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Avtomatika i Telemekhanika, 2019, Issue 11, Pages 108–126
DOI: https://doi.org/10.1134/S0005231019110060
(Mi at15258)
 

This article is cited in 13 scientific papers (total in 13 papers)

Stochastic Systems

Efficient algorithm for evaluating the required volume of resource in wireless communication systems under joint servicing of heterogeneous traffic for the Internet of Things

S. N. Stepanov, M. S. Stepanov

Moscow Technical University of Communications and Computer Science, Moscow, Russia
References:
Abstract: We construct and study a mathematical model of the distribution of the resource for transmitting information for an isolated cell of an LTE standard mobile network with the joint servicing of heterogeneous traffic from Internet of Things devices. The model considers an arbitrary number of streams of multimedia traffic, which differ in the intensity of the arrival of communication sessions, the size of the resource used to service one session, the time of resource occupation, and the probability of a session being allowed to transmit the information stream. We determine quality of service characteristics for incoming sessions and construct an effective algorithm for estimating the amount of resource required to service given traffic flows with required quality. Efficiency of the algorithm is achieved as a result of the implementation of recursion with respect to the available resource and the use of normalized probabilities of model states during calculations. The algorithm is computationally stable and allows to solve the resource estimation problem many times faster than traditional approaches based on calculating the probabilities of all states for each resource value and their subsequent normalization. We give numerical examples illustrating the implementation features of developed computational procedures.
Keywords: Internet of Things, multiservice traffic, Markov models, system of equilibrium equations, recursive algorithms, transmission resource planning.
Funding agency Grant number
Russian Foundation for Basic Research 16-29-09497_офи_м
This work was partially supported by the Russian Foundation for Basic Research, project no. 16-29-09497ofi-m.

Received: 28.03.2019
Revised: 12.04.2019
Accepted: 18.07.2019
English version:
Automation and Remote Control, 2019, Volume 80, Issue 11, Pages 2017–2032
DOI: https://doi.org/10.1134/S0005117919110067
Bibliographic databases:
Document Type: Article
Language: Russian
Citation: S. N. Stepanov, M. S. Stepanov, “Efficient algorithm for evaluating the required volume of resource in wireless communication systems under joint servicing of heterogeneous traffic for the Internet of Things”, Avtomat. i Telemekh., 2019, no. 11, 108–126; Autom. Remote Control, 80:11 (2019), 2017–2032
Citation in format AMSBIB
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\paper Efficient algorithm for evaluating the required volume of resource in wireless communication systems under joint servicing of heterogeneous traffic for the Internet of Things
\jour Avtomat. i Telemekh.
\yr 2019
\issue 11
\pages 108--126
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\crossref{https://doi.org/10.1134/S0005231019110060}
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\transl
\jour Autom. Remote Control
\yr 2019
\vol 80
\issue 11
\pages 2017--2032
\crossref{https://doi.org/10.1134/S0005117919110067}
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  • https://www.mathnet.ru/eng/at15258
  • https://www.mathnet.ru/eng/at/y2019/i11/p108
  • This publication is cited in the following 13 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
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