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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">kaz29</journal-id><journal-title-group><journal-title xml:lang="ru">Вестник Казахстанско-Британского технического университета</journal-title><trans-title-group xml:lang="en"><trans-title>Herald of the Kazakh-British Technical University</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1998-6688</issn><issn pub-type="epub">2959-8109</issn><publisher><publisher-name>Казахстанско-Британский Технический Университет</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.55452/1998-6688-2021-18-1-90-96</article-id><article-id custom-type="elpub" pub-id-type="custom">kaz29-55</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>ФИЗИКО-МАТЕМАТИЧЕСКИЕ И ТЕХНИЧЕСКИЕ НАУКИ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>PHYSICAL, MATHEMATICAL AND TECHNICAL SCIENCES</subject></subj-group></article-categories><title-group><article-title>ОБЗОР МУЛЬТИАГЕНТНЫХ СИСТЕМ В УМНЫХ ГОРОДАХ</article-title><trans-title-group xml:lang="en"><trans-title>OVERVIEW OF MULTI-AGENT SYSTEMS IN SMART CITY</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>Ахаева</surname><given-names>Ж. Б.</given-names></name><name name-style="western" xml:lang="en"><surname>Akhayeva</surname><given-names>Zh.</given-names></name></name-alternatives><bio xml:lang="ru"><p>докторант</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Закирова</surname><given-names>А. Б.</given-names></name><name name-style="western" xml:lang="en"><surname>Zakirova</surname><given-names>A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>доцент</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Жукабаева</surname><given-names>Т. К.</given-names></name><name name-style="western" xml:lang="en"><surname>Zhukabayeva</surname><given-names>T.</given-names></name></name-alternatives><bio xml:lang="ru"><p>ассоц. профессор</p></bio><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Международный университет Астана, Высшая школа информационных технологий и инженерий</aff></aff-alternatives><pub-date pub-type="collection"><year>2021</year></pub-date><pub-date pub-type="epub"><day>03</day><month>11</month><year>2021</year></pub-date><volume>18</volume><issue>1</issue><fpage>90</fpage><lpage>96</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Ахаева Ж.Б., Закирова А.Б., Жукабаева Т.К., 2021</copyright-statement><copyright-year>2021</copyright-year><copyright-holder xml:lang="ru">Ахаева Ж.Б., Закирова А.Б., Жукабаева Т.К.</copyright-holder><copyright-holder xml:lang="en">Akhayeva Z., Zakirova A., Zhukabayeva T.</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://vestnik.kbtu.edu.kz/jour/article/view/55">https://vestnik.kbtu.edu.kz/jour/article/view/55</self-uri><abstract><p>Города сталкиваются с новым вызовом, связанным с ростом их населения; впервые в истории большая часть населения теперь живет в мегаполисе. Исходя из сложившейся ситуации город должен внедрять новые решения, стать Умным городом, представляя своим гражданам системы, отвечающие требованиям, связанным с безопасностью, здравоохранением, ресурсами, правительством, образованием и другими городскими повседневными системами. Цель данной статьи – исследовать модель умного города с использованием мультиагентных систем, обеспечивающую интеллект города, как базовую инфраструктуру для определения модели воспроизводимой и экспортируемой в реализации умного города.</p></abstract><trans-abstract xml:lang="en"><p>Cities face a new challenge related to their populations; for the first time in history, a large part of the population now lives in a megacity. Based on the current situation, the city should implement new solutions and become a Smart city, presenting its citizens with systems that meet the requirements related to security, health, resources, government, education and other urban everyday systems. The purpose of this article is to investigate the smart city model using multi - agent systems that provide city intelligence as the basic infrastructure for determining the model that can be reproduced and exported to create a smart city.