<?xml version="1.0"?>
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" dtd-version="1.4" xsi:noNamespaceSchemaLocation="https://jats.nlm.nih.gov/archiving/1.4/xsd/JATS-archivearticle1.xsd" xml:lang="ru">
  <front>
    <journal-meta>
      <journal-id journal-id-type="ojs">IE</journal-id>
      <journal-title-group>
        <journal-title xml:lang="ru">&#x421;&#x422;&#x420;&#x41E;&#x418;&#x422;&#x415;&#x41B;&#x42C;&#x41D;&#x42B;&#x415; &#x418; &#x414;&#x41E;&#x420;&#x41E;&#x416;&#x41D;&#x42B;&#x415; &#x41C;&#x410;&#x428;&#x418;&#x41D;&#x42B;</journal-title>
        <trans-title-group xml:lang="en">
          <trans-title>STROITEL'NYE I DOROZHNYE MASHINY</trans-title>
        </trans-title-group>
      </journal-title-group>
      <issn pub-type="ppub">0039-2391</issn>
      <publisher>
        <publisher-name>&#x418;&#x41F; &#x41F;&#x43E;&#x434;&#x43A;&#x43E;&#x43B;&#x437;&#x438;&#x43D; &#x41C;.&#x41C;.</publisher-name>
      </publisher>
      <self-uri xlink:href="https://iereview.ru/index.php/IE"/>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">73</article-id>
      <article-categories>
        <subj-group xml:lang="ru" subj-group-type="heading">
          <subject>&#x41C;&#x410;&#x428;&#x418;&#x41D;&#x42B; &#x418; &#x41C;&#x415;&#x425;&#x410;&#x41D;&#x418;&#x417;&#x41C;&#x42B;</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title xml:lang="ru">&#x418;&#x43D;&#x442;&#x435;&#x433;&#x440;&#x430;&#x446;&#x438;&#x44F; &#x438;&#x441;&#x43A;&#x443;&#x441;&#x441;&#x442;&#x432;&#x435;&#x43D;&#x43D;&#x43E;&#x433;&#x43E; &#x438;&#x43D;&#x442;&#x435;&#x43B;&#x43B;&#x435;&#x43A;&#x442;&#x430; &#x438; &#x43A;&#x438;&#x431;&#x435;&#x440;&#x444;&#x438;&#x437;&#x438;&#x447;&#x435;&#x441;&#x43A;&#x438;&#x445; &#x441;&#x438;&#x441;&#x442;&#x435;&#x43C; &#x432; &#x430;&#x434;&#x430;&#x43F;&#x442;&#x438;&#x432;&#x43D;&#x43E;&#x439; &#x430;&#x432;&#x442;&#x43E;&#x43C;&#x430;&#x442;&#x438;&#x437;&#x430;&#x446;&#x438;&#x438; &#x441;&#x442;&#x440;&#x43E;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x43D;&#x44B;&#x445; &#x43F;&#x440;&#x43E;&#x446;&#x435;&#x441;&#x441;&#x43E;&#x432;: &#x44D;&#x43C;&#x43F;&#x438;&#x440;&#x438;&#x447;&#x435;&#x441;&#x43A;&#x438;&#x439; &#x430;&#x43D;&#x430;&#x43B;&#x438;&#x437; &#x44D;&#x444;&#x444;&#x435;&#x43A;&#x442;&#x438;&#x432;&#x43D;&#x43E;&#x441;&#x442;&#x438;</article-title>
        <trans-title-group xml:lang="en">
          <trans-title>Integration of artificial intelligence and cyber-physical systems in adaptive automation of construction processes: an empirical analysis of efficiency</trans-title>
        </trans-title-group>
      </title-group>
      <contrib-group content-type="author">
        <contrib contrib-type="author">
          <name-alternatives>
            <name name-style="western" specific-use="primary" xml:lang="ru">
              <surname>&#x417;&#x430;&#x445;&#x430;&#x440;&#x43E;&#x432;</surname>
