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GPU simulation with Opticks: The future of optical simulations for LZ

<!--HTML-->The LZ collaboration aims to directly detect dark matter by using a liquid xenon Time Projection Chamber (TPC). In order to probe the dark matter signal, observed signals are compared with simulations that model the detector response. The most computationally expensive aspect of th...

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Autor principal: Creaner, Oisin
Lenguaje:eng
Publicado: 2021
Materias:
Acceso en línea:http://cds.cern.ch/record/2767270
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author Creaner, Oisin
author_facet Creaner, Oisin
author_sort Creaner, Oisin
collection CERN
description <!--HTML-->The LZ collaboration aims to directly detect dark matter by using a liquid xenon Time Projection Chamber (TPC). In order to probe the dark matter signal, observed signals are compared with simulations that model the detector response. The most computationally expensive aspect of these simulations is the propagation of photons in the detector’s sensitive volume. For this reason, we propose to offload photon propagation modelling to the Graphics Processing Unit (GPU), by integrating Opticks into the LZ simulations workflow. Opticks is a system which maps Geant4 geometry and photon generation steps to NVIDIA's OptiX GPU raytracing framework. This paradigm shift could simultaneously achieve a massive speedup and an increase in accuracy for LZ simulations. By using the technique of containerization through Shifter, we will produce a portable system to harness the NERSC supercomputing facilities, including the forthcoming Perlmutter supercomputer, and enable the GPU processing to handle different detector configurations. Prior experience with using Opticks to simulate JUNO indicates the potential for speedup factors over 1000$\times$ for LZ, and by extension other experiments requiring photon propagation simulations.
id cern-2767270
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2021
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spelling cern-27672702022-11-02T22:25:37Zhttp://cds.cern.ch/record/2767270engCreaner, OisinGPU simulation with Opticks: The future of optical simulations for LZ25th International Conference on Computing in High Energy & Nuclear PhysicsConferences<!--HTML-->The LZ collaboration aims to directly detect dark matter by using a liquid xenon Time Projection Chamber (TPC). In order to probe the dark matter signal, observed signals are compared with simulations that model the detector response. The most computationally expensive aspect of these simulations is the propagation of photons in the detector’s sensitive volume. For this reason, we propose to offload photon propagation modelling to the Graphics Processing Unit (GPU), by integrating Opticks into the LZ simulations workflow. Opticks is a system which maps Geant4 geometry and photon generation steps to NVIDIA's OptiX GPU raytracing framework. This paradigm shift could simultaneously achieve a massive speedup and an increase in accuracy for LZ simulations. By using the technique of containerization through Shifter, we will produce a portable system to harness the NERSC supercomputing facilities, including the forthcoming Perlmutter supercomputer, and enable the GPU processing to handle different detector configurations. Prior experience with using Opticks to simulate JUNO indicates the potential for speedup factors over 1000$\times$ for LZ, and by extension other experiments requiring photon propagation simulations.oai:cds.cern.ch:27672702021
spellingShingle Conferences
Creaner, Oisin
GPU simulation with Opticks: The future of optical simulations for LZ
title GPU simulation with Opticks: The future of optical simulations for LZ
title_full GPU simulation with Opticks: The future of optical simulations for LZ
title_fullStr GPU simulation with Opticks: The future of optical simulations for LZ
title_full_unstemmed GPU simulation with Opticks: The future of optical simulations for LZ
title_short GPU simulation with Opticks: The future of optical simulations for LZ
title_sort gpu simulation with opticks: the future of optical simulations for lz
topic Conferences
url http://cds.cern.ch/record/2767270
work_keys_str_mv AT creaneroisin gpusimulationwithopticksthefutureofopticalsimulationsforlz
AT creaneroisin 25thinternationalconferenceoncomputinginhighenergynuclearphysics