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The ATLAS Fast Monte Carlo Production Chain Project

During the last years ATLAS has successfully deployed a new integrated simulation framework (ISF) which allows a flexible mixture of full and fast detector simulation techniques within the processing of one event. The thereby achieved possible speed-up in detector simulation of up to a factor 100 ma...

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Autor principal: Jansky, Roland Wolfgang
Lenguaje:eng
Publicado: 2015
Materias:
Acceso en línea:https://dx.doi.org/10.1088/1742-6596/664/7/072024
http://cds.cern.ch/record/2014717
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author Jansky, Roland Wolfgang
author_facet Jansky, Roland Wolfgang
author_sort Jansky, Roland Wolfgang
collection CERN
description During the last years ATLAS has successfully deployed a new integrated simulation framework (ISF) which allows a flexible mixture of full and fast detector simulation techniques within the processing of one event. The thereby achieved possible speed-up in detector simulation of up to a factor 100 makes subsequent digitization and reconstruction the dominant contributions to the Monte Carlo (MC) production CPU cost. The slowest components of both digitization and reconstruction are inside the Inner Detector due to the complex signal modeling needed in the emulation of the detector readout and in reconstruction due to the combinatorial nature of the problem to solve, respectively. Alternative fast approaches have been developed for these components: for the silicon based detectors a simpler geometrical clustering approach has been deployed replacing the charge drift emulation in the standard digitization modules, which achieves a very high accuracy in describing the standard output. For the Inner Detector track reconstruction, a Monte Carlo generator information based trajectory building has been deployed with the aim of bypassing the CPU intensive pattern recognition. Together with the ISF all components have been integrated into a new fast MC production chain, aiming to produce fast MC simulated data with sufficient agreement with fully simulated and reconstructed data at a processing time of seconds per event, compared to several minutes for full simulation.
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spelling cern-20147172022-08-10T13:07:42Zdoi:10.1088/1742-6596/664/7/072024http://cds.cern.ch/record/2014717engJansky, Roland WolfgangThe ATLAS Fast Monte Carlo Production Chain ProjectParticle Physics - ExperimentDuring the last years ATLAS has successfully deployed a new integrated simulation framework (ISF) which allows a flexible mixture of full and fast detector simulation techniques within the processing of one event. The thereby achieved possible speed-up in detector simulation of up to a factor 100 makes subsequent digitization and reconstruction the dominant contributions to the Monte Carlo (MC) production CPU cost. The slowest components of both digitization and reconstruction are inside the Inner Detector due to the complex signal modeling needed in the emulation of the detector readout and in reconstruction due to the combinatorial nature of the problem to solve, respectively. Alternative fast approaches have been developed for these components: for the silicon based detectors a simpler geometrical clustering approach has been deployed replacing the charge drift emulation in the standard digitization modules, which achieves a very high accuracy in describing the standard output. For the Inner Detector track reconstruction, a Monte Carlo generator information based trajectory building has been deployed with the aim of bypassing the CPU intensive pattern recognition. Together with the ISF all components have been integrated into a new fast MC production chain, aiming to produce fast MC simulated data with sufficient agreement with fully simulated and reconstructed data at a processing time of seconds per event, compared to several minutes for full simulation.ATL-SOFT-PROC-2015-007oai:cds.cern.ch:20147172015-05-08
spellingShingle Particle Physics - Experiment
Jansky, Roland Wolfgang
The ATLAS Fast Monte Carlo Production Chain Project
title The ATLAS Fast Monte Carlo Production Chain Project
title_full The ATLAS Fast Monte Carlo Production Chain Project
title_fullStr The ATLAS Fast Monte Carlo Production Chain Project
title_full_unstemmed The ATLAS Fast Monte Carlo Production Chain Project
title_short The ATLAS Fast Monte Carlo Production Chain Project
title_sort atlas fast monte carlo production chain project
topic Particle Physics - Experiment
url https://dx.doi.org/10.1088/1742-6596/664/7/072024
http://cds.cern.ch/record/2014717
work_keys_str_mv AT janskyrolandwolfgang theatlasfastmontecarloproductionchainproject
AT janskyrolandwolfgang atlasfastmontecarloproductionchainproject