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  <doi_batch_id>aspg-18-4014-1792489356</doi_batch_id>
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  <journal>
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    <full_title>Journal of Intelligent Systems and Internet of Things</full_title>
    <abbrev_title>JISIoT</abbrev_title>
    <issn media_type="print">2769-786X</issn>
    <issn media_type="electronic">2690-6791</issn>
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     <year>2026</year>
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    <journal_volume>
     <volume>18</volume>
    </journal_volume>
    <issue>2</issue>
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    <titles>
     <title>Developing a Fast Hybrid Metaheuristic Algorithm to Enhance the Efficiency of Resource-Constrained Applications</title>
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      <given_name>Alaa Abdalqahar</given_name>
      <surname>Jihad</surname>
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        <institution_name>Computer Center, University of Anbar, Anbar, Iraq</institution_name>
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      <given_name>Ahmed Subhi</given_name>
      <surname>Abdalkafor</surname>
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       <institution>
        <institution_name>College of Computer Science and Information Technology, University of Anbar, Anbar, Iraq</institution_name>
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      </affiliations>
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     <person_name sequence="additional" contributor_role="author">
      <given_name>Sameeh Abdulghafour</given_name>
      <surname>Jassim</surname>
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       <institution>
        <institution_name>Department of Vocational Education in Anbar, Ministry of Education, Anbar, Iraq; Department of Computer Sciences, College of Science, University of Al Maarif, Al Anbar, 31001, Iraq</institution_name>
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     <jats:p>The rapid development of intelligent computing has led to Internet of Things (IoT) applications and embedded devices suffering from severe constraints on energy, processing, and memory. This calls for fast and lightweight algorithms that maintain performance accuracy without draining resources or affecting response time. This paper presents a new hybrid metaheuristic algorithm that combines the advantages of four optimization algorithms to achieve efficient results and reduce computational complexity without compromising output quality. Experiments demonstrate significant improvements in performance and execution time compared to traditional algorithms, in addition to the algorithm's ability to scale and handle diverse workloads. The lowest improvement of the proposed algorithm compared to other algorithms was approximately 25.7%. This algorithm opens up prospects for effective applications in smart systems in urban and industrial areas.</jats:p>
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     <year>2026</year>
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