astro-ph.EP · 2026-09-10 · No. 111
Earth and Planetary Astrophysics, 2026-09-10.
1 new papers in astro-ph.EP. Titles, authors,
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01 — The papers
1 entries-
01
Physics-Informed Multi-Task Surrogate Model for the Martian Nightside Thermosphere
Sergey Nikiforov
astro-ph.EP · cs.LG
Modeling the Martian nightside thermosphere remains challenging due to sparse in situ sampling and strong coupling among transport, magnetic, and seasonal processes. Purely data-driven models can produce non-physical artifacts, such as density inversions, in poorly sampled altitude regimes. We present a multi-task physics-informed neural network that simultaneously predicts the base-10 logarithmic densities of four neutral species (O, CO$_2$,...
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