23–25 Sept 2024
Valencia (Spain)
Europe/Madrid timezone

Generative Adversarial Neural Networks for muography simulation: image prediction

24 Sept 2024, 09:20
20m
Valencia (Spain)

Valencia (Spain)

Muography Muography

Speaker

Pablo Martinez Ruiz Del Arbol (Universidad de Cantabria and CSIC (ES))

Description

Generative Adversarial Neural Networks (GANN) are used to simulate the multiple scattering of muons crossing matter. In previous works, a GANN was designed and trained, successfully predicting the angular and spatial deviation distributions including their correlations. In this work we show that GANNs can be so good at this task that correct POCA images can be reconstructed from their randomly generated samples.

Author

Pablo Martinez Ruiz Del Arbol (Universidad de Cantabria and CSIC (ES))

Presentation materials