Title :
On the calculation of sample-path backlog bounds in queueing systems over finite time horizons
Author :
Beck, Michael ; Schmitt, Jens
Author_Institution :
Distrib. Comput. Syst. Lab. (DISCO), Univ. of Kaiserslautern, Kaiserslautern, Germany
Abstract :
The ability to calculate backlog bounds is of key importance for buffer sizing in packet-switched networks. In particular, it is critical to capture the statistical multiplexing gains which, in turn, calls for stochastic backlog bounds. The stochastic network calculus (SNC) is a promising methodology to compute such stochastic backlog bounds. So far in the literature SNC-based backlog bounds apply only to an arbitrary, but fixed single point in time. Yet, from the network engineering perspective, one would rather like to have a sample path backlog bound, i.e., a bound that applies (with a certain fixed violation probability) all of the time. While, in general, such bounds are hard to obtain we investigate in this paper how sample path backlog bounds can be computed over finite time horizons. In particular, we show how a simple extension of the known SNC results can lead to suboptimal bounds by deriving an alternative methodology (based on extreme value theory) for bounding the backlog over finite time horizons. Interestingly, none of the two methods completely dominates the other. For the new method we also discuss how it can be evolved into a corresponding calculus for network analysis analogous to the existing SNC.
Keywords :
buffer storage; packet switching; queueing theory; statistical multiplexing; stochastic processes; switched networks; SNC-based backlog bounds; buffer sizing; finite time horizons; packet-switched networks; path backlog bound; queueing systems; sample-path backlog bounds; statistical multiplexing gains; stochastic backlog bounds; stochastic network calculus; Artificial neural networks; IP networks; Multiplexing; Tin; C.4 Modeling techniques;
Conference_Titel :
Performance Evaluation Methodologies and Tools (VALUETOOLS), 2012 6th International Conference on
Conference_Location :
Cargese
Print_ISBN :
978-1-4673-4887-4