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Found 4 papers, 1 papers with code
FlopPITy: Enabling self-consistent exoplanet atmospheric retrievals with machine learning
We generate 100 synthetic observations using ARCiS (ARtful Modeling Code for exoplanet Science, an atmospheric modelling code with the flexibility to compute models in varying degrees of complexity) and perform retrievals on them to test the faithfulness of the SNPE posteriors.
Convolutional neural networks as an alternative to Bayesian retrievals
Due to the computational load of the models used, a compromise is needed between model complexity and computing time.
Evidence for chromium hydride in the atmosphere of Hot Jupiter WASP-31b
At a retrieved temperature of ~1481 K, the atmosphere of WASP-31b is hot enough to host gaseous Cr-bearing species.
Earth and Planetary Astrophysics
Polarized scattered light from self-luminous exoplanets. Three-dimensional scattering radiative transfer with ARTES
The code is applicable to calculations of reflected light and thermal radiation in a spherical grid with a parameterized distribution of gas, clouds, hazes, and circumplanetary material.
Earth and Planetary Astrophysics
