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<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "https://jats.nlm.nih.gov/publishing/1.3/JATS-journalpublishing1-3.dtd">
<article article-type="research-article" dtd-version="1.3" xml:lang="ru">
  <front xmlns:xlink="http://www.w3.org/1999/xlink">
    <journal-meta>
      <journal-id journal-id-type="elibrary">9004</journal-id>
      <journal-title-group>
        <journal-title>Problems of information security. Computer systems</journal-title>
        <trans-title-group xml:lang="ru">
          <trans-title>Проблемы информационной безопасности. Компьютерные системы</trans-title>
        </trans-title-group>
      </journal-title-group>
      <issn pub-type="epub">2071-8217</issn>
    </journal-meta>
    <article-meta xmlns:xlink="http://www.w3.org/1999/xlink">
      <article-id pub-id-type="publisher-id">13</article-id>
      <article-id pub-id-type="doi">10.48612/jisp/ht78-3683-mp71</article-id>
      <title-group>
        <article-title>Cluster analysis of a collective of algorithms for multicore neural network automates and robots on chip</article-title>
        <trans-title-group xml:lang="ru">
          <trans-title>Кластерный анализ коллектива алгоритмов многоядерных нейронно-сетевых автоматов и роботов на кристалле</trans-title>
        </trans-title-group>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-2701-6972</contrib-id>
          <name>
            <surname>Ruchkin</surname>
            <given-names>Vladimir</given-names>
          </name>
          <xref ref-type="aff" rid="aff1"/>
          <email>v.ruchkin@365.rsu.edu.ru</email>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0001-6062-1966</contrib-id>
          <name>
            <surname>Fulin</surname>
            <given-names>Vladimir</given-names>
          </name>
          <xref ref-type="aff" rid="aff1"/>
          <email>v.fulin@365.rsu.edu.ru</email>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0001-6062-1966</contrib-id>
          <name>
            <surname>Ruchkina</surname>
            <given-names>Ekaterina</given-names>
          </name>
          <xref ref-type="aff" rid="aff2"/>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Grigorenko</surname>
            <given-names>Dmitry</given-names>
          </name>
          <xref ref-type="aff" rid="aff3"/>
        </contrib>
      </contrib-group>
      <aff id="aff1">Ryazan State University named for S. A. Yesenin</aff>
      <aff id="aff2">Ryazan State Agrotechnological University named after P. A. Kostychev</aff>
      <aff id="aff3">CJSC “Ryazanpribor”</aff>
      <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2023-12-25">
        <day>25</day>
        <month>12</month>
        <year>2023</year>
      </pub-date>
      <issue>4</issue>
      <fpage>133</fpage>
      <lpage>144</lpage>
      <self-uri xmlns:xlink="http://www.w3.org/1999/xlink" content-type="pdf" xlink:href="https://jisp.spbstu.ru/userfiles/files/soderzhaniya/2023_4-5-6.pdf"/>
      <abstract xml:lang="en">
        <p>Within the framework of increasing the efficiency of new spheres and directions of development of society, the state pays attention to robotization on a modern domestic basis in order to implement import substitution. One of the urgent problems is the combination of the concepts of a collective of algorithms, a collective of automata, a collective of robots and artificial intelligence. A special role is played by the possibilities of cybernetic research of multicore neural network automata in order to build more complex automata, robots and the behavior of a team of robots based on them. The purpose of this article is to demonstrate the possibilities of a set-theoretic approach of a cybernetic approach to artificial, complex natural objects and systems on this basis and to create a conceptual model for the selection and joint simultaneous design of hardware and software of neural network automata based on a unified study of the processes of parallelization of a collective of algorithms in the form of explicit and implicit clustering. As a result, the authors analyze, show and propose variants of the collective structures of algorithms for ensuring cybersecurity and protection against threats in the form of a hierarchy of security practices. The method of analysis and selection of the best architecture of a multicore neural network collective of an automaton and a robot collective based on automata implemented on a chip is proposed. An expert system based on VLSI 1879VM8YA (NM6408) with a developed user interface is being implemented.</p>
      </abstract>
      <kwd-group xml:lang="en">
        <kwd>multiple-theoretic approach</kwd>
        <kwd>team of algorithms</kwd>
        <kwd>cybernetic research</kwd>
        <kwd>team of robots</kwd>
        <kwd>conceptual model</kwd>
        <kwd>hardware and software design</kwd>
        <kwd>explicit and implicit clustering</kwd>
        <kwd>cybersecurity</kwd>
        <kwd>threat protection</kwd>
        <kwd>expert system</kwd>
        <kwd>NM Card tool module</kwd>
        <kwd>user interfa</kwd>
      </kwd-group>
    </article-meta>
  </front>
</article>