              <given-names>&#x41F;&#x430;&#x432;&#x435;&#x43B; &#x412;&#x430;&#x43B;&#x435;&#x43D;&#x442;&#x438;&#x43D;&#x43E;&#x432;&#x438;&#x447;</given-names>
            </name>
            <name name-style="western" xml:lang="en">
              <surname>Zakharov</surname>
              <given-names>Pavel V.</given-names>
            </name>
          </name-alternatives>
          <xref ref-type="aff" rid="aff-1"/>
          <email>zakharovpv@student.bmstu.ru</email>
        </contrib>
        <contrib contrib-type="author">
          <name-alternatives>
            <name name-style="western" specific-use="primary" xml:lang="ru">
              <surname>&#x411;&#x430;&#x441;&#x430;&#x440;&#x430;&#x431;</surname>
              <given-names>&#x41C;&#x438;&#x445;&#x430;&#x438;&#x43B; &#x410;&#x43B;&#x435;&#x43A;&#x441;&#x435;&#x435;&#x432;&#x438;&#x447;</given-names>
            </name>
            <name name-style="western" xml:lang="en">
              <surname>Basarab</surname>
              <given-names>Mikhail A.</given-names>
            </name>
          </name-alternatives>
          <xref ref-type="aff" rid="aff-1"/>
          <email>basarab@bmstu.ru</email>
        </contrib>
      </contrib-group>
      <aff-alternatives id="aff-1">
        <aff xml:lang="ru">
          <institution content-type="orgname">&#x41C;&#x43E;&#x441;&#x43A;&#x43E;&#x432;&#x441;&#x43A;&#x438;&#x439; &#x433;&#x43E;&#x441;&#x443;&#x434;&#x430;&#x440;&#x441;&#x442;&#x432;&#x435;&#x43D;&#x43D;&#x44B;&#x439; &#x442;&#x435;&#x445;&#x43D;&#x438;&#x447;&#x435;&#x441;&#x43A;&#x438;&#x439; &#x443;&#x43D;&#x438;&#x432;&#x435;&#x440;&#x441;&#x438;&#x442;&#x435;&#x442; &#x438;&#x43C;. &#x41D;.&#x42D;. &#x411;&#x430;&#x443;&#x43C;&#x430;&#x43D;&#x430;</institution>
        </aff>
        <aff xml:lang="en">
          <institution content-type="orgname">Bauman Moscow State Technical University</institution>
        </aff>
      </aff-alternatives>
      <pub-date date-type="pub" publication-format="epub">
        <day>30</day>
        <month>07</month>
        <year>2025</year>
      </pub-date>
      <volume>69</volume>
      <issue>7</issue>
      <fpage>59</fpage>
      <lpage>69</lpage>
      <permissions>
        <copyright-statement xml:lang="ru">&#xA9; 2025 &#x421;&#x422;&#x420;&#x41E;&#x418;&#x422;&#x415;&#x41B;&#x42C;&#x41D;&#x42B;&#x415; &#x418; &#x414;&#x41E;&#x420;&#x41E;&#x416;&#x41D;&#x42B;&#x415; &#x41C;&#x410;&#x428;&#x418;&#x41D;&#x42B;. &#x412;&#x441;&#x435; &#x43F;&#x440;&#x430;&#x432;&#x430; &#x437;&#x430;&#x449;&#x438;&#x449;&#x435;&#x43D;&#x44B;.</copyright-statement>
        <copyright-statement xml:lang="en">&#xA9; 2025 STROITEL'NYE I DOROZHNYE MASHINY. All rights reserved.</copyright-statement>
        <copyright-year>2025</copyright-year>
        <copyright-holder xml:lang="ru">&#x421;&#x422;&#x420;&#x41E;&#x418;&#x422;&#x415;&#x41B;&#x42C;&#x41D;&#x42B;&#x415; &#x418; &#x414;&#x41E;&#x420;&#x41E;&#x416;&#x41D;&#x42B;&#x415; &#x41C;&#x410;&#x428;&#x418;&#x41D;&#x42B;</copyright-holder>
