Original ResearchPublished 16 June 2026Physics informed neural network prediction of heat transfer mechanisms in manufactured sand for thermal energy storage systemsS. Ananth · P. Selvakumar · Amirdha Sher GillFrontiers in Energy Efficiencydoi 10.3389/fenef.2026.1845713