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