        <copyright-holder xml:lang="en">STROITEL'NYE I DOROZHNYE MASHINY</copyright-holder>
        <license license-type="open-access" specific-use="metadata" xlink:href="https://creativecommons.org/publicdomain/zero/1.0/" xml:lang="ru">
          <license-p>&#x41C;&#x435;&#x442;&#x430;&#x434;&#x430;&#x43D;&#x43D;&#x44B;&#x435; &#x43D;&#x430;&#x441;&#x442;&#x43E;&#x44F;&#x449;&#x435;&#x439; &#x437;&#x430;&#x43F;&#x438;&#x441;&#x438; &#x440;&#x430;&#x441;&#x43F;&#x440;&#x43E;&#x441;&#x442;&#x440;&#x430;&#x43D;&#x44F;&#x44E;&#x442;&#x441;&#x44F; &#x43D;&#x430; &#x443;&#x441;&#x43B;&#x43E;&#x432;&#x438;&#x44F;&#x445; Creative Commons CC0 1.0 (&#x43F;&#x435;&#x440;&#x435;&#x434;&#x430;&#x447;&#x430; &#x432; &#x43E;&#x431;&#x449;&#x435;&#x441;&#x442;&#x432;&#x435;&#x43D;&#x43D;&#x43E;&#x435; &#x434;&#x43E;&#x441;&#x442;&#x43E;&#x44F;&#x43D;&#x438;&#x435;).</license-p>
        </license>
        <license license-type="open-access" specific-use="metadata" xlink:href="https://creativecommons.org/publicdomain/zero/1.0/" xml:lang="en">
          <license-p>The metadata of this record are distributed under the Creative Commons CC0 1.0 Universal Public Domain Dedication.</license-p>
        </license>
      </permissions>
      <self-uri xlink:href="https://iereview.ru/index.php/IE/article/view/73"/>
      <abstract xml:lang="ru">
        <p>&#x421;&#x442;&#x440;&#x43E;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x43D;&#x430;&#x44F; &#x438;&#x43D;&#x434;&#x443;&#x441;&#x442;&#x440;&#x438;&#x44F; &#x441;&#x442;&#x430;&#x43B;&#x43A;&#x438;&#x432;&#x430;&#x435;&#x442;&#x441;&#x44F; &#x441; &#x43A;&#x440;&#x438;&#x442;&#x438;&#x447;&#x435;&#x441;&#x43A;&#x438;&#x43C;&#x438; &#x432;&#x44B;&#x437;&#x43E;&#x432;&#x430;&#x43C;&#x438; &#x432; &#x43E;&#x431;&#x43B;&#x430;&#x441;&#x442;&#x438; &#x43F;&#x440;&#x43E;&#x438;&#x437;&#x432;&#x43E;&#x434;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x43D;&#x43E;&#x441;&#x442;&#x438;, &#x431;&#x435;&#x437;&#x43E;&#x43F;&#x430;&#x441;&#x43D;&#x43E;&#x441;&#x442;&#x438; &#x438; &#x443;&#x441;&#x442;&#x43E;&#x439;&#x447;&#x438;&#x432;&#x43E;&#x433;&#x43E; &#x440;&#x430;&#x437;&#x432;&#x438;&#x442;&#x438;&#x44F;, &#x442;&#x440;&#x435;&#x431;&#x443;&#x44E;&#x449;&#x438;&#x43C;&#x438; &#x432;&#x43D;&#x435;&#x434;&#x440;&#x435;&#x43D;&#x438;&#x44F; &#x43F;&#x435;&#x440;&#x435;&#x434;&#x43E;&#x432;&#x44B;&#x445; &#x442;&#x435;&#x445;&#x43D;&#x43E;&#x43B;&#x43E;&#x433;&#x438;&#x447;&#x435;&#x441;&#x43A;&#x438;&#x445; &#x440;&#x435;&#x448;&#x435;&#x43D;&#x438;&#x439;. &#x414;&#x430;&#x43D;&#x43D;&#x43E;&#x435; &#x438;&#x441;&#x441;&#x43B;&#x435;&#x434;&#x43E;&#x432;&#x430;&#x43D;&#x438;&#x435; &#x43F;&#x440;&#x435;&#x434;&#x441;&#x442;&#x430;&#x432;&#x43B;&#x44F;&#x435;&#x442; &#x44D;&#x43C;&#x43F;&#x438;&#x440;&#x438;&#x447;&#x435;&#x441;&#