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Continuous-Time Markov-Modulated Chains Operations Research

by Andronov Alexander

Markov-modulated models in operations research

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Hardcover New English

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AlbakiReads Editorial

Markov-modulated models in operations research

Andronov presents applications of continuous-time Markov-modulated processes to problems in system reliability, risk, queuing, data communication, logistics, and storage. The book pairs analytical results with numerical computations, including methods for handling cases where solutions to differential or integral equations are not available in a simple explicit form. Its discussion includes transient-state probabilities for finite Markov chains and renewal equations, with infinite-sum representations, function approximations, and iterative procedures used in computation. The emphasis is on connecting probabilistic modeling with practical calculation challenges in operations research.

Good fit for readers who enjoy

  • Readers studying applied probability or operations research.
  • Practitioners interested in computational methods for reliability, queuing, communication, logistics, or storage models.

Themes

Continuous-time Markov-modulated processesOperations research applicationsNumerical computationRenewal equations

Based on publisher information and book metadata.

Book overview

Probabilistic models are widely used for description and an analysis of various processes in system reliability, risk, queuing, data communication, logistic and storage systems. The book contains various applications of the theory of continuous-time Markov-modulated processes in operation research. All analytical results are illustrated by numerical computations. Used algorithms allow overcoming computation difficulties successfully. For example, a calculation of transient probabilities of states for a continuous-time finite Markov chain uses eigenvalues and eigenvectors of the corresponding matrix (generator). In a more complex case of differential or integral equations, such a simple explicit form of a solution is missing. The explicit form of solution is presented by means of infinity sums of functions. For example, often we have to deal with the so-called renewal equation. Its solution is presented as an infinite sum of the renewal function. In this case, an approximation of functions of interest and iterative computation procedures are used.

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