DocumentCode
597483
Title
A two-phase MAP fitting method with APH interarrival time distribution
Author
Meszaros, A. ; Telek, M.
Author_Institution
Budapest Univ. of Technol. & Econ., Budapest, Hungary
fYear
2012
fDate
9-12 Dec. 2012
Firstpage
1
Lastpage
12
Abstract
Markov arrival processes (MAPs) are used extensively in traffic modeling. Consequently a wide variety of fitting procedures have been developed. Most of these however are computationally demanding or not general enough. To resolve this problem, two-step procedures of a specific type have been made, which fit a phase-type distribution (PH) to static parameters in the first step, and extend it to a MAP in the second while fitting dynamic parameters. Their general weakness is that the first step often restricts the attainable range of dynamic parameters. In our paper we present a method, that aims at providing a good starting point for the second step, by optimizing the representation of the PH that was produced by the first step.
Keywords
Markov processes; optimisation; statistical distributions; telecommunication traffic; APH interarrival time distribution; Markov arrival processes; PH presentation optimization; fitting procedures; phase-type distribution; traffic modeling; two-phase MAP fitting method; two-step procedures; Correlation; Generators; Joints; Markov processes; Optimization methods; Steady-state; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Simulation Conference (WSC), Proceedings of the 2012 Winter
Conference_Location
Berlin
ISSN
0891-7736
Print_ISBN
978-1-4673-4779-2
Electronic_ISBN
0891-7736
Type
conf
DOI
10.1109/WSC.2012.6465300
Filename
6465300
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