Published May 8, 2024 | Version v1
Dataset Open

Simulations dataset and pre-trained models of "Deep learning in real-time on the astrophysical data obtained from the Čerenkov CTA Observatory" Ph.D. project

Authors/Creators

  • 1. ROR icon University of Modena and Reggio Emilia
  • 2. ROR icon Osservatorio di Astrofisica e Scienza dello Spazio

Description

Ph.D. project datasets and models release,
Deep learning in real-time on the astrophysical data obtained from the Čerenkov CTA Observatory.

Files

crta_models_v1.zip

Files (19.8 GB)

Name Size Download all
md5:dc2515cfdc3389404e624350d4bdbc89
5.7 GB Preview Download
md5:2f0a13d881042109dbfe5d2ad9a56510
14.1 GB Preview Download

Additional details

Related works

Is compiled by
Software: 10.5281/zenodo.11127299 (DOI)

Software

Repository URL
https://github.com/ambra-dipiano/astroAI
Programming language
Python
Development Status
Active

References

  • Di Piano, A. et al., A machine learning toolkit for high-level analysis of Cherenkov telescopes data, 2nd CTAO Science Symposium, 15-18 April, 2024, poster ID008, http://posters.cta-observatory.org/
  • Jürgen Knödlseder, Luigi Tibaldo, Domenico Tiziani, Josh Cardenzana, Michael Mayer, Nathan Kelley-Hoskins, Leonardo Di Venere, Alexander Ziegler, Stefan Eschbach, Pierrick Martin, Thierry Louge, François Brun, Rolf Bühler, Jean-Baptiste Cayrou, Christoph Deil, Axel Donath, Florent Forest, Lucie Gerard, Tarek Hassan, … Hubert Siejkowski. (2021). GammaLib 1.7.4 (1.7.4). Zenodo. https://doi.org/10.5281/zenodo.4727871
  • Jürgen Knödlseder, Luigi Tibaldo, Domenico Tiziani, Andreas Specovius, Joshua Cardenzana, Michael Mayer, Nathan Kelley-Hoskins, Leonardo Di Venere, Simon Bonnefoy, Alexander Ziegler, Pierrick Martin, Maria Haupt, Rolf Bühler, Johan Bregeon, Jean-Baptiste Cayrou, Christoph Deil, Florent Forest, Lucie Gerard, Chia-Chun Lu, … Hubert Siejkowski. (2021). ctools 1.7.4 (1.7.4). Zenodo. https://doi.org/10.5281/zenodo.4727876
  • Cherenkov Telescope Array Observatory, & Cherenkov Telescope Array Consortium. (2021). CTAO Instrument Response Functions - prod5 version v0.1 (v0.1) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.5499840