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Item Details
Title: DISCRETE-TIME MARKOV CHAINS
TWO-TIME-SCALE METHODS AND APPLICATIONS
By: George Yin, Qing Zhang
Format: Hardback

List price: £69.99


We believe that this item is permanently unavailable, and so we cannot source it.

ISBN 10: 038721948X
ISBN 13: 9780387219486
Publisher: SPRINGER-VERLAG NEW YORK INC.
Pub. date: 1 October, 2004
Edition: 2005 ed.
Series: Stochastic Modelling and Applied Probability v. 55
Pages: 347
Description: Focuses on the theory and applications of discrete-time two-time-scale Markov chains. This book presents results including asymptotic expansions of probability vectors, properties of occupation measures, exponential bounds, aggregation and decomposition and associated limit processes, and interface of discrete-time and continuous-time systems.
Synopsis: This book focuses on two-time-scale Markov chains in discrete time. Our motivation stems from existing and emerging applications in optimization and control of complex systems in manufacturing, wireless communication, and ?nancial engineering. Much of our e?ort in this book is devoted to designing system models arising from various applications, analyzing them via analytic and probabilistic techniques, and developing feasible compu- tionalschemes. Ourmainconcernistoreducetheinherentsystemcompl- ity. Although each of the applications has its own distinct characteristics, all of them are closely related through the modeling of uncertainty due to jump or switching random processes. Oneofthesalientfeaturesofthisbookistheuseofmulti-timescalesin Markovprocessesandtheirapplications. Intuitively,notallpartsorcom- nents of a large-scale system evolve at the same rate. Some of them change rapidly and others vary slowly. The di?erent rates of variations allow us to reduce complexity via decomposition and aggregation. It would be ideal if we could divide a large system into its smallest irreducible subsystems completely separable from one another and treat each subsystem indep- dently.However, this is often infeasible in reality due to various physical constraints and other considerations. Thus, we have to deal with situations in which the systems are only nearly decomposable in the sense that there are weak links among the irreducible subsystems, which dictate the oc- sional regime changes of the system. An e?ective way to treat such near decomposability is time-scale separation. That is, we set up the systems as if there were two time scales, fast vs. slow. xii Preface Followingthetime-scaleseparation,weusesingularperturbationmeth- ology to treat the underlying systems.
Illustrations: biography
Publication: US
Imprint: Springer-Verlag New York Inc.
Returns: Returnable
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