Search Results for author: Giovanna Tinetti

Found 3 papers, 1 papers with code

Tracing the formation history of giant planets in protoplanetary disks with Carbon, Oxygen, Nitrogen and Sulphur

no code implementations28 Dec 2020 Diego Turrini, Eugenio Schisano, Sergio Fonte, Sergio Molinari, Romolo Politi, Davide Fedele, Olja Panic, Mihkel Kama, Quentin Changeat, Giovanna Tinetti

The S/N ratio provides an additional independent probe into the metallicity of giant planets and their accretion of solids.

Earth and Planetary Astrophysics

Peeking inside the Black Box: Interpreting Deep Learning Models for Exoplanet Atmospheric Retrievals

1 code implementation23 Nov 2020 Kai Hou Yip, Quentin Changeat, Nikolaos Nikolaou, Mario Morvan, Billy Edwards, Ingo P. Waldmann, Giovanna Tinetti

We then present an extensive analysis of the predictions of DNNs, which can inform us - among other things - of the credibility limits for atmospheric parameters for a given instrument and model.

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