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A novel hyperbolic tangent-augmented controller framework for temperature control in jacketed continuous stirred tank reactors.

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Title: A novel hyperbolic tangent-augmented controller framework for temperature control in jacketed continuous stirred tank reactors.
Authors: Izci D; Department of Electrical and Electronic Engineering, Bursa Uludag University, 16059, Bursa, Turkey., Ekinci S; Department of Computer Engineering, Bitlis Eren University, 13100, Bitlis, Turkey., Ökten İ; Department of Computer Engineering, Bitlis Eren University, 13100, Bitlis, Turkey., Çınar RF; Department of Computer Engineering, Batman University, 72100, Batman, Turkey., Rashdan M; College of Engineering and Technology, American University of the Middle East, Egaila, 54200, Kuwait., Salman M; College of Engineering and Technology, American University of the Middle East, Egaila, 54200, Kuwait. mohammad.salman@aum.edu.kw., Bektaş Güneş B; Department of Computer Engineering, Istanbul Gedik University, İstanbul, Turkey., Ahmad MA; Faculty of Electrical and Electronics Engineering Technology, Universiti Malaysia Pahang Al-Sultan Abdullah, Pahang, Malaysia.
Source: Scientific reports [Sci Rep] 2026 Apr 08; Vol. 16 (1). Date of Electronic Publication: 2026 Apr 08.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: A novel hyperbolic tangent-augmented controller framework for temperature control in jacketed continuous stirred tank reactors.
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  Data: <searchLink fieldCode="AU" term="%22Izci+D%22">Izci D</searchLink>; Department of Electrical and Electronic Engineering, Bursa Uludag University, 16059, Bursa, Turkey.<br /><searchLink fieldCode="AU" term="%22Ekinci+S%22">Ekinci S</searchLink>; Department of Computer Engineering, Bitlis Eren University, 13100, Bitlis, Turkey.<br /><searchLink fieldCode="AU" term="%22Ökten+İ%22">Ökten İ</searchLink>; Department of Computer Engineering, Bitlis Eren University, 13100, Bitlis, Turkey.<br /><searchLink fieldCode="AU" term="%22Çınar+RF%22">Çınar RF</searchLink>; Department of Computer Engineering, Batman University, 72100, Batman, Turkey.<br /><searchLink fieldCode="AU" term="%22Rashdan+M%22">Rashdan M</searchLink>; College of Engineering and Technology, American University of the Middle East, Egaila, 54200, Kuwait.<br /><searchLink fieldCode="AU" term="%22Salman+M%22">Salman M</searchLink>; College of Engineering and Technology, American University of the Middle East, Egaila, 54200, Kuwait. mohammad.salman@aum.edu.kw.<br /><searchLink fieldCode="AU" term="%22Bektaş+Güneş+B%22">Bektaş Güneş B</searchLink>; Department of Computer Engineering, Istanbul Gedik University, İstanbul, Turkey.<br /><searchLink fieldCode="AU" term="%22Ahmad+MA%22">Ahmad MA</searchLink>; Faculty of Electrical and Electronics Engineering Technology, Universiti Malaysia Pahang Al-Sultan Abdullah, Pahang, Malaysia.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Apr 08; Vol. 16 (1). <i>Date of Electronic Publication: </i>2026 Apr 08.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE; PubMed not MEDLINE
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        Value: 10.1038/s41598-026-47872-1
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              Text: 2026 Apr 08
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