Scipediacontent: Scipediacontent moved page Review 895095336576 to Colak 2026a

2026-02-11T10:54:53Z

Scipediacontent moved page Review 895095336576 to Colak 2026a

Scipediacontent: Scipediacontent moved page Draft content 562447946 to Review 895095336576

2026-02-11T10:12:04Z

Scipediacontent moved page Draft content 562447946 to Review 895095336576

Scipediacontent: Created page with " == Abstract ==
Minimizing entropy production is critically important, particularly in nanofluid flows. Applying this principle to flows with porous cavity structures help..."

2026-02-11T10:11:14Z

Created page with " == Abstract == <p>Minimizing entropy production is critically important, particularly in nanofluid flows. Applying this principle to flows with porous cavity structures help..."

New page

== Abstract ==

<p>Minimizing entropy production is critically important, particularly in nanofluid flows. Applying this principle to flows with porous cavity structures helps optimize heat transfer applications and enhance system efficiency. In this study, the entropy production and heat transfer characteristics of a hybrid nanofluid composed of Al2O3-Cu particles suspended in water were investigated using machine learning. The nanofluid was analyzed in the context of convection–radiation interaction flow within a porous cavity.An artificial neural networkmodel was developed to predict the average Nusselt number, Bejan number, and entropy production as functions of the Hartmann number and inclination parameters. The Bayesian Regularization algorithm was employed to train the multilayer perceptron network model. Prediction results obtained from the model with 10 neurons in the hidden layer were compared with the target values and showed excellent agreement.The developed artificial neural network model successfully predicted the Nusselt number, Bejan number, and entropy productionwith average deviation rates of−0.007%,−0.11%, and 0.0002%, respectively.</p>

== Document ==
<pdf>Media:Draft_content_562447946-9590-document.pdf</pdf>

← Older revision	Revision as of 10:54, 11 February 2026
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Colak 2026a - Revision history

Scipediacontent: Scipediacontent moved page Review 895095336576 to Colak 2026a

Scipediacontent: Scipediacontent moved page Draft content 562447946 to Review 895095336576

Scipediacontent: Created page with " == Abstract == Minimizing entropy production is critically important, particularly in nanofluid flows. Applying this principle to flows with porous cavity structures help..."

Scipediacontent: Created page with " == Abstract ==
Minimizing entropy production is critically important, particularly in nanofluid flows. Applying this principle to flows with porous cavity structures help..."