Markov Chains and Dependability Theory - Gerardo Rubino, Bruno Sericola

Markov Chains and Dependability Theory

Buch | Hardcover
284 Seiten
2014
Cambridge University Press (Verlag)
978-1-107-00757-4 (ISBN)
68,55 inkl. MwSt
Dependability metrics are omnipresent in every engineering field, from simple ones through to more complex measures combining performance and dependability aspects of systems. This book presents the mathematical basis of the analysis of these metrics using Markov models, and is of interest to graduate students and researchers.
Dependability metrics are omnipresent in every engineering field, from simple ones through to more complex measures combining performance and dependability aspects of systems. This book presents the mathematical basis of the analysis of these metrics in the most used framework, Markov models, describing both basic results and specialised techniques. The authors first present both discrete and continuous time Markov chains before focusing on dependability measures, which necessitate the study of Markov chains on a subset of states representing different user satisfaction levels for the modelled system. Topics covered include Markovian state lumping, analysis of sojourns on subset of states of Markov chains, analysis of most dependability metrics, fundamentals of performability analysis, and bounding and simulation techniques designed to evaluate dependability measures. The book is of interest to graduate students and researchers in all areas of engineering where the concepts of lifetime, repair duration, availability, reliability and risk are important.

Gerardo Rubino is a Senior Researcher at INRIA, France, where he is the scientific leader of the Dionysos team working on the design and the analysis of communication systems. His main research interests are in the quantitative analysis of computer and communication systems through the use of associated stochastic models. Bruno Sericola is a Senior Researcher at INRIA, France. His main research activity is in computer and communication systems performance evaluation, dependability and performability analysis of fault-tolerant systems and applied stochastic processes.

1. Introduction; 2. Discrete time Markov chains; 3. Continuous time Markov chains; 4. State aggregation of Markov chains; 5. Sojourn times in subsets of states; 6. Occupation times; 7. Performability; 8. Stationary detection; 9. Simulation of dependability models; 10. Bounding techniques.

Erscheint lt. Verlag 12.6.2014
Zusatzinfo Worked examples or Exercises; 24 Tables, black and white; 32 Line drawings, unspecified
Verlagsort Cambridge
Sprache englisch
Maße 180 x 254 mm
Gewicht 640 g
Themenwelt Technik Nachrichtentechnik
ISBN-10 1-107-00757-7 / 1107007577
ISBN-13 978-1-107-00757-4 / 9781107007574
Zustand Neuware
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