/atmospheric_retrieval_ml

Seminar talk about atmospheric retrieval using machine learning techniques

Primary LanguageVue

Atmospheric Retrieval Using Machine Learning

This is a Slidev presentation about four papers in which machine learning techniques are used to infer atmospheric parameters of exoplanets.

The Papers are:

An Ensemble of Bayesian Neural Networks for Exoplanetary Atmospheric Retrieval

https://iopscience.iop.org/article/10.3847/1538-3881/ab2390/pdf

ExoGAN: Retrieving Exoplanetary Atmospheres Using Deep Convolutional Generative Adversarial Networks

https://iopscience.iop.org/article/10.3847/1538-3881/aae77c/pdf

Interpreting High-resolution Spectroscopy of Exoplanets using Cross-correlations and Supervised Machine Learning (Fisher et al. 2020)

https://iopscience.iop.org/article/10.3847/1538-3881/ab7a92/pdf