x43A;&#x438;&#x439; &#x430;&#x43D;&#x430;&#x43B;&#x438;&#x437; &#x438;&#x43D;&#x442;&#x435;&#x433;&#x440;&#x430;&#x446;&#x438;&#x438; &#x438;&#x441;&#x43A;&#x443;&#x441;&#x441;&#x442;&#x432;&#x435;&#x43D;&#x43D;&#x43E;&#x433;&#x43E; &#x438;&#x43D;&#x442;&#x435;&#x43B;&#x43B;&#x435;&#x43A;&#x442;&#x430; &#x438; &#x43A;&#x438;&#x431;&#x435;&#x440;&#x444;&#x438;&#x437;&#x438;&#x447;&#x435;&#x441;&#x43A;&#x438;&#x445; &#x441;&#x438;&#x441;&#x442;&#x435;&#x43C; &#x432; &#x441;&#x442;&#x440;&#x43E;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x43D;&#x44B;&#x445; &#x43F;&#x440;&#x43E;&#x446;&#x435;&#x441;&#x441;&#x430;&#x445; &#x43D;&#x430; &#x43E;&#x441;&#x43D;&#x43E;&#x432;&#x435; &#x430;&#x43D;&#x430;&#x43B;&#x438;&#x437;&#x430; 92% &#x441;&#x442;&#x440;&#x43E;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x43D;&#x44B;&#x445; &#x43A;&#x43E;&#x43C;&#x43F;&#x430;&#x43D;&#x438;&#x439;, &#x438;&#x441;&#x43F;&#x43E;&#x43B;&#x44C;&#x437;&#x443;&#x44E;&#x449;&#x438;&#x445; &#x438;&#x43B;&#x438; &#x43F;&#x43B;&#x430;&#x43D;&#x438;&#x440;&#x443;&#x44E;&#x449;&#x438;&#x445; &#x438;&#x441;&#x43F;&#x43E;&#x43B;&#x44C;&#x437;&#x43E;&#x432;&#x430;&#x442;&#x44C; &#x442;&#x435;&#x445;&#x43D;&#x43E;&#x43B;&#x43E;&#x433;&#x438;&#x438; &#x418;&#x418;. &#x41C;&#x435;&#x442;&#x43E;&#x434;&#x43E;&#x43B;&#x43E;&#x433;&#x438;&#x447;&#x435;&#x441;&#x43A;&#x438;&#x439; &#x430;&#x43F;&#x43F;&#x430;&#x440;&#x430;&#x442; &#x432;&#x43A;&#x43B;&#x44E;&#x447;&#x430;&#x435;&#x442; &#x430;&#x43D;&#x430;&#x43B;&#x438;&#x437; &#x434;&#x430;&#x43D;&#x43D;&#x44B;&#x445; &#x438;&#x437; &#x433;&#x43B;&#x43E;&#x431;&#x430;&#x43B;&#x44C;&#x43D;&#x44B;&#x445; &#x43E;&#x442;&#x440;&#x430;&#x441;&#x43B;&#x435;&#x432;&#x44B;&#x445; &#x438;&#x441;&#x441;&#x43B;&#x435;&#x434;&#x43E;&#x432;&#x430;&#x43D;&#x438;&#x439; McKinsey, Boston Consulting Group &#x438; Motive Safety Reports, &#x43E;&#x445;&#x432;&#x430;&#x442;&#x44B;&#x432;&#x430;&#x44E;&#x449;&#x438;&#x445; &#x43F;&#x435;&#x440;&#x438;&#x43E;&#x434; 2022-2024 &#x433;&#x43E;&#x434;&#x43E;&#x432;. &#x420;&#x435;&#x437;&#x443;&#x43B;&#x44C;&#x442;&#x430;&#x442;&#x44B; &#x434;&#x435;&#x43C;&#x43E;&#x43D;&#x441;&#x442;&#x440;&#x438;&#x440;&#x443;&#x44E;&#x442; &#x43F;&#x43E;&#x442;&#x435;&#x43D;&#x446;&#x438;&#x430;&#x43B; &#x43F;&#x43E;&#x432;&#x44B;&#x448;&#x435;&#x43D;&#x438;&#x44F; &#x43F;&#x440;&#x43E;&#x438;&#x437;&#x432;&#x43E;&#x434;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x43D;&#x43E;&#x441;&#x442;&#x438; &#x441;&#x442;&#x440;&#x43E;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x441;&#x442;&#x432;&#x430; &#x434;&#x43E; 20% &#x43F;&#x440;&#x438; &#x438;&#x441;&#x43F;&#x43E;&#x43B;&#x44C;&#x437;&#x43E;&#x432;&#x430;&#x43D;&#x438;&#x438; &#x418;&#x418;-&#x442;&#x435;&#x445;&#x43D;&#x43E;&#x43B;&#x43E;&#x433;&#x438;&#x439;, &#x430;&#x432;&#x442;&#x43E;&#x43C;&#x430;&#x442;&#x438;&#x437;&#x430;&#x446;&#x438;&#x438; &#x434;&#x43E; 