AI-powered prediction of hybrid nanofluid dynamics over a cylinder via LM optimized neural network approach.

Imran M, Jia W, Saeed ST, Younis J, Qayyum M, Almehizia AA

DOI: 10.1038/s41598-025-21042-1
Published: 2025 Oct 24
Container: Scientific reports
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-025-21042-1,
  title = {AI-powered prediction of hybrid nanofluid dynamics over a cylinder via LM optimized neural network approach.},
  author = {Imran M and Jia W and Saeed ST and Younis J and Qayyum M and Almehizia AA},
  year = {2025},
  journal = {Scientific reports},
  doi = {10.1038/s41598-025-21042-1},
  url = {https://doi.org/10.1038/s41598-025-21042-1}
}

RIS

TY  - JOUR
TI  - AI-powered prediction of hybrid nanofluid dynamics over a cylinder via LM optimized neural network approach.
AU  - Imran M
AU  - Jia W
AU  - Saeed ST
AU  - Younis J
AU  - Qayyum M
AU  - Almehizia AA
PY  - 2025
JO  - Scientific reports
DO  - 10.1038/s41598-025-21042-1
UR  - https://doi.org/10.1038/s41598-025-21042-1
ER  -

APA

M, I., W, J., ST, S., J, Y., M, Q., & AA, A. (2025). AI-powered prediction of hybrid nanofluid dynamics over a cylinder via LM optimized neural network approach.. Scientific reports. https://doi.org/10.1038/s41598-025-21042-1

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pubmed · retrieved 2026-09-26T19:48:54.872Z