Continuous Average Control of Piecewise Deterministic Markov Processes

Continuous Average Control of Piecewise Deterministic Markov Processes
Author :
Publisher : Springer Science & Business Media
Total Pages : 124
Release :
ISBN-10 : 9781461469834
ISBN-13 : 146146983X
Rating : 4/5 (83X Downloads)

Book Synopsis Continuous Average Control of Piecewise Deterministic Markov Processes by : Oswaldo Luiz do Valle Costa

Download or read book Continuous Average Control of Piecewise Deterministic Markov Processes written by Oswaldo Luiz do Valle Costa and published by Springer Science & Business Media. This book was released on 2013-04-12 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt: The intent of this book is to present recent results in the control theory for the long run average continuous control problem of piecewise deterministic Markov processes (PDMPs). The book focuses mainly on the long run average cost criteria and extends to the PDMPs some well-known techniques related to discrete-time and continuous-time Markov decision processes, including the so-called ``average inequality approach'', ``vanishing discount technique'' and ``policy iteration algorithm''. We believe that what is unique about our approach is that, by using the special features of the PDMPs, we trace a parallel with the general theory for discrete-time Markov Decision Processes rather than the continuous-time case. The two main reasons for doing that is to use the powerful tools developed in the discrete-time framework and to avoid working with the infinitesimal generator associated to a PDMP, which in most cases has its domain of definition difficult to be characterized. Although the book is mainly intended to be a theoretically oriented text, it also contains some motivational examples. The book is targeted primarily for advanced students and practitioners of control theory. The book will be a valuable source for experts in the field of Markov decision processes. Moreover, the book should be suitable for certain advanced courses or seminars. As background, one needs an acquaintance with the theory of Markov decision processes and some knowledge of stochastic processes and modern analysis.


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