DocumentCode :
2570802
Title :
Automatic Experiments Design for Discrete Event System
Author :
Perrica, Giuseppe ; Fantuzzi, Cesare ; Grassi, Andrea ; Goldoni, Gabriele
Author_Institution :
Dipt. di Sci. e Metodi dell ´´Ing., Univ. di Modena e Reggio Emilia, Reggio Emilia, Italy
fYear :
2010
fDate :
22-27 Aug. 2010
Firstpage :
7
Lastpage :
10
Abstract :
In discrete event system simulation, random samples from probability distributions are typically used as input for a model. Since these samples are just a sequence of observations generated by random processes that could have large variability, therefore the results of each run can vary substantially. As a consequence, a suitable number of replications must be executed in order to provide good accuracy on estimation of key performance indicators. This paper aims to propose two systematic approaches to manage simulation campaigns automatically. The method behind these approaches increase the runs´ number iteratively in order to reduce error on performance indicator estimation, thus respecting precision requirements on simulation output results. The presented approaches can be used for both terminating and non-terminating systems.
Keywords :
design of experiments; discrete event simulation; error statistics; performance index; random processes; statistical distributions; automatic experiment design; discrete event system simulation; iterative methods; nonterminating system; performance indicator estimation; probability distribution; random processes; random sample; terminating system; Accuracy; Analytical models; Computational modeling; Discrete event systems; Estimation; Production; Discrete Event Simulation; Key Performance Indicators (KPI).; Output Analysis; Standard Error;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advances in System Simulation (SIMUL), 2010 Second International Conference on
Conference_Location :
Nice
Print_ISBN :
978-1-4244-7783-8
Electronic_ISBN :
978-0-7695-4142-6
Type :
conf
DOI :
10.1109/SIMUL.2010.33
Filename :
5601905
Link To Document :
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