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<article article-type="research-article" dtd-version="1.3" 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" xml:lang="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">mais</journal-id><journal-title-group><journal-title xml:lang="ru">Моделирование и анализ информационных систем</journal-title><trans-title-group xml:lang="en"><trans-title>Modeling and Analysis of Information Systems</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1818-1015</issn><issn pub-type="epub">2313-5417</issn><publisher><publisher-name>Yaroslavl State University</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.18255/1818-1015-2016-6-673-687</article-id><article-id custom-type="elpub" pub-id-type="custom">mais-406</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>Оригинальные статьи</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>Articles</subject></subj-group></article-categories><title-group><article-title>Имитационное моделирование для анализа выполнимости приложений реального времени</article-title><trans-title-group xml:lang="en"><trans-title>Analysis of Real-Time Applications Feasibility through Simulation</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-6692-8432</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Баранов</surname><given-names>С. Н.</given-names></name><name name-style="western" xml:lang="en"><surname>Baranov</surname><given-names>S. N.</given-names></name></name-alternatives><bio xml:lang="ru"><p>д-р. физ.-мат. наук, проф., СПИИРАН, Кронверкский пр., 49, г. Санкт-Петербург, 197101 Россия</p></bio><bio xml:lang="en"><p>Doc. Nat. Sci., 49 Kronverksky pr., St.Petersburg 197101, Russia</p></bio><email xlink:type="simple">SNBaranov@gmail.com</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Никифоров</surname><given-names>В. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Nikiforov</surname><given-names>V. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>д-р. тех. наук, проф., СПИИРАН, 14-я линия 39, г. Санкт-Петербург, 199178 Россия</p></bio><bio xml:lang="en"><p>Doc. Nat. Sci., 14 liniya 39, St.Petersburg 199178, Russia</p></bio><email xlink:type="simple">nik@iias.spb.su</email><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Университет ИТМО</institution><country>Россия</country></aff><aff xml:lang="en"><institution>SPIIRAS, ITMO University</institution><country>Russian Federation</country></aff></aff-alternatives><aff xml:lang="en" id="aff-2"><institution>SPIIRAS</institution><country>Russian Federation</country></aff><pub-date pub-type="collection"><year>2016</year></pub-date><pub-date pub-type="epub"><day>20</day><month>12</month><year>2016</year></pub-date><volume>23</volume><issue>6</issue><fpage>673</fpage><lpage>687</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Баранов С.Н., Никифоров В.В., 2016</copyright-statement><copyright-year>2016</copyright-year><copyright-holder xml:lang="ru">Баранов С.Н., Никифоров В.В.</copyright-holder><copyright-holder xml:lang="en">Baranov S.N., Nikiforov V.V.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://www.mais-journal.ru/jour/article/view/406">https://www.mais-journal.ru/jour/article/view/406</self-uri><abstract><p>Описывается развиваемый авторами подход к проверке выполнимости многозадачных приложений реального времени в различных сочетаниях дисциплины планирования и протокола доступа к разделяемым общим информационным ресурсам при исполнении данного приложения на многоядерной вычислительной платформе. Структура приложения задается в виде простого формализованного профиля, состоящего из сегментов трех видов, и описывающего доступ задач приложения к разделяемым информационным ресурсам; для каждого сегмента дается оценка необходимого ему объема вычислительного ресурса процессора. В основе данного подхода лежит введенное авторами понятие плотности программного приложения, которое характеризует потенциальную эффективность использования вычислительного ресурса приложением с определенным профилем. Значение эффективности определяется путем оценки выполнимости приложения с заданным профилем в зависимости от производительности процессора. Практическим инструментом для такой оценки служит разработанная авторами программа имитационного моделирования, обеспечивающая более точные, по сравнению с известными аналитическими методами, оценки. Приводится архитектура этого инструмента и общие сведения по его двум разнородным реализациям, а также представленные графиками результаты проведенных с их помощью экспериментов на ряде эталонных примеров, включая конфигурации Лю-Лейланда многозадачного приложения реального времени, вместе с их анализом и объяснением. Предложенный подход позволяет находить и выбирать оптимальное сочетание дисциплины планирования и протокола доступа для многозадачного приложения с заданным профилем.</p></abstract><trans-abstract xml:lang="en"><p>An approach to estimate feasibility of a real-time multi-task application with various combinations of the scheduling mode and the protocol of access to shared informational resources when run on a multi-core platform is described. The application structure is speciﬁed through a simple formalized proﬁle consisting of segments of three types and specifying access to informational resources shared among application tasks, the amount of the required computing resource being estimated for each segment. The approach is based on the notion of application density introduced by the authors, which characterizes the use of computational resource by this application and is derived from estimation of the application feasibility for various values of processor performance and the number of its cores in case of a multi-core platform. The overall structure of a simulation tool for estimation of the task response time (and therefore, application feasibility) is described, which provides more exact data compared to the known analytical methods where they are applicable. Two dissimilar implementations of this tool were developed and run on a number of benchmarks, including Liu-Layland conﬁgurations speciﬁed in the described formalism for application structure; the results in form of charts are presented along with their analysis and interpretation. The suggested approach allows to indentify an optimal combination of the scheduling mode and access protocol for the given multi-task application structure.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>имитационное моделирование</kwd><kwd>реальное время</kwd><kwd>плотность приложений</kwd><kwd>выполнимость приложений</kwd></kwd-group><kwd-group xml:lang="en"><kwd>simulation</kwd><kwd>real-time</kwd><kwd>application density</kwd><kwd>application feasibility</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Liu C., Layland J., “Scheduling Algorithms for Multiprocessing in a Hard Real-Time Environment”, Journal of the ACM, 20:1 (1973), 46–61.</mixed-citation><mixed-citation xml:lang="en">Liu C., Layland J., “Scheduling Algorithms for Multiprocessing in a Hard Real-Time Environment”, Journal of the ACM, 20:1 (1973), 46–61. 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