Continuos-Time Markov-Modulated Chains in the Operation Research

连续时间马尔可夫调制链在运筹学中的应用

运筹学

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出版时间
2024年04月22日
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ISBN
9789811286155
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页      码
200 pp
语      种
英文
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图书简介
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 is used 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.Key FeaturesThe present monograph does not require special knowledge. It contains everything needed for the successful application of Markov-modulated processes to a wide range of problems in various areasThe presentation is not limited to analytical formulas, but is accompanied by a description and illustration of appropriate computational procedures for their implementation
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