Physics informed neural network prediction of heat transfer mechanisms in manufactured sand for thermal energy storage systems

Manufactured sand (M-Sand) is a low-cost granular medium for sensible heat storage and characterising the internal temperature field during charging requires either dense instrumentation or a physics-consistent model. In a previous experimental study, an M-Sand packed-bed thermal energy storage unit...

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Váldodahkkit:	S. Ananth, P. Selvakumar, Amirdha Sher Gill
Materiálatiipa:	Artigo
Giella:	Inglês
Almmustuhtton:	Frontiers Media S.A. 2026-06-01
Ráidu:	Frontiers in Energy Efficiency
Fáttát:	manufactured sand packed bed physics-informed neural network sensible heat energy storage spatiotemporal temperature field
Liŋkkat:	https://www.frontiersin.org/articles/10.3389/fenef.2026.1845713/full
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