2 papers
cs.LG2026
Machine-Learning Emulation of Satellite Greenhouse Gas Retrievals: Stability over Time
Nugzar Gognadze, Motonobu Kanagawa, Yu Someya +1
Retrieval algorithms are used to estimate atmospheric concentrations of greenhouse gases (GHGs), such as carbon dioxide (CO2) and methane (CH4), by solving inverse problems from hi…
physics.geo-ph2024
A Framework for Automatic Validation and Application of Lossy Data Compression in Ensemble Data Assimilation
Kai Keller, Hisashi Yashiro, Mohamed Wahib +3
Ensemble data assimilation techniques form an indispensable part of numerical weather prediction. As the ensemble size grows and model resolution increases, the amount of required…