https://doi.org/10.1140/epjp/s13360-024-05866-w
Regular Article
Magnetic field effects on non-Newtonian NEPCM in A-shaped cavity: an integrated study using ANN and ISPH method
Department of Mathematics, College of Science, King Khalid University, Abha, Saudi Arabia
Received:
1
August
2024
Accepted:
20
November
2024
Published online:
3
December
2024
Non-Newtonian NEPCMs are utilized in a variety of fields, counting solar energy storage, electronics cooling, polymer processing, and industrial thermal management. Their advanced heat transfer capabilities and efficient energy storage properties make them particularly valuable for these applications. This study explores how magnetic fields affect mass and heat transfer in a non-Newtonian NEPCM within an A-shaped cavity. The investigation employs the ISPH technique and ANN model. Within the A-shaped cavity, a triangular region is kept at 
. The top/center walls of the A-shaped cavity are maintained at 
. The ANN model serves as a valuable complement to ISPH simulations, accurately predicting average Nusselt (
) and Sherwood (
) numbers. Results indicate a substantial increase in the Π strength by 
when the power-law index (
) rises from 
. The current configuration of an A-shaped cavity with specific boundary conditions significantly influences the effectiveness of the relevant parameters.
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© The Author(s), under exclusive licence to Società Italiana di Fisica and Springer-Verlag GmbH Germany, part of Springer Nature 2024
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