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>Умный город</kwd><kwd>мультиагентные системы</kwd><kwd>большие данные</kwd><kwd>интернет вещи</kwd><kwd>информационные системы</kwd></kwd-group><kwd-group xml:lang="en"><kwd>Smart city</kwd><kwd>multi-agent systems</kwd><kwd>big data</kwd><kwd>Internet of things</kwd><kwd>information systems</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">Karnouskos, S. and T.N. De Holanda, 2009. Simulation of a smart grid city with software agents. Proceeding of the 3rd UK Sim European Symposium on Computer Modeling and Simulation Conference, pp: 424-429.</mixed-citation><mixed-citation xml:lang="en">Karnouskos, S. and T.N. De Holanda, 2009. Simulation of a smart grid city with software agents. Proceeding of the 3rd UK Sim European Symposium on Computer Modeling and Simulation Conference, pp: 424-429.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Moslehi, K., 2010. Reliability perspective of the smart grid. IEEE T. Smart Grid, 1(1): 57-64.</mixed-citation><mixed-citation xml:lang="en">Moslehi, K., 2010. Reliability perspective of the smart grid. IEEE T. Smart Grid, 1(1): 57-64.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Schoenherr, T., 2013. Environmental sustainability initiatives: A comparative analysis of plant efficiencies in Europe and the U.S. IEEE T. Eng. Manage., 60(2): 353-365.</mixed-citation><mixed-citation xml:lang="en">Schoenherr, T., 2013. Environmental sustainability initiatives: A comparative analysis of plant efficiencies in Europe and the U.S. IEEE T. Eng. Manage., 60(2): 353-365.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Longo M., Roscia M. &amp; Lazaroiu, G.C., (2014) Innovating Multi-agent Systems Applied to Smart City. Research Journal of Applied Sciences, Engineering and Technology 7(20): 4296-4302, 2014</mixed-citation><mixed-citation xml:lang="en">Longo M., Roscia M. &amp; Lazaroiu, G.C., (2014) Innovating Multi-agent Systems Applied to Smart City. Research Journal of Applied Sciences, Engineering and Technology 7(20): 4296-4302, 2014</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">https://primeminister.kz/ru/news/reviews/vnedrenie-industrii-40-v-kazahstane-ili-kak-umnye-zavody-spravilis-so-svoey-rabotoy-v-period-karantina-i-mirovoy-pandemii-1483456</mixed-citation><mixed-citation xml:lang="en">https://primeminister.kz/ru/news/reviews/vnedrenie-industrii-40-v-kazahstane-ili-kak-umnye-zavody-spravilis-so-svoey-rabotoy-v-period-karantina-i-mirovoy-pandemii-1483456</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Концепция проекта Smart-Astana: http://ain.kz/wp-content/uploads/2018/01/Smart-Astana.pdf [Accessed: 26-Nov-2020].</mixed-citation><mixed-citation xml:lang="en">Концепция проекта Smart-Astana: http://ain.kz/wp-content/uploads/2018/01/Smart-Astana.pdf [Accessed: 26-Nov-2020].</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Roscia M., Longo M. &amp; Lazaroiu, G.C., (2017) Smart City by multi-agent systems. International Conference on Renewable Energy Research and Applications</mixed-citation><mixed-citation xml:lang="en">Roscia M., Longo M. &amp; Lazaroiu, G.C., (2017) Smart City by multi-agent systems. International Conference on Renewable Energy Research and Applications</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Yang, D.L., F. Liu and Y.D. Liang, 2010. A survey of the internet of things. Proceeding of the International Conference on E-Business Intelligence (ICEBI, 2010). Advances in Intelligent Systems Research, Atlantis Press, Kunming, Yunnan, China, pp: 358-366.</mixed-citation><mixed-citation xml:lang="en">Yang, D.L., F. Liu and Y.D. Liang, 2010. A survey of the internet of things. Proceeding of the International Conference on E-Business Intelligence (ICEBI, 2010). Advances in Intelligent Systems Research, Atlantis Press, Kunming, Yunnan, China, pp: 358-366.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Albouy, D., F. Leibovici and C. Warman, 2013. Quality of life, firm productivity and the value of amenities across Canadian cities. Can. J. Econ., 46(2): 379-411.</mixed-citation><mixed-citation xml:lang="en">Albouy, D., F. Leibovici and C. Warman, 2013. Quality of life, firm productivity and the value of amenities across Canadian cities. Can. J. Econ., 46(2): 379-411.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Clayton, S., C. Litchfield and E.S. Geller, 2013. Psychological science, conservation and environmental sustainability. Front. Ecol. Environ., 11: 377-382.</mixed-citation><mixed-citation xml:lang="en">Clayton, S., C. Litchfield and E.S. Geller, 2013. Psychological science, conservation and environmental sustainability. Front. Ecol. Environ., 11: 377-382.