AI RESEARCH

Adaptive Physics Transformer with Fused Global-Local Attention for Subsurface Energy Systems

arXiv CS.LG

ArXi:2602.11208v2 Announce Type: replace The Earth's subsurface is a cornerstone of modern society, providing essential energy resources like hydrocarbons, geothermal, and minerals while serving as the primary reservoir for $CO_2$ sequestration. However, full physics numerical simulations of these systems are notoriously computationally expensive due to geological heterogeneity, high resolution requirements, and the tight coupling of physical processes with distinct propagation time scales.