Title :
A Highly Efficient M/G/α Generator of Self-Similar Traces
Author :
Vieira, Maria Estrella Sousa ; Gonzalez, Andres Suarez ; Veiga, Manuel Fernandez ; Garcia, Candido Lopez ; Rubio, Raul Fernando Rodriguez
Author_Institution :
E.T.S.E. Telecomunicacion, Vigo Univ.
Abstract :
Several traffic measurements reports have convincingly shown the presence of self-similarity in current networks, inducing a revolution in the stochastic modeling of traffic. The essence of this behavior can be captured by several classes of self-similar processes. But the use of these processes in performance analysis has opened new problems and research issues in simulation studies, where the efficient generation of synthetic sample paths with self-similar properties is one of the main topics. In this paper, we present an M/G/α generator of self-similar traces, based on a highly efficient simulation model using the decomposition property of Poisson processes and the memoryless property of geometric random variables.
Keywords :
geometry; memoryless systems; queueing theory; stochastic processes; telecommunication traffic; M/G/infin generator; Poisson processes; geometric random variables; memoryless property; self-similar traces; stochastic modeling; traffic measurements reports; Analytical models; Current measurement; Length measurement; Performance analysis; Random variables; Sampling methods; Solid modeling; Stochastic processes; Telecommunication traffic; Traffic control;
Conference_Titel :
Simulation Conference, 2006. WSC 06. Proceedings of the Winter
Conference_Location :
Monterey, CA
Print_ISBN :
1-4244-0500-9
Electronic_ISBN :
1-4244-0501-7
DOI :
10.1109/WSC.2006.323015