30% &#x441;&#x442;&#x440;&#x43E;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x43D;&#x44B;&#x445; &#x440;&#x430;&#x431;&#x43E;&#x442; &#x43A; 2025 &#x433;&#x43E;&#x434;&#x443; &#x438; &#x441;&#x43D;&#x438;&#x436;&#x435;&#x43D;&#x438;&#x44F; &#x43A;&#x43E;&#x43B;&#x438;&#x447;&#x435;&#x441;&#x442;&#x432;&#x430; &#x43D;&#x435;&#x441;&#x447;&#x430;&#x441;&#x442;&#x43D;&#x44B;&#x445; &#x441;&#x43B;&#x443;&#x447;&#x430;&#x435;&#x432; &#x43D;&#x430; 72% &#x43F;&#x440;&#x438; &#x432;&#x43D;&#x435;&#x434;&#x440;&#x435;&#x43D;&#x438;&#x438; &#x441;&#x438;&#x441;&#x442;&#x435;&#x43C; &#x43A;&#x43E;&#x43C;&#x43F;&#x44C;&#x44E;&#x442;&#x435;&#x440;&#x43D;&#x43E;&#x433;&#x43E; &#x437;&#x440;&#x435;&#x43D;&#x438;&#x44F;. &#x410;&#x43D;&#x430;&#x43B;&#x438;&#x437; &#x440;&#x44B;&#x43D;&#x43A;&#x430; &#x43F;&#x43E;&#x43A;&#x430;&#x437;&#x44B;&#x432;&#x430;&#x435;&#x442; &#x440;&#x43E;&#x441;&#x442; &#x43E;&#x442; 3,99 &#x43C;&#x43B;&#x440;&#x434; &#x434;&#x43E;&#x43B;&#x43B;&#x430;&#x440;&#x43E;&#x432; &#x432; 2024 &#x433;&#x43E;&#x434;&#x443; &#x434;&#x43E; 11,85 &#x43C;&#x43B;&#x440;&#x434; &#x434;&#x43E;&#x43B;&#x43B;&#x430;&#x440;&#x43E;&#x432; &#x43A; 2029 &#x433;&#x43E;&#x434;&#x443; &#x441; &#x442;&#x435;&#x43C;&#x43F;&#x43E;&#x43C; &#x440;&#x43E;&#x441;&#x442;&#x430; 24,31% &#x432; &#x433;&#x43E;&#x434;. &#x418;&#x441;&#x441;&#x43B;&#x435;&#x434;&#x43E;&#x432;&#x430;&#x43D;&#x438;&#x435; &#x432;&#x44B;&#x44F;&#x432;&#x43B;&#x44F;&#x435;&#x442;, &#x447;&#x442;&#x43E; 61% &#x440;&#x435;&#x441;&#x43F;&#x43E;&#x43D;&#x434;&#x435;&#x43D;&#x442;&#x43E;&#x432; &#x43E;&#x442;&#x43C;&#x435;&#x447;&#x430;&#x44E;&#x442; &#x441;&#x443;&#x449;&#x435;&#x441;&#x442;&#x432;&#x435;&#x43D;&#x43D;&#x44B;&#x435; &#x443;&#x43B;&#x443;&#x447;&#x448;&#x435;&#x43D;&#x438;&#x44F; &#x432; &#x43E;&#x431;&#x43D;&#x430;&#x440;&#x443;&#x436;&#x435;&#x43D;&#x438;&#x438; &#x43E;&#x448;&#x438;&#x431;&#x43E;&#x43A; &#x43F;&#x440;&#x438; &#x438;&#x441;&#x43F;&#x43E;&#x43B;&#x44C;&#x437;&#x43E;&#x432;&#x430;&#x43D;&#x438;&#x438; BIM-&#x442;&#x435;&#x445;&#x43D;&#x43E;&#x43B;&#x43E;&#x433;&#x438;&#x439;, &#x430; 55% &#x43D;&#x430;&#x431;&#x43B;&#x44E;&#x434;&#x430;&#x44E;&#x442; &#x437;&#x43D;&#x430;&#x447;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x43D;&#x43E;&#x435; &#x441;&#x43E;&#x43A;&#x440;&#x430;&#x449;&#x435;&#x43D;&#x438;&#x435; &#x432;&#x440;&#x435;&#x43C;&#x435;&#x43D;&#x438; &#x43F;&#x440;&#x438;&#x43D;&#x44F;&#x442;&#x438;&#x44F; &#x440;&#x435;&#x448;&#x435;&#x43D;&#x438;&#x439;. &#x41F;&#x440;&#x430;&#x43A;&#x442;&#x438;&#x447;&#x435;&#x441;&#x43A;&#x430;&#x44F; &#x437;&#x43D;&#x430;&#x447;&#x438;&#x43C;&#x43E;&#x441;&#x442;&#x44C; &#x440;&#x430;&#x431;&#x43E;&#x442;&#x44B; &#x437;&#x430;&#x43A;&#x43B;&#x44E;&#x447;&#x430;&#x435;&#x442;&#x441;&#x44F; &#x432; &#x43F;&#x440;&#x435;&#x434;&#x43E;&#x441;&#x442;&#x430;&#x432;&#x43B;&#x435;&#x43D;&#x438;&#x438; &#x434;&#x43E;&#x43A;&#x430;&#x437