Using a neural network approach to accelerate disequilibrium chemistry calculations in exoplanet atmospheres

1 code implementation • 12 Jun 2023 • Julius L. A. M. Hendrix, Amy J. Louca, Yamila Miguel

Our results show that in 90% of the cases, the fully trained model is able to predict the evolved mixing ratios of the species in the hot-Jupiter atmosphere simulations.

The MUSCLES Treasury Survey. V. FUV Flares on Active and Inactive M Dwarfs

2 code implementations • 19 Sep 2018 • R. O. Parke Loyd, Kevin France, Allison Youngblood, Christian Schneider, Alexander Brown, Renyu Hu, Antígona Segura, Jeffrey Linsky, Seth Redfield, Feng Tian, Sarah Rugheimer, Yamila Miguel, Cynthia S. Froning

The rate and distribution of flares are such that they could dominate the FUV energy budget of M dwarfs, assuming the same distribution holds to flares as energetic as those cataloged by Kepler and ground-based surveys.

Solar and Stellar Astrophysics

The Diversity of Planetary Systems Architectures: Contrasting Theory with Observations

2 code implementations • 16 Jun 2011 • Yamila Miguel, Octavio M. Guilera, Adrian Brunini

According to this, we predict which systems are the most common in the solar neighbourhood.

Earth and Planetary Astrophysics Solar and Stellar Astrophysics