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Physics-informed neural network analysis of kerosene-based penta-hybrid nanofluid flow and heat transfer.

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Title: Physics-informed neural network analysis of kerosene-based penta-hybrid nanofluid flow and heat transfer.
Authors: Makhdoum, Basim M.1, Zahir, Hina2, Katbar, Nek Muhammad3, Jamshed, Wasim4, Guedri, Kamel1, Bayram, Mustafa5, Hussain, Syed M.6, Batool, Sawera7, sawerabatool20@gmail.com, Ahmad, Hijaz8,9,10,11,12
Source: Discover Nano; 6/29/2026, Vol. 21 Issue 1, p1-23, 23p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 194936608
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PubTypeId: academicJournal
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  Data: Physics-informed neural network analysis of kerosene-based penta-hybrid nanofluid flow and heat transfer.
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  Data: <searchLink fieldCode="AU" term="%22Makhdoum%2C+Basim+M%2E%22">Makhdoum, Basim M.</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Zahir%2C+Hina%22">Zahir, Hina</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AU" term="%22Katbar%2C+Nek+Muhammad%22">Katbar, Nek Muhammad</searchLink><relatesTo>3</relatesTo><br /><searchLink fieldCode="AU" term="%22Jamshed%2C+Wasim%22">Jamshed, Wasim</searchLink><relatesTo>4</relatesTo><br /><searchLink fieldCode="AU" term="%22Guedri%2C+Kamel%22">Guedri, Kamel</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Bayram%2C+Mustafa%22">Bayram, Mustafa</searchLink><relatesTo>5</relatesTo><br /><searchLink fieldCode="AU" term="%22Hussain%2C+Syed+M%2E%22">Hussain, Syed M.</searchLink><relatesTo>6</relatesTo><br /><searchLink fieldCode="AU" term="%22Batool%2C+Sawera%22">Batool, Sawera</searchLink><relatesTo>7</relatesTo>, <i>sawerabatool20@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Ahmad%2C+Hijaz%22">Ahmad, Hijaz</searchLink><relatesTo>8,9,10,11,12</relatesTo>
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  Data: <searchLink fieldCode="JN" term="%22Discover+Nano%22">Discover Nano</searchLink>; 6/29/2026, Vol. 21 Issue 1, p1-23, 23p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=194936608
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        Value: 10.1186/s11671-026-04765-6
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        Text: English
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              Text: 6/29/2026
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