;&#x430;&#x442;&#x435;&#x43B;&#x44C;&#x43D;&#x43E;&#x439; &#x431;&#x430;&#x437;&#x44B; &#x434;&#x43B;&#x44F; &#x43E;&#x431;&#x43E;&#x441;&#x43D;&#x43E;&#x432;&#x430;&#x43D;&#x438;&#x44F; &#x438;&#x43D;&#x432;&#x435;&#x441;&#x442;&#x438;&#x446;&#x438;&#x439; &#x432; &#x438;&#x43D;&#x442;&#x435;&#x43B;&#x43B;&#x435;&#x43A;&#x442;&#x443;&#x430;&#x43B;&#x44C;&#x43D;&#x44B;&#x435; &#x441;&#x442;&#x440;&#x43E;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x43D;&#x44B;&#x435; &#x442;&#x435;&#x445;&#x43D;&#x43E;&#x43B;&#x43E;&#x433;&#x438;&#x438; &#x438; &#x43E;&#x43F;&#x440;&#x435;&#x434;&#x435;&#x43B;&#x435;&#x43D;&#x438;&#x438; &#x43F;&#x440;&#x438;&#x43E;&#x440;&#x438;&#x442;&#x435;&#x442;&#x43D;&#x44B;&#x445; &#x43D;&#x430;&#x43F;&#x440;&#x430;&#x432;&#x43B;&#x435;&#x43D;&#x438;&#x439; &#x446;&#x438;&#x444;&#x440;&#x43E;&#x432;&#x43E;&#x439; &#x442;&#x440;&#x430;&#x43D;&#x441;&#x444;&#x43E;&#x440;&#x43C;&#x430;&#x446;&#x438;&#x438; &#x43E;&#x442;&#x440;&#x430;&#x441;&#x43B;&#x438;.</p>
      </abstract>
      <trans-abstract xml:lang="en">
        <p>The construction industry is facing critical challenges in the areas of productivity, safety and sustainability, requiring the introduction of advanced technological solutions. This study provides an empirical analysis of the integration of artificial intelligence and cyber-physical systems in construction processes based on an analysis of 92% of construction companies using or planning to use AI technologies. The methodological framework includes the analysis of data from global industry research by McKinsey, Boston Consulting Group and Motive Safety Reports covering the period 2022-2024. The results demonstrate the potential to increase construction productivity by up to 20% using AI technologies, automate up to 30% of construction work by 2025, and reduce accidents by 72% with the introduction of computer vision systems. Market analysis shows growth from $3.99 billion in 2024 to $11.85 billion by 2029, with a growth rate of 24.31% per year. The study reveals that 61% of respondents note significant improvements in error detection when using BIM technologies, and 55% observe a significant reduction in decision-making time. The practical significance of the work lies in providing an evidence base to justify investments in intelligent construction technologies and identify priority areas for the digital transformation of the industry.</p>
      </trans-abstract>
      <kwd-group xml:lang="ru">
        <kwd>&#x438;&#x441;&#x43A;&#x443;&#x441;&#x441;&#x442;&#x432;&#x435;&#x43D;&#x43D;&#x44B;&#x439; &#x438;&#x43D;&#x442;&#x435;&#x43B;&#x43B;&#x435;&#x43A;&#x442;</kwd>
        <kwd>&#x43A;&#x438;&#x431;&#x435;&#x440;&#x444;&#x438;&#x437;&#x438;&#x447;&#x435;&#x441;&#x43A;&#x438;&#x435; &#x441;&#x438;&#x441;&#x442;&#x435;&#x43C;&#x44B;</kwd>
