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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">novtexmech</journal-id><journal-title-group><journal-title xml:lang="ru">Мехатроника, автоматизация, управление</journal-title><trans-title-group xml:lang="en"><trans-title>Mekhatronika, Avtomatizatsiya, Upravlenie</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1684-6427</issn><issn pub-type="epub">2619-1253</issn><publisher><publisher-name>Commercial Publisher «New Technologies»</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.17587/mau.16.743-751</article-id><article-id custom-type="elpub" pub-id-type="custom">novtexmech-226</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>РОБОТОТЕХНИЧЕСКИЕ СИСТЕМЫ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>ROBOTIC SYSTEMS</subject></subj-group></article-categories><title-group><article-title>Учебно-исследовательский комплекс на базе LEGO MINDSTORMS NXT 2.0 для отработки технологий многоагентных робототехнических систем</article-title><trans-title-group xml:lang="en"><trans-title>Educational Research Complex for Improvement of the Algorithms and Methods of the Robot Group Control Based on LEGO MINDSTORMS NXT 2.0 Kit</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Шестаков</surname><given-names>Е. И.</given-names></name><name name-style="western" xml:lang="en"><surname>Shestakov</surname><given-names>E. I.</given-names></name></name-alternatives><email xlink:type="simple">shestakov.ei@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>Васюта</surname><given-names>М. Ю.</given-names></name><name name-style="western" xml:lang="en"><surname>Vasjuta</surname><given-names>M. Ju.</given-names></name></name-alternatives><email xlink:type="simple">noemail@neicon.ru</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>Косоруков</surname><given-names>А. М.</given-names></name><name name-style="western" xml:lang="en"><surname>Kosorukov</surname><given-names>A. M.</given-names></name></name-alternatives><email xlink:type="simple">noemail@neicon.ru</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>Диане</surname><given-names>С. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Diane</surname><given-names>S. A.</given-names></name></name-alternatives><email xlink:type="simple">noemail@neicon.ru</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>Вершинин</surname><given-names>Я. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Vershinin</surname><given-names>Ja. V.</given-names></name></name-alternatives><email xlink:type="simple">noemail@neicon.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Московский государственный технический университет "МИРЭА"</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Moscow State University of Computer Science, Radio Engineering and Electronics, MIREA</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2015</year></pub-date><pub-date pub-type="epub"><day>28</day><month>08</month><year>2018</year></pub-date><volume>16</volume><issue>11</issue><fpage>743</fpage><lpage>751</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Commercial Publisher «New Technologies», 2018</copyright-statement><copyright-year>2018</copyright-year><copyright-holder xml:lang="ru">Commercial Publisher «New Technologies»</copyright-holder><copyright-holder xml:lang="en">Commercial Publisher «New Technologies»</copyright-holder><license xlink:href="https://mech.novtex.ru/jour/about/submissions#copyrightNotice" xlink:type="simple"><license-p>https://mech.novtex.ru/jour/about/submissions#copyrightNotice</license-p></license></permissions><self-uri xlink:href="https://mech.novtex.ru/jour/article/view/226">https://mech.novtex.ru/jour/article/view/226</self-uri><abstract><p>Описывается учебно-исследовательский комплекс, разработанный на базе LEGO MINDSTORMS NXT 2.0, предназначенный для отработки методов и алгоритмов группового управления, а также проведения экспериментальных исследований, демонстрирующих принципы работы многоагентных робототехнических систем. Обсуждаются принципы построения таких систем, состав их программно-алгоритмического обеспечения, описывается предложенный вариант реализации. Приводятся результаты натурного эксперимента, показывающие работоспособность и эффективность применения многоагентных робототехнических систем.</p></abstract><trans-abstract xml:lang="en"><p>In today's robotics, an increasing attention is devoted to Multi-Agent Robotic Systems (MARS), which allow us to accomplish a wide range of tasks with high efficiency due to distribution of the tasks among several agents. The present paper is concerned with the development of an educational research complex intended to improve the algorithms and methods of robot group control at the Chair of Management Problems of the Moscow State University of Computer Science, Radio Engineering and Electronics (MIREA). As a result of an analytical review of the possible approaches to the development of the educational research complex within the framework of the present project, it was suggested to use Lego Mindstorms NXT 2.0 kit in order to save time and financial resources. Despite the simplicity of the structure due to the scantiness of the Lego set of the basic elements, the developed robot, however, provides the minimum of the necessary functional possibilities for solving of different tasks to work out the methods and algorithms of the robot group control. Planning of the appropriate actions and behavior of the robots is based on the technology of the frame-based structures for providing models (scenarios) of the typical behavior and the subsequent selection of a particular model, depending on the situation. Determination of the agents' current location and their orientation is carried out by an external vision system based on the optical character recognition (optical glyphs) technology. For the wireless data exchange between the control centre and the agents, Bluetooth technology of data transmission is used. The planning and distribution of tasks by the control centre of the MARS is realized in the form of software written in C#. The man-machine interface developed within the present research has all the necessary modules allowing us to realize the problem statement and to efficiently control its implementation. As an application example, we consider the task of building block constructions. The construction blocks are represented by cubes of different colours to be installed in a given sequence, corresponding to the construction process. The results of the experiments fulfilled in order to test our hypotheses and construction principles of the MARS are presented.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>многоагентная робототехническая система</kwd><kwd>групповое управление</kwd><kwd>автономный мобильный робот</kwd><kwd>multi-agent robotic system</kwd><kwd>robot group control</kwd><kwd>mobile robot</kwd><kwd>agent</kwd><kwd>multi-agent</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">Jiming Lui, Jianbing Wu. Multi-agent robotic system. CRC Press 2001.</mixed-citation><mixed-citation xml:lang="en">Jiming Lui, Jianbing Wu. Multi-agent robotic system. CRC Press 2001.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Robotics Institute Research Guide. 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