Abstract
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 speed-up 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 speed-up factors over 1000× for LZ, and by extension other experiments requiring photon propagation simulations.
| Original language | English |
|---|---|
| Title of host publication | EPJ Web of Conferences |
| Editors | Chérifa Boukacem-Zeghmouri, Vladimir Buzek, Heidi Gautschi, Jamshed Iqbal, Michel Paul Léonard, Paulo Limão-Vieira, Maria S. Madjarska, Thierry Maré, Nigel Mason, Biswajeet Pradhan, Maria Beatriz Silva, Jun Sun, Ming-Jun Zhang, Zhien Zhang |
| Publisher | EDP Sciences |
| Number of pages | 12 |
| Volume | 251 |
| DOIs | |
| Publication status | Published - 23 Aug 2021 |
| Event | CHEP 2021 - 25th International Conference on Computing in High Energy and Nuclear Physics - Duration: 17 May 2021 → 21 May 2021 https://www.epj-conferences.org/chep2021 |
Publication series
| Name | EPJ Web of Conferences |
|---|---|
| Publisher | EDP Sciences |
| Volume | 251 |
| ISSN (Electronic) | 2100-014X |
Conference
| Conference | CHEP 2021 - 25th International Conference on Computing in High Energy and Nuclear Physics |
|---|---|
| Abbreviated title | CHEP 2021 |
| Period | 17/05/21 → 21/05/21 |
| Internet address |
Bibliographical note
Publisher Copyright:© The Authors, published by EDP Sciences, 2021