Title :
A combined Monte Carlo/GEVT extrapolating method for the estimate of buffer length distribution tails
Author :
Bernabei, F. ; Listanti, Marco ; Matrullo, Duilio ; Zingrillo, Giuseppe
Author_Institution :
Fondazione Ugo Bordoni, Roma, Italy
Abstract :
The authors deal with the application of generalized extreme value theory (GEVT) to asynchronous transfer mode (ATM) buffer dimensioning. In particular, a general ATM system simulation model is defined to analyze a large variety of buffer behavior. The performance of the classical GEVT estimate procedure is evaluated in some critical cases by stressing its limits. To better cope with these cases, a modified version of the GEVT estimate procedure is proposed. Such a procedure is based on the combined utilization of the knowledge obtained from the classical Monte Carlo method and the extrapolating form of the GEVT estimator. The results show that this method allows some limitations of the GEVT approach to be overcome and a very good accuracy can be reached
Keywords :
Monte Carlo methods; asynchronous transfer mode; extrapolation; ATM system simulation model; GEVT; Monte Carlo method; asynchronous transfer mode; buffer dimensioning; buffer length distribution tails; extrapolation; generalized extreme value theory; Analytical models; Asynchronous transfer mode; Delay estimation; Monte Carlo methods; Probability distribution; Queueing analysis; Random variables; Switches; Telecommunication traffic; Traffic control;
Conference_Titel :
Communications, 1992. ICC '92, Conference record, SUPERCOMM/ICC '92, Discovering a New World of Communications., IEEE International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
0-7803-0599-X
DOI :
10.1109/ICC.1992.268049