CaloChallenge Workshop

Session

GANs

30 May 2023, 11:00

Villa Mondragone

17. CaloShowerGAN

Michele Faucci Giannelli (Istituto Nazionale di Fisica Nucleare), Rui Zhang

30/05/2023, 11:00

18. MDMA-GAN

Benno Käch (Deutsches-Elektronen Synchrotron (DESY))

30/05/2023, 11:30

19. BolognaGAN: a containerized solution

Federico Andrea Guillaume Corchia (Istituto Nazionale di Fisica Nucleare)

30/05/2023, 12:00

20. Discussion

30/05/2023, 12:30

9. A containerized solution for fast calorimeter simulation

Federico Andrea Guillaume Corchia (Istituto Nazionale di Fisica Nucleare), Lorenzo Rinaldi (Istituto Nazionale di Fisica Nucleare)

The simulation of electromagnetic and hadronic interactions in calorimeters is a very demanding process, both in terms of time and computing resources. A novel technique based on Generative Adversarial Networks (GANs) may benefit from a more efficient use of computing resources, although initial training could be computationally demanding. Nowadays and in the near future we expect to have more...

27. CaloScore

Vinicius Mikuni (LBNL)

7. CANADA-GAN (acronym and name subject to possible future change, please excuse)

Benno Käch (Deutsches-Elektronen Synchrotron (DESY))

We propose the application of our previously published Cross AtteNtion meAn-fielD mAtching CANADA-GAN for generating particle showers in high-granularity datasets. Results are presented for dataset 2 and 3. Point cloud generative models are known to benefit from higher granularity, making these datasets well-suited for high-granularity calorimeters. Although the regular architecture of the...