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<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">75504</journal-id>
      <journal-title-group>
        <journal-title>Magazine of Civil Engineering</journal-title>
        <trans-title-group xml:lang="ru">
          <trans-title>Magazine of Civil Engineering</trans-title>
        </trans-title-group>
      </journal-title-group>
      <issn pub-type="epub">2712-8172</issn>
    </journal-meta>
    <article-meta xmlns:xlink="http://www.w3.org/1999/xlink">
      <article-id pub-id-type="publisher-id">6</article-id>
      <article-id pub-id-type="doi">10.5862/MCE.28.6</article-id>
      <title-group>
        <article-title>Improving the engineering systems reliability by formalizing the failure search</article-title>
        <trans-title-group xml:lang="ru">
          <trans-title>Повышение надежности инженерных систем методом формализации поиска отказов</trans-title>
        </trans-title-group>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Absalyamov</surname>
            <given-names>Damir</given-names>
          </name>
          <xref ref-type="aff" rid="aff1"/>
          <email>damir73@yandex.ru</email>
        </contrib>
      </contrib-group>
      <aff id="aff1">Military and Spaсe Academy named after A. F. Mojaiskiy</aff>
      <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2012-03-31">
        <day>31</day>
        <month>03</month>
        <year>2012</year>
      </pub-date>
      <issue>2</issue>
      <issue-id pub-id-type="publisher-id">28</issue-id>
      <fpage>39</fpage>
      <lpage>47</lpage>
      <self-uri xmlns:xlink="http://www.w3.org/1999/xlink" content-type="pdf" xlink:href="https://engstroy.spbstu.ru/userfiles/files/2012/2(28)/06.pdf"/>
      <abstract xml:lang="en">
        <p>In the article a method of the failures search formalizing by efficiency indicators of energy resources in heating, ventilation and air conditioning of buildings and structures is proposed. The main feature of this method is the combination of the educational process and the procedure of selecting a minimal set of controlled parameters. In the framework of the method a way of training patterns grouping and groups ranking in order to accelerate the convergence of the learning process, as well as the modification of training procedures at low volume and lack of a priori information about the system is considered. The solution of the problem of choosing a minimal set of controlled parameters is based on the properties of orthogonal vector systems.</p>
      </abstract>
      <kwd-group xml:lang="en">
        <kwd>learning procedure</kwd>
        <kwd>denial</kwd>
        <kwd>a controlled rate</kwd>
        <kwd>training set</kwd>
        <kwd>the recurrence relation</kwd>
        <kwd>an orthonormal basis</kwd>
      </kwd-group>
    </article-meta>
  </front>
</article>
