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The new ATLAS Fast Calorimeter Simulation

Producing the very large samples of simulated events required by many physics and performance studies with the ATLAS detector using the full GEANT4 detector simulation is highly CPU intensive. Fast simulation tools are a useful way of reducing CPU requirements when detailed detector simulations are...

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Autor principal: Hasib, Ahmed
Lenguaje:eng
Publicado: 2017
Materias:
Acceso en línea:http://cds.cern.ch/record/2273474
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author Hasib, Ahmed
author_facet Hasib, Ahmed
author_sort Hasib, Ahmed
collection CERN
description Producing the very large samples of simulated events required by many physics and performance studies with the ATLAS detector using the full GEANT4 detector simulation is highly CPU intensive. Fast simulation tools are a useful way of reducing CPU requirements when detailed detector simulations are not needed. During the LHC Run-1, a fast calorimeter simulation (FastCaloSim) was successfully used in ATLAS. FastCaloSim provides a simulation of the particle energy response at the calorimeter read-out cell level, taking into account the detailed particle shower shapes and the correlations between the energy depositions in the various calorimeter layers. It is interfaced to the standard ATLAS digitization and reconstruction software, and it can be tuned to data more easily than GEANT4. Now an improved version of FastCaloSim is in development, incorporating the experience with the version used during Run-1. The new FastCaloSim makes use of statistical techniques such as principal component analysis, and a neural network parametrisation to optimise the amount of information stored in the ATLAS simulation infrastructure. A first prototype is available and is being tested and validated now. ATLAS plans to use this new FastCaloSim parameterization to simulate several billion events in the upcoming LHC runs. In this talk, we will describe this new FastCaloSim parametrization.
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spelling cern-22734742019-09-30T06:29:59Zhttp://cds.cern.ch/record/2273474engHasib, AhmedThe new ATLAS Fast Calorimeter SimulationParticle Physics - ExperimentProducing the very large samples of simulated events required by many physics and performance studies with the ATLAS detector using the full GEANT4 detector simulation is highly CPU intensive. Fast simulation tools are a useful way of reducing CPU requirements when detailed detector simulations are not needed. During the LHC Run-1, a fast calorimeter simulation (FastCaloSim) was successfully used in ATLAS. FastCaloSim provides a simulation of the particle energy response at the calorimeter read-out cell level, taking into account the detailed particle shower shapes and the correlations between the energy depositions in the various calorimeter layers. It is interfaced to the standard ATLAS digitization and reconstruction software, and it can be tuned to data more easily than GEANT4. Now an improved version of FastCaloSim is in development, incorporating the experience with the version used during Run-1. The new FastCaloSim makes use of statistical techniques such as principal component analysis, and a neural network parametrisation to optimise the amount of information stored in the ATLAS simulation infrastructure. A first prototype is available and is being tested and validated now. ATLAS plans to use this new FastCaloSim parameterization to simulate several billion events in the upcoming LHC runs. In this talk, we will describe this new FastCaloSim parametrization.ATL-SOFT-SLIDE-2017-446oai:cds.cern.ch:22734742017-07-07
spellingShingle Particle Physics - Experiment
Hasib, Ahmed
The new ATLAS Fast Calorimeter Simulation
title The new ATLAS Fast Calorimeter Simulation
title_full The new ATLAS Fast Calorimeter Simulation
title_fullStr The new ATLAS Fast Calorimeter Simulation
title_full_unstemmed The new ATLAS Fast Calorimeter Simulation
title_short The new ATLAS Fast Calorimeter Simulation
title_sort new atlas fast calorimeter simulation
topic Particle Physics - Experiment
url http://cds.cern.ch/record/2273474
work_keys_str_mv AT hasibahmed thenewatlasfastcalorimetersimulation
AT hasibahmed newatlasfastcalorimetersimulation