TRON, a recurrent DeepONet variant, reconstructs global cosmic-ray dose fields from 12 neutron monitor sequences with sub-0.1% error on held-out EXPACS days, serving as a fast surrogate that is not validated against real dosimetry.
Could spaceflight-associated immune system weakening preclude the expansion of human presence beyond earth’s orbit? Journal of leukocyte biology, 86 0 (5): 0 1027--1038, 2009
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From Proxies to Fields: Spatiotemporal Reconstruction of Global Radiation from Sparse Sensor Sequences
TRON, a recurrent DeepONet variant, reconstructs global cosmic-ray dose fields from 12 neutron monitor sequences with sub-0.1% error on held-out EXPACS days, serving as a fast surrogate that is not validated against real dosimetry.