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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" article-type="research-article" dtd-version="1.2" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">Discrete and Continuous Models and Applied Computational Science</journal-id><journal-title-group><journal-title xml:lang="en">Discrete and Continuous Models and Applied Computational Science</journal-title><trans-title-group xml:lang="ru"><trans-title>Discrete and Continuous Models and Applied Computational Science</trans-title></trans-title-group></journal-title-group><issn publication-format="print">2658-4670</issn><issn publication-format="electronic">2658-7149</issn><publisher><publisher-name xml:lang="en">Peoples' Friendship University of Russia named after Patrice Lumumba (RUDN University)</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">20221</article-id><article-id pub-id-type="doi">10.22363/2312-9735-2018-26-4-303-320</article-id><article-categories><subj-group subj-group-type="toc-heading" xml:lang="en"><subject>Mathematical Theory of Teletraffic</subject></subj-group><subj-group subj-group-type="toc-heading" xml:lang="ru"><subject>Математическая теория телетрафика</subject></subj-group><subj-group subj-group-type="article-type"><subject>Research Article</subject></subj-group></article-categories><title-group><article-title xml:lang="en">Towards the Analysis of the Queuing System Operating in the Random Environment with Resource Allocation</article-title><trans-title-group xml:lang="ru"><trans-title>К анализу системы массового обслуживания с ресурсами, функционирующей в случайном окружении</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Zaryadov</surname><given-names>Ivan S</given-names></name><name xml:lang="ru"><surname>Зарядов</surname><given-names>Иван Сергеевич</given-names></name></name-alternatives><bio xml:lang="en"><p>Candidate of Physical and Mathematical Sciences, assistant professor of Department of Applied Probability and Informatics of Peoples’ Friendship University of Russia (RUDN University); Senior Researcher of Institute of Informatics Problems of Federal Research Center “Computer Science and Control” Russian Academy of Sciences</p></bio><bio xml:lang="ru"><p>кандидат физико-математических наук, доцент кафедры прикладной информатики и теории вероятностей РУДН, старший научный сотрудник ИПИ ФИЦ ИУ РАН</p></bio><email>zaryadov-is@rudn.ru</email><xref ref-type="aff" rid="aff1"/><xref ref-type="aff" rid="aff2"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Tsurlukov</surname><given-names>Vladimir V</given-names></name><name xml:lang="ru"><surname>Цурлуков</surname><given-names>Владимир Владимирович</given-names></name></name-alternatives><bio xml:lang="en"><p>master’s degree student of Department of Applied Probability and Informatics of Peoples’ Friendship University of Russia (RUDN University)</p></bio><bio xml:lang="ru"><p>магистр кафедры прикладной информатики и теории вероятностей РУДН</p></bio><email>dober.vvt@gmail.com</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Carvalho</surname><given-names>Cravid Viana</given-names></name><name xml:lang="ru"><surname>Карвалью</surname><given-names>Кравид Виана</given-names></name></name-alternatives><bio xml:lang="en"><p>master’s degree student of Department of Applied Probability and Informatics of Peoples’ Friendship University of Russia (RUDN University)</p></bio><bio xml:lang="ru"><p>магистр кафедры прикладной информатики и теории вероятностей РУДН</p></bio><email>hilvianamat1@gmail.com</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Zaytseva</surname><given-names>Anna A</given-names></name><name xml:lang="ru"><surname>Зайцева</surname><given-names>Анна Андреевна</given-names></name></name-alternatives><bio xml:lang="en"><p>master’s degree student of Department of Applied Probability and Informatics of Peoples’ Friendship University of Russia (RUDN University)</p></bio><bio xml:lang="ru"><p>магистр кафедры прикладной информатики и теории вероятностей РУДН</p></bio><email>anna-z96@mail.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Milovanova</surname><given-names>Tatiana A</given-names></name><name xml:lang="ru"><surname>Милованова</surname><given-names>Татьяна Александровна</given-names></name></name-alternatives><bio xml:lang="en"><p>Candidate of Physical and Mathematical Sciences, lecturer of Department of Applied Probability and Informatics of Peoples’ Friendship University of Russia (RUDN University)</p></bio><bio xml:lang="ru"><p>кандидат физико-математических наук, старший преподаватель кафедры прикладной информатики и теории вероятностей РУДН</p></bio><email>milovanova-ta@rudn.ru</email><xref ref-type="aff" rid="aff1"/></contrib></contrib-group><aff-alternatives id="aff1"><aff><institution xml:lang="en">Peoples’ Friendship University of Russia (RUDN University)</institution></aff><aff><institution xml:lang="ru">Российский университет дружбы народов</institution></aff></aff-alternatives><aff-alternatives id="aff2"><aff><institution xml:lang="en">Institute of Informatics Problems, FRC CSC RAS</institution></aff><aff><institution xml:lang="ru">Институт проблем информатики Федеральный исследовательский центр «Информатика и управление» РАН</institution></aff></aff-alternatives><pub-date date-type="pub" iso-8601-date="2018-12-15" publication-format="electronic"><day>15</day><month>12</month><year>2018</year></pub-date><volume>26</volume><issue>4</issue><issue-title xml:lang="en">VOL 26, NO4 (2018)</issue-title><issue-title xml:lang="ru">ТОМ 26, №4 (2018)</issue-title><fpage>303</fpage><lpage>320</lpage><history><date date-type="received" iso-8601-date="2018-12-21"><day>21</day><month>12</month><year>2018</year></date></history><permissions><copyright-statement xml:lang="en">Copyright ©; 2018, Zaryadov I.S., Tsurlukov V.V., Carvalho C.V., Zaytseva A.A., Milovanova T.A.