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Dijkstra, L., E. Garcilazo and P. McCann, 2013. The economic performance of European cities and city regions: Myths and realities. Eur. Plan. Stud., 21(3): 334-354.</mixed-citation><mixed-citation xml:lang="en">Dijkstra, L., E. Garcilazo and P. McCann, 2013. The economic performance of European cities and city regions: Myths and realities. Eur. Plan. Stud., 21(3): 334-354.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Lazaroiu, G.C. and M. Roscia, 2012. Definition methodology for the smart cities model. Energy, 47(1): 326-332.</mixed-citation><mixed-citation xml:lang="en">Lazaroiu, G.C. and M. Roscia, 2012. Definition methodology for the smart cities model. Energy, 47(1): 326-332.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Lazaroiu, G.C., D. Zaninelli, M.O. Popescu and M.C. Roscia, 2012. Grid connected and stand alone DC power system prototype. Proceedings of the International Conference on Harmonics and Quality of Power (ICHQP, 2012), pp: 529-534.</mixed-citation><mixed-citation xml:lang="en">Lazaroiu, G.C., D. Zaninelli, M.O. Popescu and M.C. Roscia, 2012. Grid connected and stand alone DC power system prototype. Proceedings of the International Conference on Harmonics and Quality of Power (ICHQP, 2012), pp: 529-534.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Roscia, M., D. Zaninelli and G.H. Lazaroiu, 2011. Fuzzy logic applied for sustainable urban models. J. Environ. Protect. Ecol., 12(4A): 2225-2235.</mixed-citation><mixed-citation xml:lang="en">Roscia, M., D. Zaninelli and G.H. Lazaroiu, 2011. Fuzzy logic applied for sustainable urban models. J. Environ. Protect. Ecol., 12(4A): 2225-2235.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Viitanen, J. and R. Kingston, 2013. Smart cities and green growth: outsourcing democratic and environmental resilience to the global technology sector. Environ. Plann. A, Vol. 45, DOI: 10.1068/a46242.</mixed-citation><mixed-citation xml:lang="en">Viitanen, J. and R. Kingston, 2013. Smart cities and green growth: outsourcing democratic and environmental resilience to the global technology sector. Environ. Plann. A, Vol. 45, DOI: 10.1068/a46242.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">https://www.123rf.com/photo_57051446_stock-vector-smart-city-concept-with-different-icon-and-elements-modern-city-design-with-future-technology-for-li.html</mixed-citation><mixed-citation xml:lang="en">https://www.123rf.com/photo_57051446_stock-vector-smart-city-concept-with-different-icon-and-elements-modern-city-design-with-future-technology-for-li.html</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Moslehi K. and Kumar R., “A reliability perspective of the smart grid,” IEEE Trans. Smart Grid, vol. 1, pp. 57-64, June 2010.</mixed-citation><mixed-citation xml:lang="en">Moslehi K. and Kumar R., “A reliability perspective of the smart grid,” IEEE Trans. Smart Grid, vol. 1, pp. 57-64, June 2010.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Bacco M. Di, Agents systems for smart grids (in italian: Sistemi ad Agenti per Smart Grid), May 2010 [online]. Available: [online]. Available:http://climatesolutions.org/resources/reports/powering-up-the-smart-grid-a-northwest-initiative-for-job-creation-energy-security-and-clean-affordable-electricity/SmartEnergyNetwork.pdf</mixed-citation><mixed-citation xml:lang="en">Bacco M. Di, Agents systems for smart grids (in italian: Sistemi ad Agenti per Smart Grid), May 2010 [online]. Available: [online]. Available:http://climatesolutions.org/resources/reports/powering-up-the-smart-grid-a-northwest-initiative-for-job-creation-energy-security-and-clean-affordable-electricity/SmartEnergyNetwork.pdf</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Nwana H.S., Ndumu D.T. and Lee L.C., “ZEUS: an advanced tool-kit for engineering distributed multi-agent systems,“ in Proc. 1998 Practical Applications of Agents and Multi-Agent Systems Conf., pp. 377-391</mixed-citation><mixed-citation xml:lang="en">Nwana H.S., Ndumu D.T. and Lee L.C., “ZEUS: an advanced tool-kit for engineering distributed multi-agent systems,“ in Proc. 1998 Practical Applications of Agents and Multi-Agent Systems Conf., pp. 377-391</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Pipattanasomporn M., Feroze H. and Rahman S., “Multi-agent Systems in a Distributed Smart Grid: Design and Implementation,“ in Proc. PSCE 2009 IEEE Power Systems Conf. and Exp., pp. 1-8</mixed-citation><mixed-citation xml:lang="en">Pipattanasomporn M., Feroze H. and Rahman S., “Multi-agent Systems in a Distributed Smart Grid: Design and Implementation,“ in Proc. PSCE 2009 IEEE Power Systems Conf. and Exp., pp. 1-8</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Merabet G.H., Essaaidi M., Talei H., Abid M.R, Khalil N., Madkour M., Benhaddou D., (2014) Applications of Multi-Agent Systems in Smart Grids: A Survey. 