        <kwd>&#x441;&#x442;&#x440;&#x43E;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x43D;&#x430;&#x44F; &#x430;&#x432;&#x442;&#x43E;&#x43C;&#x430;&#x442;&#x438;&#x437;&#x430;&#x446;&#x438;&#x44F;</kwd>
        <kwd>&#x43A;&#x43E;&#x43C;&#x43F;&#x44C;&#x44E;&#x442;&#x435;&#x440;&#x43D;&#x43E;&#x435; &#x437;&#x440;&#x435;&#x43D;&#x438;&#x435;</kwd>
        <kwd>&#x43F;&#x440;&#x435;&#x434;&#x438;&#x43A;&#x442;&#x438;&#x432;&#x43D;&#x430;&#x44F; &#x430;&#x43D;&#x430;&#x43B;&#x438;&#x442;&#x438;&#x43A;&#x430;</kwd>
        <kwd>BIM</kwd>
        <kwd>&#x431;&#x435;&#x437;&#x43E;&#x43F;&#x430;&#x441;&#x43D;&#x43E;&#x441;&#x442;&#x44C; &#x441;&#x442;&#x440;&#x43E;&#x438;&#x442;&#x435;&#x43B;&#x44C;&#x441;&#x442;&#x432;&#x430;</kwd>
      </kwd-group>
      <kwd-group xml:lang="en">
        <kwd>artificial intelligence</kwd>
        <kwd>cyber-physical systems</kwd>
        <kwd>construction automation</kwd>
        <kwd>computer vision</kwd>
        <kwd>predictive analytics</kwd>
        <kwd>BIM</kwd>
        <kwd>construction safety</kwd>
      </kwd-group>
      <funding-group>
        <funding-statement xml:lang="ru">&#x418;&#x441;&#x441;&#x43B;&#x435;&#x434;&#x43E;&#x432;&#x430;&#x43D;&#x438;&#x435; &#x432;&#x44B;&#x43F;&#x43E;&#x43B;&#x43D;&#x435;&#x43D;&#x43E; &#x431;&#x435;&#x437; &#x432;&#x43D;&#x435;&#x448;&#x43D;&#x435;&#x433;&#x43E; &#x444;&#x438;&#x43D;&#x430;&#x43D;&#x441;&#x438;&#x440;&#x43E;&#x432;&#x430;&#x43D;&#x438;&#x44F;.</funding-statement>
        <funding-statement xml:lang="en">The study was conducted without external funding.</funding-statement>
      </funding-group>
      <counts>
        <page-count count="11"/>
      </counts>
      <custom-meta-group>
        <custom-meta>
          <meta-name>metadata-license</meta-name>
          <meta-value>
            <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0</ext-link>
          </meta-value>
        </custom-meta>
      </custom-meta-group>
    </article-meta>
  </front>
  <back>
    <ref-list xml:lang="ru">
      <title>&#x421;&#x43F;&#x438;&#x441;&#x43E;&#x43A; &#x43B;&#x438;&#x442;&#x435;&#x440;&#x430;&#x442;&#x443;&#x440;&#x44B;</title>
      <ref id="R1">
        <mixed-citation>Abioye S.O., Oyedele L.O., Akanbi L. Artificial intelligence in the construction industry: A review of present status, opportunities and future challenges // Journal of building engineering. 2021. Vol. 44. pp. 103-299.</mixed-citation>
      </ref>
      <ref id="R2">
        <mixed-citation>AI in construction market analysis 2024-2029: &#x410; Market research report // Mordor Intelligence. 2024.</mixed-citation>
      </ref>
      <ref id="R3">
        <mixed-citation>AI in construction productivity analysis: &#x410; Global construction reports // McKinsey &amp; Company. 2024.</mixed-citation>
      </ref>
      <ref id="R4">
        <mixed-citation>AI investment ROI study // Technology impact research. Microsoft Corporation. 2024.</mixed-citation>
      </ref>
      <ref id="R5">
