uitert, Transient analysis of traffic generated by bursty sources, and its application to measurement-based admission control, TELECOM SYS, 15(3-4), 2000, pp. 295-321
The first part of the paper is devoted to a transient analysis of traffic g
enerated by bursty sources. These sources are governed by a modulating proc
ess, whose state determines the traffic rate at which the source transmits.
The class of modulating processes contains, e.g., on/off traffic sources w
ith general on and off times (but is considerably broader). We focus on the
probability of extreme fluctuations of the resulting traffic rate, or more
precisely, we determine the probability of the number of sources being in
the on state reaching a certain threshold, given a measurement of the numbe
r of sources in the on state t units of time ago. In particular, we derive
large deviations asymptotics of this probability when the number of sources
is large. These asymptotics are numerically manageable, and it is empirica
lly verified that they lead to an overestimation of the probability of our
interest. The analysis is extended to alternative measurement procedures. T
hese procedures allow to take into account, for instance, more historic mea
surements than just one, possibly combined with an exponential weighting of
these measurements. In the second part of the paper, we apply the asymptot
ic calculation methods to gain insight into the feasibility of measurement-
based admission control (MBAC) algorithms for ATM or IP networks. These alg
orithms attempt to regulate the network's load (to provide the customers wi
th a sufficient Quality of Service), and at the same time achieve an accept
able utilization of the resources. An MBAC algorithm may base acceptance or
rejection of a new request on the measured momentary load imposed on the s
witch or router; if this load is below a given threshold, the source can be
admitted. We investigate whether such a scheme is robust under the possibl
e stochastic properties of the traffic offered. Both the burst level (i.e.,
the distribution of the on and off times of the sources) and the call leve
l (particularly the distribution of the call duration) are taken into accou
nt. Special attention is paid to the influence of the bursts, silences, or
call durations having a distribution with a "heavy tail".