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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">IJITEST</journal-id>
      <journal-title-group>
        <journal-title>International Journal of Innovative Trends in Engineering Science and Technology</journal-title>
        <abbrev-journal-title abbrev-type="publisher">IJITEST</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="epub">3139-6887</issn>
      <publisher>
        <publisher-name>Felix Academic Publications</publisher-name>
      </publisher>
      <self-uri xlink:href="https://ijitest.org"/>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">IJITEST-2026-002</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Research Articles</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Research Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Optimization and Performance Evaluation of RIS-Integrated Hybrid Precoding in Millimeter Wave Massive MIMO</article-title>
      </title-group>
      <contrib-group>
      <contrib contrib-type="author" corresp="yes">
        <name>
          <surname>Priya</surname>
          <given-names>CheekatlaSwapna</given-names>
        </name>
        <email>swapnachsp@gmail.com</email>
        <xref ref-type="aff" rid="aff1"/>
      </contrib>
      <contrib contrib-type="author">
        <name>
          <surname>Raj</surname>
          <given-names>S Naga Mallik</given-names>
        </name>
        <email>mallikblue@gmail.com</email>
        <xref ref-type="aff" rid="aff2"/>
      </contrib>
      <contrib contrib-type="author">
        <name>
          <surname>Thorlapati</surname>
          <given-names>Gulshan Sri Babu</given-names>
        </name>
        <email>gulshansribabu@gmail.com</email>
        <xref ref-type="aff" rid="aff3"/>
      </contrib>
      <contrib contrib-type="author">
        <name>
          <surname>Madhavi</surname>
          <given-names>G.</given-names>
        </name>
        <email>gmadhavi@gmail.com</email>
        <xref ref-type="aff" rid="aff4"/>
      </contrib>
      </contrib-group>
    <aff id="aff1">
      <institution-wrap>
        <institution content-type="orgname">Associate Professor,Department of CSE, Vignans Institute of Information Technology (A), Visakhapatnam, India</institution>
      </institution-wrap>
    </aff>
    <aff id="aff2">
      <institution-wrap>
        <institution content-type="orgname">Associate Professor, Department of CSE, Vignans Institute of Information Technology (A), Visakhapatnam, India</institution>
      </institution-wrap>
    </aff>
    <aff id="aff3">
      <institution-wrap>
        <institution content-type="orgname">Student, Department of CIVIL, Vignans Institute of Information Technology (A), Visakhapatnam, India</institution>
      </institution-wrap>
    </aff>
    <aff id="aff4">
      <institution-wrap>
        <institution content-type="orgname">Assistant Professor, Department of BS&amp;H, Vignans Institute of Information Technology (A), Visakhapatnam, India</institution>
      </institution-wrap>
    </aff>
      <pub-date date-type="pub" publication-format="electronic">
        <day>01</day>
        <month>08</month>
        <year>2026</year>
      </pub-date>
      <volume>1</volume>
      <issue>1</issue>
      <fpage>8</fpage>
      <lpage>12</lpage>
      <history>
        <date date-type="received" iso-8601-date="2026-03-29">
          <day>29</day>
          <month>03</month>
          <year>2026</year>
        </date>
        <date date-type="accepted" iso-8601-date="2026-08-01">
          <day>01</day>
          <month>08</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>Copyright &#169; 2026 CheekatlaSwapna Priya, S Naga Mallik Raj, Gulshan Sri Babu Thorlapati, G. Madhavi. Published by Felix Academic Publications.</copyright-statement>
        <copyright-year>2026</copyright-year>
        <copyright-holder>CheekatlaSwapna Priya, S Naga Mallik Raj, Gulshan Sri Babu Thorlapati, G. Madhavi</copyright-holder>
        <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
          <license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.</license-p>
        </license>
      </permissions>
      <self-uri content-type="html" xlink:href="https://ijitest.org/archives/volume1/issue1/IJITEST-2026-002"/>
      <self-uri content-type="pdf" xlink:href="https://ijitest.org/api/files/published/IJITEST-2026-002-published.pdf"/>
      <abstract xml:lang="en">
        <p>The evolution toward sixth-generation (6G) wireless systems requires extremely high data rates, massive device connectivity, very low latency, and improved energy efficiency. Millimeter-wave (mmWave) communication is considered a key enabler due to its large available bandwidth and ability to support multi-gigabit transmission. Nevertheless, mmWave signals experience high path loss, vulnerability to blockage, and increased implementation complexity caused by large antenna arrays and multiple RF chains.To overcome these limitations, this thesis explores the integration of Reconfigurable Intelligent Surfaces (RIS) with hybrid analogdigital precoding in mmWave Massive MIMO systems. RIS enables intelligent control of signal propagation by adjusting the phase of reflected waves, while hybrid precoding reduces hardware cost and power consumption without significantly degrading performance. A detailed system model, mathematical analysis, and optimization strategies for precoders and RIS phase shifts are presented. Performance evaluation based on spectral efficiency, energy efficiency, and hardware complexity demonstrates that RIS- assisted hybrid architectures provide notable improvements in coverage, achievable rate, and power utilization.</p>
      </abstract>
      <kwd-group kwd-group-type="author-keywords">
        <kwd>Reconfigurable</kwd>
        <kwd>Intelligent Surfaces</kwd>
        <kwd>mmWave Massive MIMO systems</kwd>
        <kwd>Precoders</kwd>
        <kwd>RIS phase shifters</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-summary">
      <title>Article Overview</title>
      <p>The evolution toward sixth-generation (6G) wireless systems requires extremely high data rates, massive device connectivity, very low latency, and improved energy efficiency. Millimeter-wave (mmWave) communication is considered a key enabler due to its large available bandwidth and ability to support multi-gigabit transmission. Nevertheless, mmWave signals experience high path loss, vulnerability to blockage, and increased implementation complexity caused by large antenna arrays and multiple RF chains.To overcome these limitations, this thesis explores the integration of Reconfigurable Intelligent Surfaces (RIS) with hybrid analogdigital precoding in mmWave Massive MIMO systems. RIS enables intelligent control of signal propagation by adjusting the phase of reflected waves, while hybrid precoding reduces hardware cost and power consumption without significantly degrading performance. A detailed system model, mathematical analysis, and optimization strategies for precoders and RIS phase shifts are presented. Performance evaluation based on spectral efficiency, energy efficiency, and hardware complexity demonstrates that RIS- assisted hybrid architectures provide notable improvements in coverage, achievable rate, and power utilization.</p>
    </sec>
  </body>
  <back>
    <sec sec-type="declarations">
      <title>Declarations</title>
      <p>The authors declare that no competing interests exist in relation to this published work.</p>
    </sec>
  </back>
</article>