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Physics informed machine learning based optimization for chemical engineering applications

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dc.contributor.advisorAydın, Erdal
dc.contributor.advisorAydın, Erdal
dc.contributor.kuauthorKöksal, Ece Serenat
dc.contributor.kuauthorKöksal, Ece Serenat
dc.contributor.programMaterials Science and Engineering
dc.contributor.refereeArkun, Yaman
dc.contributor.refereeAlakent, Burak
dc.contributor.refereeKabak, Özgür
dc.contributor.schoolcollegeinstituteGRADUATE SCHOOL OF SCIENCES AND ENGINEERING
dc.coverage.spatialİstanbul
dc.date.accessioned2026-09-10T10:13:15Z
dc.date.issued2025
dc.description.fulltextYes
dc.format.extentxvii, 133 leaves :; illustrations ;; 30 cm.
dc.identifier.embargoNo
dc.identifier.endpage150
dc.identifier.filenameinventorynoD_2025_101_GSSE
dc.identifier.urihttps://hdl.handle.net/20.500.14288/35247
dc.identifier.yoktezid980985
dc.identifier.yoktezlinkhttps://tez.yok.gov.tr/UlusalTezMerkezi/TezGoster?key=CtwiQkYvArAb95Ufpfs_vvAqVtTwmDCd75uZVGUPiwPsLkyw8yUxtREfwevozlf4
dc.keywordsPhysics-informed machine learning, Physics-informed neural networks (PINNs), Chemical engineering optimization, Process optimization, Machine learning, Artificial intelligence
dc.keywordsAnahtar kelimeler: Fizik bilgili makine öğrenmesi, Fizik tabanlı sinir ağları, Kimya mühendisliğinde optimizasyon, Süreç optimizasyonu, Makine öğrenmesi, Yapay zeka.;
dc.languageeng
dc.publisherKoç University
dc.relation.collectionKoç University Theses & Dissertations Collection
dc.rightsrestrictedAccess
dc.rights.copyrightsnote© All Rights Reserved. Accessible to Koç University Affiliated Users Only!
dc.subjectComputational physics
dc.subjectPhysics, Data processing
dc.subjectDeep learning (Machine learning)
dc.subjectNeural networks (Computer science)
dc.subjectMachine learning
dc.subjectInformation technology
dc.subjectArtificial intelligence
dc.subjectMathematical physics
dc.titlePhysics informed machine learning based optimization for chemical engineering applications
dc.title.alternativeKimya mühendisliği uygulamaları için fizik bilgisiyle zenginleştirilmiş makine öğrenmesine dayalı optimizasyon
dc.typeDissertation
dspace.entity.typePublication
relation.isAdvisorOfThesis8cd18114-cf66-4645-bf34-3d05dcb28d7d
relation.isAdvisorOfThesis.latestForDiscovery8cd18114-cf66-4645-bf34-3d05dcb28d7d
relation.isParentOrgUnitOfPublication434c9663-2b11-4e66-9399-c863e2ebae43
relation.isParentOrgUnitOfPublication.latestForDiscovery434c9663-2b11-4e66-9399-c863e2ebae43

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