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ExoGAN (Exoplanets Generative Adversarial Network)

The first DCGAN able to analyse exoplanetary atmospheres.

Inputs: The input file can be either a python dictionary or a .dat file

Training phase: The training set is available at this link: The parameter bounds used to generate the training set are shown in Table 1 of Zingales & Waldmann, 2018 (

Prediction: The input file for a prediction is usually a .dat file with three columns:

  1. wavelength
  2. spectrum
  3. error bars

For a comparison with a known set of data it is possible to use as optional input the .par file An example of input spectrum and parameters file are provided within this repository.

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