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astro-ph.EP2021★ 16 cited
Deep learning for surrogate modelling of 2D mantle convection
Siddhant Agarwal, Nicola Tosi, Pan Kessel +2
Traditionally, 1D models based on scaling laws have been used to parameterized convective heat transfer rocks in the interior of terrestrial planets like Earth, Mars, Mercury and V…
astro-ph.EP2019★ 48 cited
Machine learning inference of the interior structure of low-mass exoplanets
Philipp Baumeister, Sebastiano Padovan, Nicola Tosi +4
We explore the application of machine learning based on mixture density neural networks (MDNs) to the interior characterization of low-mass exoplanets up to 25 Earth masses constra…