A physics-conditioned neural network with geometric and transformer components synthesizes complete ice-layer thickness from incomplete radar traces using a mask-aware loss, preserving observed values and improving downstream predictions.
Estimating the greenland ice sheet surface mass balance contribution to future sea level rise using the regional atmospheric climate model mar
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Physics-Conditioned Synthesis of Internal Ice-Layer Thickness for Incomplete Layer Traces
A physics-conditioned neural network with geometric and transformer components synthesizes complete ice-layer thickness from incomplete radar traces using a mask-aware loss, preserving observed values and improving downstream predictions.