978-1-4799-3824-7/14/$31.00 ©2014 IEEE.</mixed-citation><mixed-citation xml:lang="en">Merabet G.H., Essaaidi M., Talei H., Abid M.R, Khalil N., Madkour M., Benhaddou D., (2014) Applications of Multi-Agent Systems in Smart Grids: A Survey. 978-1-4799-3824-7/14/$31.00 ©2014 IEEE.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Olszewski R., Pałka P., Turek A., Kietlin´ska B., Płatkowski T. and Borkowski M. (2019). Spatiotemporal Modeling of the Smart City Residents’ Activity with Multi-Agent Systems. www.mdpi.com/journal/applsci. Appl. Sci. 2019, 9, 2059; doi:10.3390/app9102059.</mixed-citation><mixed-citation xml:lang="en">Olszewski R., Pałka P., Turek A., Kietlin´ska B., Płatkowski T. and Borkowski M. (2019). Spatiotemporal Modeling of the Smart City Residents’ Activity with Multi-Agent Systems. www.mdpi.com/journal/applsci. Appl. Sci. 2019, 9, 2059; doi:10.3390/app9102059.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Diogo A., Fernandes B., Silva A., Faria J.C., Neves J., Analide C. (2018). A Multi-Agent System Blockchain for a Smart City. CYBER 2018: The Third International Conference on Cyber-Technologies and Cyber-Systems. Copyright (c) IARIA, 2018. ISBN: 978-1-61208-683-5.</mixed-citation><mixed-citation xml:lang="en">Diogo A., Fernandes B., Silva A., Faria J.C., Neves J., Analide C. (2018). A Multi-Agent System Blockchain for a Smart City. CYBER 2018: The Third International Conference on Cyber-Technologies and Cyber-Systems. Copyright (c) IARIA, 2018. ISBN: 978-1-61208-683-5.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Silva D., Ferraz F., Ferraz C. (2015). Smart City Applications TestBed. SOFTENG 2015 : The First International Conference on Advances and Trends in Software Engineering. Copyright (c) IARIA, 2015.ISBN: 978-1-61208-449-7.</mixed-citation><mixed-citation xml:lang="en">Silva D., Ferraz F., Ferraz C. (2015). Smart City Applications TestBed. SOFTENG 2015 : The First International Conference on Advances and Trends in Software Engineering. Copyright (c) IARIA, 2015.ISBN: 978-1-61208-449-7.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Postránecký M., Svítek M. (2017) Conceptual Model of Complex Multi-agent System Smart City 4.0. International Conference on Industrial Applications of Holonic and Multi-Agent Systems</mixed-citation><mixed-citation xml:lang="en">Postránecký M., Svítek M. (2017) Conceptual Model of Complex Multi-agent System Smart City 4.0. International Conference on Industrial Applications of Holonic and Multi-Agent Systems</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Julian V., Botti V., (2019) Multi-Agent Systems. https://doi.org/10.3390/app9071402</mixed-citation><mixed-citation xml:lang="en">Julian V., Botti V., (2019) Multi-Agent Systems. https://doi.org/10.3390/app9071402</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Giordano A., Spezzano G.,Vinci А. (2016) Smart Agents and Fog Computing for Smart City Applications. International Conference on Smart Cities. Smart-CT 2016: Smart Cities pp 137-146| Cite as.</mixed-citation><mixed-citation xml:lang="en">Giordano A., Spezzano G.,Vinci А. (2016) Smart Agents and Fog Computing for Smart City Applications. International Conference on Smart Cities. Smart-CT 2016: Smart Cities pp 137-146| Cite as.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Pšibyl O., Svítek M.(2016) System-oriented Approach to Smart Cities. https://ieeexplore.ieee.org/abstract/document/7569204.</mixed-citation><mixed-citation xml:lang="en">Pšibyl O., Svítek M.(2016) System-oriented Approach to Smart Cities. https://ieeexplore.ieee.org/abstract/document/7569204.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">https://rodestech.com/Aqkol/ (дата обращения 25.12.2020г.)</mixed-citation><mixed-citation xml:lang="en">https://rodestech.com/Aqkol/ (дата обращения 25.12.2020г.)</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
