Implementation of multi-layer perceptron to gravitational convection of a nano-suspension subject to exothermic reaction: Second law analysis

Ahmed M. Galal; Amjad Ali Pasha; M.K. Nayak; Mohammed K. Al Mesfer; Mohd Danish; Sana Qaiyum

doi:10.1016/j.jtice.2025.106175

journal article Aug 01, 2025

Implementation of multi-layer perceptron to gravitational convection of a nano-suspension subject to exothermic reaction: Second law analysis

Ahmed M. Galal

Amjad Ali Pasha M.K. Nayak Mohammed K. Al Mesfer Mohd Danish

Sana Qaiyum

Journal of the Taiwan Institute of Chemical Engineers Vol. 173 pp. 106175 · Elsevier BV

View at Publisher Save 10.1016/j.jtice.2025.106175

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Cited By

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Electrohydrodynamic-induced micropolar gravitational convection of dielectric nano-scaled phase change materials with heat source: Numerical and machine learning approaches

Tahar Tayebi, Amjad Ali Pasha · 2026

Journal of Energy Storage

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1

Citations

36

References

Details

Published: Aug 01, 2025
Vol/Issue: 173
Pages: 106175
License: View

Authors

Mohammed K. Al Mesfer

M

Mohd Danish

Department of Mechanical and Materials Engineering, University of Jeddah, Jeddah, Saudi Arabia

S

Sana Qaiyum

Funding

King Khalid University Award: RGP2/273/45

Cite This Article

Ahmed M. Galal, Amjad Ali Pasha, M.K. Nayak, et al. (2025). Implementation of multi-layer perceptron to gravitational convection of a nano-suspension subject to exothermic reaction: Second law analysis. Journal of the Taiwan Institute of Chemical Engineers, 173, 106175. https://doi.org/10.1016/j.jtice.2025.106175

Implementation of multi-layer perceptron to gravitational convection of a nano-suspension subject to exothermic reaction: Second law analysis

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