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cs.LG2026
Open datasets and machine learning for two-phase heat transfer: a review following a spatial-temporal taxonomy
Christy Dunlap, Ridwan Olabiyi, Firas Al-Hindawi +9
Two-phase heat transfer underpins boiling, condensation, immersion cooling, flow boiling, energy conversion, and electronics thermal management, but its coupled interfacial physics…
cs.LG2024
A Physics-driven GraphSAGE Method for Physical Process Simulations Described by Partial Differential Equations
Hang Hu, Sidi Wu, Guoxiong Cai +1
Physics-informed neural networks (PINNs) have successfully addressed various computational physics problems based on partial differential equations (PDEs). However, while tackling…