DocumentCode :
3035966
Title :
A new analysis framework for discrete time queueing systems with general stochastic sources
Author :
He, Jiafu ; Sohraby, Khosrow
Author_Institution :
Comput. Sci. Telecommun., Missouri Univ., Kansas City, MO, USA
Volume :
2
fYear :
2001
fDate :
2001
Firstpage :
1075
Abstract :
This paper considers a general class of discrete time systems with batch arrivals and departures. Such models appear frequently in the teletraffic analysis of computer and communications networks. Our arrival models are assumed to be quite general. They could be independent and identically distributed (i.i.d) in successive slots, be periodic, be Markovian or described by the moving average time-series model, etc. Our solution framework is novel and unifying. It uses a combination of multi-dimensional generating functions and combinatorial analysis using extensions of classical ballot theorems. In general, we provide an explicit analytical expression as an infinite sum to obtain the system stationary probability distribution avoiding classical root finding methods, matrix analytical methodologies and finally spectral decomposition approaches. We provide a number of analytical and numerical examples including a simple multi-server model with i.i.d arrivals, an ATM multiplexer fed by a (random) number of periodic sources, and a new example considering the discrete moving average model for the arrival process where a simple closed-form expression for the stationary distribution of the system queue lengths is provided
Keywords :
Markov processes; asynchronous transfer mode; discrete time systems; moving average processes; multiplexing equipment; packet switching; probability; queueing theory; telecommunication traffic; time series; ATM multiplexer; Markovian models; ballot theorems; batch arrivals; batch departures; closed-form expression; combinatorial analysis; communications networks; computer networks; discrete moving average model; discrete time queueing systems; general arrival models; general stochastic sources; i.i.d arrivals; i.i.d models; independent identically distributed models; infinite sum; moving average time-series model; multi-server model; multidimensional generating functions; periodic models; periodic sources; stationary probability distribution; system queue lengths; teletraffic analysis; Asynchronous transfer mode; Cities and towns; Discrete time systems; Fluctuations; Helium; Matrix decomposition; Performance analysis; Queueing analysis; Random variables; Stochastic systems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
INFOCOM 2001. Twentieth Annual Joint Conference of the IEEE Computer and Communications Societies. Proceedings. IEEE
Conference_Location :
Anchorage, AK
ISSN :
0743-166X
Print_ISBN :
0-7803-7016-3
Type :
conf
DOI :
10.1109/INFCOM.2001.916301
Filename :
916301
Link To Document :
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