DocumentCode :
3464486
Title :
Simultaneous Transient Analysis of QBD Markov Chains for all Initial Configurations using a Level Based Recursion
Author :
Van Velthoven, J. ; Van Houdt, Benny ; Blondia, C.
Author_Institution :
Univ. of Antwerp, Antwerp
fYear :
2007
fDate :
17-19 Sept. 2007
Firstpage :
79
Lastpage :
90
Abstract :
A new algorithm to assess transient performance measures for every possible initial configuration of a quasi-birth-and-death (QBD) Markov chain is introduced. We make use of the framework termed QBDs with marked time epochs that transforms the transient problem into a stationary one by applying a discrete Erlangization and constructing a reset Markov chain. To avoid the need to repeat ail computations for each initial configuration, we propose a level based recursive algorithm that uses intermediate results obtained for initial states belonging to levels 0,hellip, tau - 1 to compute the transient measure when the initial state is part of level tau. Also, the computations for all states belonging to level tau are performed simultaneously. A key property of our approach lies in the exploitation of the internal structure of the block matrices involved, avoiding any need to store large matrices. A flexible Matlab implementation of the proposed algorithm is available online.
Keywords :
Markov processes; mathematics computing; Matlab implementation; block matrices; discrete Erlangization; level based recursion; quasi-birth-and-death Markov chain; simultaneous transient analysis; transient performance measures; transient problem; Algorithm design and analysis; Area measurement; Continuous time systems; Design for quality; Discrete transforms; Distributed computing; Fellows; Performance evaluation; Time measurement; Transient analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Quantitative Evaluation of Systems, 2007. QEST 2007. Fourth International Conference on the
Conference_Location :
Edinburgh
Print_ISBN :
978-0-7695-2883-0
Type :
conf
DOI :
10.1109/QEST.2007.21
Filename :
4338241
Link To Document :
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