</copyright-statement><copyright-statement xml:lang="ru">Copyright ©; 2018, Зарядов И.С., Цурлуков В.В., Карвалью К.В., Зайцева А.А., Милованова Т.А.</copyright-statement><copyright-year>2018</copyright-year><copyright-holder xml:lang="en">Zaryadov I.S., Tsurlukov V.V., Carvalho C.V., Zaytseva A.A., Milovanova T.A.</copyright-holder><copyright-holder xml:lang="ru">Зарядов И.С., Цурлуков В.В., Карвалью К.В., Зайцева А.А., Милованова Т.А.</copyright-holder><ali:free_to_read xmlns:ali="http://www.niso.org/schemas/ali/1.0/"/><license><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">http://creativecommons.org/licenses/by/4.0</ali:license_ref></license></permissions><self-uri xlink:href="https://journals.rudn.ru/miph/article/view/20221">https://journals.rudn.ru/miph/article/view/20221</self-uri><abstract xml:lang="en"><p>The mathematical model of the system, that consists of a storage device and several homogeneous servers and operates in a random environment, and provides incoming applications not only services, but also access to resources of the system, is being constructed. The random environment is represented by two independent Markov processes. The first of Markov processes controls the incoming flow of applications to the system and the size of resources required by each application. The incoming flow is a Poisson one, the rate of the flow and the amount of resources required for the application are determined by the state of the external Markov process. The service time for applications on servers is exponential distributed. The service rate and the maximum amount of system resources are determined by the state of the second external Markov process. When the application leaves the system, its resources are returned to the system. In the system under consideration, there may be failures in accepting incoming applications due to a lack of resources, as well as loss of the applications already accepted in the system, when the state of the external Markov process controlling the service and provision of resources changes. A random process describing the functioning of this system is constructed. The system of equations for the stationary probability distribution of the constructed random process is presented in scalar form. The main tasks for further research are formulated.</p></abstract><trans-abstract xml:lang="ru"><p>Строится математическая модель системы, состоящей из накопителя и нескольких однородных приборов, функционирующей в случайном окружении и предоставляющей поступающим заявкам помимо обслуживания ещё и доступ к ресурсам. Случайное окружение представлено двумя независимыми марковскими процессами, управляющими поступлением заявок в систему и обслуживанием заявок. В систему поступает пуассоновский поток заявок, интенсивность поступления и объем ресурсов, необходимый заявке при обслуживании, определяются состоянием внешнего марковского процесса. Время обслуживания заявок на приборах подчинено экспоненциальному распределению. Интенсивность обслуживания и максимальный объем ресурсов системы определяются состоянием второго внешнего марковского процесса. При окончании обслуживания заявки занятые ею ресурсы возвращаются в систему. В рассматриваемой системе возможны отказы в приёме поступающих заявок из-за нехватки ресурсов, а также возможны потери уже принятых в систему заявок при изменении состояния внешнего марковского процесса, управляющего обслуживанием и предоставлением ресурсов. Построен случайный процесс, описывающий функционирование данной системы. Представлена в скалярной форме система уравнений для стационарного распределения вероятностей построенного случайного процесса. Сформулированы основные задачи для дальнейшего исследования.</p></trans-abstract><kwd-group xml:lang="en"><kwd>queuing system</kwd><kwd>random environment</kwd><kwd>Markov modulated Poisson process</kwd><kwd>Markov modulated service process</kwd><kwd>resource allocation</kwd><kwd>MMPP</kwd></kwd-group><kwd-group xml:lang="ru"><kwd>система массового обслуживания</kwd><kwd>случайное окружение</kwd><kwd>предоставление ресурсов</kwd></kwd-group><funding-group/></article-meta></front><body></body><back><ref-list><ref id="B1"><label>1.</label><citation-alternatives><mixed-citation xml:lang="en">P. P. Bocharov, C. D’Apice, A. V. Pechinkin, S. Salerno, Queueing Theory, VSP, Utrecht, Boston, 2004.</mixed-citation><mixed-citation xml:lang="ru">Queueing Theory / P. P. Bocharov, C. D’Apice, A. V. Pechinkin, S. Salerno. — Utrecht, Boston: VSP, 2004. — 446 p.</mixed-citation></citation-alternatives></ref><ref id="B2"><label>2.</label><citation-alternatives><mixed-citation xml:lang="en">G. P. 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