AtlFast3: Next Generation of Fast Simulation in ATLAS

21 May 2021, 09:00
30m
Long talk Offline Computing Fri AM Plenaries

Speaker

Hasib Ahmed (The University of Edinburgh (GB))

Description

ATLAS is one of the largest experiments at the Large Hadron Collider. Its broad physics program ranges from precision measurements to the discovery of new interactions, requiring gargantuan amount of simulated Monte Carlo events. However, a detailed detector simulation with Geant4 is often too slow and requires too many CPU resources. For more than 10 years, ATLAS has developed and utilized tools that replace the slowest component - the calorimeter shower simulation - by faster alternatives. AtlFast3 is the next generation of high precision fast simulation in ATLAS. AtlFast3 is a combination of a parametrization-based Fast Calorimeter Simulation and a new machine learning-based Fast Calorimeter Simulation, and is deployed to meet the computing challenges and Monte Carlo needs now and in the future of ATLAS. With unprecedented precision and the ability to model jet sub-structure, AtlFast3 can be used for the simulation of almost any physics processes.

Primary authors

Hasib Ahmed (The University of Edinburgh (GB)) Jana Schaarschmidt (University of Washington (US)) Douglas Michael Schaefer (University of Chicago (US)) Michael Duehrssen-Debling (CERN) John Derek Chapman (University of Cambridge (GB)) Michele Faucci Giannelli (INFN e Universita Roma Tor Vergata (IT)) Joshua Falco Beirer (CERN, Georg-August-Universitaet Goettingen (DE)) Thomas Michael Carter (The University of Edinburgh) Petr Jacka (Czech Academy of Sciences (CZ)) Benedict Tobias Winter (Albert Ludwigs Universitaet Freiburg (DE)) Matthew Peter Heath (The University of Edinburgh (GB)) xiaozhong Huang (Nanjing University (CN)) Emily Petrova Takeva (The University of Edinburgh (GB)) Sean Joseph Gasiorowski (University of Washington (US)) Dalila Salamani (Universite de Geneve (CH)) Tadej Novak (Deutsches Elektronen-Synchrotron (DE)) Serena Palazzo (The University of Edinburgh (GB)) Ivan Yeletskikh (Joint Institute for Nuclear Research (RU)) Flavia De Almeida Dias (Nikhef National institute for subatomic physics (NL)) Benjamin Michael Wynne (The University of Edinburgh (GB))

Presentation materials