https://m2.mtmt.hu/ hun 2026-03-17 03:42 JournalArticle 35759306 VALIDATED true 0 false 2025-07-30T15:11:55.795+0000 2025-04-14T09:37:11.688+0000 2025-02-13T14:16:24.417+0000 true 10028289 Harmati István Árpád /api/author/10028289 Author true 10028289 2025-03-15T02:25:23.348+0000 2025-03-15T02:25:23.572+0000 true 521 Szuper Admin /api/admin/521 Admin true false false true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle true 10000059 Article true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle /api/subtype/10000059 Szakcikk SubType 101 true 10000059 true 1 /api/category/1 Category true 1 Karatzinis, Georgios D. A Review Study of Fuzzy Cognitive Maps in Engineering: Applications, Insights, and Future Directions true true /api/journal/20100398 REVIEWED true false false 20100398 true 2673-4117 Journal FOREIGN 6 2 37 37 2025 Fuzzy Cognitive Maps (FCMs) have emerged as powerful tools for addressing diverse engineering challenges, leveraging their cognitive nature and ability to encapsulate causal relationships. This paper provides a comprehensive review of FCM applications across 15 engineering sub-domains, categorizing 80 studies by their learning family, task type, and case-specific application. We analyze the methodological advancements and practical implementations of FCMs, showcasing their strengths in areas such as decision-making, classification, time-series, diagnosis, and optimization. Qualitative criteria are systematically applied to classify FCM-based methodologies, highlighting trends, practical implications of varying complexity, and human intervention across task types and learning families. However, this study also identifies key limitations, including scalability challenges, reliance on expert knowledge, and sensitivity to data distribution shifts in real-world settings. To address these issues, we outline key areas and directions for future research focusing on adaptive learning mechanisms, hybrid methodologies, and scalable computational frameworks to enhance FCM performance in dynamic and evolving contexts. The findings of this review offer a structured roadmap for advancing FCM methodologies and broadening their application scope in both contemporary and emerging engineering domains. true 2025 true true true false false false GOLD 2025-07-30 false https://www.mdpi.com/journal/eng 0 0 0 0 0 0 0 0 0 0 0 0 4 4 Q2 false false false false 2025-05-14T13:16:25.307+0000 5 24 0 2 0 true Language 10002 /api/language/10002 Angol English true 2 true PersonAuthorship 123314799 /api/authorship/123314799 1 0.5 true false false Karatzinis Georgios D. true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 123314800 /api/authorship/123314800 2 0.5 false true false Boutalis Yiannis S. true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PublicationIdentifier 28399263 /api/publicationidentifier/28399263 PlainSource 6 /api/publicationsource/6 PublicationSourceType 10001 /api/publicationsourcetype/10001 true true true DOI DOI 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Yiannis S. </span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;35759306" target="_blank">A Review Study of Fuzzy Cognitive Maps in Engineering: Applications, Insights, and Future Directions</a></div> <div> <span class="journal-title">ENG</span> <span class="journal-issn">( <a target="_blank" href="https://portal.issn.org/resource/ISSN/2673-4117">2673-4117</a>)</span>: <span class="journal-volume">6</span> <span class="journal-issue">2</span> <span class="page"> p. 37. </span> <span class="year">(2025)</span> </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Nyelv: Angol | </span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="10.3390/eng6020037" target="_blank" href="https://doi.org/10.3390/eng6020037"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="001431850700001" target="_blank" href="https://www.webofscience.com/wos/woscc/full-record/001431850700001"> WoS </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="85218677278" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85218677278"> Scopus </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="https://www.mdpi.com/2673-4117/6/2/37" target="_blank" href="https://www.mdpi.com/2673-4117/6/2/37"> Egyéb URL </a> </span> </span> <div class="publication-citation"> <a target="_blank" href="/api/publication?cond=citations.related;eq;35759306&sort=publishedYear,desc&sort=title"> Idézett közlemények száma: 4 </a> </div> <div class="mtid"><span class="long-pub-mtid">Közlemény: 35759306</span> | <span class="status-data status-VALIDATED"> Egyeztetett </span> Idéző | <span class="type-subtype">Folyóiratcikk ( Szakcikk ) </span> | <span class="pub-category">Tudományos</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Utolsó módosítás: 2025.04.14. 11:37 Harmati István Árpád (alkalmazott matematika) </div> </div></div>