DocumentCode :
580177
Title :
Algorithmic approach to series expansions around transient Markov chains with applications to paired queuing systems
Author :
De Turck, Koen ; De Cuypere, Eline ; Wittevrongel, Sabine ; Fiems, Dieter
Author_Institution :
Dept. of Telecommun. & Inf. Process., Ghent Univ., Ghent, Belgium
fYear :
2012
fDate :
9-12 Oct. 2012
Firstpage :
38
Lastpage :
44
Abstract :
We propose an efficient numerical scheme for the evaluation of large-scale Markov chains, under the condition that their generator matrix reduces to a triangular matrix when a certain rate is sent to zero. A numerical algorithm is presented which calculates the first N coefficients of the MacLaurin series expansion of the steady-state probability vector with minimal overhead. We apply this numerical approach to paired queuing systems, which have a.o. applications in kitting processes in assembly systems. Pairing means that departures from the different buffers are synchronised and that service is interrupted if any of the buffers is empty. We also show a decoupling result that allows for closed-form expressions for lower-order expansions. Finally we illustrate our approach by some numerical examples.
Keywords :
Markov processes; queueing theory; series (mathematics); MacLaurin series expansion; assembly system; closed form expression; generator matrix; kitting processes; numerical algorithm; numerical scheme; paired queuing system; steady state probability vector; transient Markov chains; triangular matrix; Equations;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Performance Evaluation Methodologies and Tools (VALUETOOLS), 2012 6th International Conference on
Conference_Location :
Cargese
Print_ISBN :
978-1-4673-4887-4
Type :
conf
Filename :
6376303
Link To Document :
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