A Comparison of Stochastic Models for the Interarrival Times of Packets in a Computer Network
Dennis Guster (St. Cloud State University, USA), Semyon Litvinov (Penn State-Hazelton, USA), Mary Richardson (Grand Valley State University, USA) and David Robinson (St. Cloud State University, USA)
Copyright: © 2002
Because of the complexity and over-subscription of today’s networks, the importance of valid simulation techniques to aid in determining sound network design is paramount. A number of studies have shown that the theoretical exponential packet interarrival rates are not appropriate for many network installations. This chapter compares two other modeling techniques: the power law process and Markov chains to the exponential and actual data taken from a ten-minute segment. The results reveal that the exponential and power law models are a poor match to the actual data. The Markov chain model, although not perfect, yielded some promising results.