DocumentCode :
3361712
Title :
UniFit II: total support for simulation input modeling
Author :
Vincent, Stephen ; Law, Averill M.
Author_Institution :
Averill M. Law & Associates, Tucson, AZ, USA
fYear :
1994
fDate :
11-14 Dec. 1994
Firstpage :
409
Lastpage :
414
Abstract :
Explains the important role of simulation input modeling in a successful simulation study. Two pitfalls in simulation input modeling are then presented, and we explain how any analyst, regardless of his knowledge of statistics, can easily avoid these pitfalls through the use of UniFit II. We use a set of real-world system data to demonstrate how the package automatically specifies, evaluates and ranks candidate probability distributions, and then assists an analyst in deciding whether the "best" candidate probability distribution provides an adequate representation of the data. If no candidate probability distribution provides an adequate fit, then UniFit II can define an empirical distribution function. In either case, the probability model can be automatically expressed in the analyst\´s simulation software. We then consider the general case of selecting a probability distribution in the absence of data. As an example, we show how UniFit II can be used to create busy-time and down-time models for machines that are subject to random breakdowns.
Keywords :
digital simulation; modelling; probability; software packages; statistics; UniFit II; busy-time models; candidate probability distributions; data representation; down-time models; empirical distribution function; random breakdowns; simulation input modeling; simulation software; software package; statistics; Analytical models; Distribution functions; Electric breakdown; Information analysis; Manufacturing systems; Packaging; Performance analysis; Probability distribution; Statistical analysis; Statistical distributions;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Simulation Conference Proceedings, 1994. Winter
Print_ISBN :
0-7803-2109-X
Type :
conf
DOI :
10.1109/WSC.1994.717215
Filename :
717215
Link To Document :
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