Speaker
Henry Day-Hall
(FTX (FTX Fachgruppe SFT))
Description
Presenting a generative model for detector simulation, that utilities normalising flows for macro-information, and iid diffusion models for fast details.
This is the third iteration of the CaloClouds series, which surpasses previous limits in inference speed. New, upgraded, capacities allow simulation of photons throughout the barrel of the detector. By integrating the model into the key4hep workflow we are able to produce realistic use-case results.
Authors
Anatolii Korol
(FTX (FTX Fachgruppe SFT))
Frank Gaede
(FTX (FTX Fachgruppe SFT))
Gregor Kasieczka
(UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik))
Henry Day-Hall
(FTX (FTX Fachgruppe SFT))
Katja Krueger
(DESY (FTX Fachgruppe DTA))
Lorenzo Valente
(UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik))
Martina Mozzanica
(UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik))
Peter McKeown
(CERN)
Thomas Madlener
(FTX (FTX Fachgruppe SFT))
Thorsten Buss
(Universität Hamburg)
