Optimized ANN-based bio-thermodynamic modeling of unsteady flows with coupled nanoparticle-microbial-activation-energy transport in heterogeneous porous media.

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Title: Optimized ANN-based bio-thermodynamic modeling of unsteady flows with coupled nanoparticle-microbial-activation-energy transport in heterogeneous porous media.
Authors: Almutlg A; Department of Mathematics, College of Science, Qassim University, Buraydah, Saudi Arabia., Ahmed SE; Central Labs, King Khalid University, P.O. Box 960, AlQura'a, Abha, Saudi Arabia. sehassan@kku.edu.sa., Arafa AAM; Department of Mathematics, College of Science, Qassim University, Buraydah, Saudi Arabia., Hussein SA; Department of Mathematics, Faculty of Science, Zagazig University, Zagazig, Egypt.; Mathematics Education Program, Faculty of Education and arts, Sohar University, 311, P.O. Box 44, Sohar, Oman.
Source: Scientific reports [Sci Rep] 2026 Apr 19; Vol. 16 (1). Date of Electronic Publication: 2026 Apr 19.
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
Description
ISSN:2045-2322
DOI:10.1038/s41598-026-47493-8