Flow Matching Posterior Estimation for Simulation-Based Atmospheric Retrieval of Exoplanets

Flow Matching Posterior Estimation for Simulation-Based Atmospheric Retrieval of Exoplanets

The characterization of exoplanetary atmospheres allows a deeper understanding of planetary formation, evolution, and habitability through atmospheric retrieval, which consists in inferring various properties of exoplanetary atmospheres given their spectroscopic observations. Traditional atmospheric...

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Bibliographic Details
Main Authors: Massimiliano Giordano Orsini, Alessio Ferone, Laura Inno, Angelo Casolaro, Antonio Maratea
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Atmospheric retrieval
deep learning
exoplanets
flow matching
generative modeling
simulation-based inference
Online Access:https://ieeexplore.ieee.org/document/11106493/
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