On Markovian and rational arrival processes. II [О МАРКОВСКИХ И РАЦИОНАЛЬНЫХ ПОТОКАХ СЛУЧАЙНЫХ СОБЫТИЙ. II]

This article is the second part of the review carried out within the framework of the RFBR project No. 19-17-50126. The purpose of this review is to get the interested readers familiar with the basics of the theory of Markovian arrival processes to facilitate the application of these models in practice and, if necessary, to study them in detail. In the first part of the review, the properties of the general Markovian arrival processes are presented and their relationship with Markov additive processes and Markov renewal processes is shown. In the second part of the review, the important for applications subclasses of Markovian arrival processes, i. e., simple and batch arrival processes of homogeneous and heterogeneous arrivals, are considered. It is shown how the properties of Markovian arrival processes are associated with the product form of stationary distributions of Markov systems. In conclusion, matrix-exponential distributions and rational arrival processes are discussed that expand the capabilities of Markovian arrival processes for modeling complex systems, while preserving the convenience of analyzing them using computations. © 2020 Federal Research Center "Computer Science and Control" of Russian Academy of Sciences. All rights reserved.

Авторы
Издательство
Федеральный исследовательский центр "Информатика и управление" РАН
Номер выпуска
4
Язык
Русский
Страницы
37-46
Статус
Опубликовано
Том
14
Год
2020
Организации
  • 1 Service Innovation Research Institute, 8A Annankatu, Helsinki, 00120, Finland
  • 2 Peoples' Friendship University of Russia, RUDN University, 6 Miklukho-Maklaya Str., Moscow, 117198, Russian Federation
  • 3 Institute of Informatics Problems, Federal Research Center “Computer Science and Control”, The Russian Academy of Sciences, 44-2 Vavilov Str., Moscow, 119333, Russian Federation
Ключевые слова
MAP; Markov additive process; Markov chain; Markovian arrival process; MArP
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