        <mixed-citation>Construction and demolition debris: material-specific data // Environmental protection agency. EPA. 2024. https://www.epa.gov/facts-and-figures-about-materials-waste-and-recycling/construction-and-demolition-debris-material/</mixed-citation>
      </ref>
      <ref id="R6">
        <mixed-citation>Construction today. The rise of Artificial Intelligence in construction // Industry analysis report. 2024. https://construction-today.com/news/the-rise-of-artificial-intelligence-in-construction/</mixed-citation>
      </ref>
      <ref id="R7">
        <mixed-citation>Delivering on construction productivity is no longer optional // McKinsey insights. McKinsey &amp; Company. 2024. https://www.mckinsey.com/capabilities/operations/our-insights/delivering-on-construction-productivity-is-no-longer-optional/</mixed-citation>
      </ref>
      <ref id="R8">
        <mixed-citation>Deloitte. Predictive maintenance efficiency study // Industrial technology research. 2024.</mixed-citation>
      </ref>
      <ref id="R9">
        <mixed-citation>How AI Will Help to Reduce Construction Waste // Construction technology analysis. CMiC Global. 2024. https://cmicglobal.com/resources/article/How-AI-Will-Help-to-Reduce-Construction-Waste/</mixed-citation>
      </ref>
      <ref id="R10">
        <mixed-citation>IBM. CEOs say that just a fraction of AI initiatives are actually delivering the return on investment they expected: &#x410; Fortune business reports // fortune.com. 2025. fortune.com/article/ceos-ai-initiatves-fraction-deliver-return-on-investment-roi-study/</mixed-citation>
      </ref>
      <ref id="R11">
        <mixed-citation>Physical economy outlook 2024: &#x410; &#x441;onstruction safety technology report // Motive. 2024. https://gomotive.com/blog/the-state-of-construction-safety-2024/</mixed-citation>
      </ref>
      <ref id="R12">
        <mixed-citation>The construction industry has a productivity problem: How gen AI can help fix it // Construction productivity analysis. The future of commerce. 2024. https://www.the-future-of-commerce.com/2024/10/03/the-construction-productivity-problem/</mixed-citation>
      </ref>
      <ref id="R13">
        <mixed-citation>The era of AI in predictive maintenance: An Industrial AI report. // Rockwell Automation. 2024. https://www.rockwellautomation.com/en-us/company/news/blogs/AI-predictive-maintenance.html</mixed-citation>
      </ref>
      <ref id="R14">
        <mixed-citation>Top 12 BIM trends in 2024: The future of the BIM Industry: &#x410; Construction technology report // Revizto. 2024. https://revizto.com/en/top-12-bim-trends-2024/</mixed-citation>
      </ref>
      <ref id="R15">
        <mixed-citation>24 construction waste statistics: an Industry statistical report // BigRentz. 2024. https://www.bigrentz.com/blog/construction-waste-statistics/</mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>
