3 papers
physics.ao-ph2026
Application of the latent twins approach for clear sky retrieval from IASI observations
Michele Martinazzo, Cristina Sgattoni, Marco Menarini +3
In recent years, data-driven approaches emerged as alternatives to traditional physics-based retrievals, taking advantage of machine learning techniques such as learnable pseudoinv…
physics.ao-ph2025
Latent Twins: A Framework for Scene Recognition and Fast Radiative Transfer Inversion in FORUM All-Sky Observations
Cristina Sgattoni, Luca Sgheri, Matthias Chung +1
The FORUM (Far-infrared Outgoing Radiation Understanding and Monitoring) mission will provide, for the first time, systematic far-infrared spectral measurements of Earth's outgoing…
physics.ao-ph2024
A physics-aware data-driven surrogate approach for fast atmospheric radiative transfer inversion
Cristina Sgattoni, Luca Sgheri, Matthias Chung
FORUM (Far-infrared Outgoing Radiation Understanding and Monitoring) was selected in 2019 as the ninth Earth Explorer mission by the European Space Agency (ESA). Its primary object…