Title :
A Novel Discrete Distribution and Process to Model Self-Similar Traffic
Author :
Singhai, Rakesh ; Joshi, Shiv Dutt ; Bhatt, Rajendra K P
Author_Institution :
IIT Delhi, New Delhi
Abstract :
Network traffic is modeled as Poisson process for analytic simplicity, even though a number of traffic studies have shown that packet interarrivals are not exponentially distributed. Packet arrivals deviate considerably from Poissonity and follow statistical self-similar and long-range dependent behavior (LRD). We propose a novel discrete distribution for the counting process and show that for such a process the interarrivals are Pareto distributed. This new process is self-similar and exhibits long-range dependent behavior.
Keywords :
Pareto distribution; local area networks; stochastic processes; telecommunication traffic; Ethernet; Pareto distribution; Poisson process; discrete distribution; local area network; long-range dependent behavior; network traffic; Aggregates; Brownian motion; Computer networks; Ethernet networks; Fractals; Internet; Tail; Telecommunication traffic; Traffic control; Wide area networks;
Conference_Titel :
Telecommunications, 2007. ConTel 2007. 9th International Conference on
Conference_Location :
Zagreb
Print_ISBN :
953-184-111-X
Electronic_ISBN :
953-184-111-X
DOI :
10.1109/CONTEL.2007.381867