17–23 Sept 2023
Hotel Hermitage, La Biodola Bay, Isola d'Elba, Italy
Europe/Rome timezone

Exascale and ML Models for Accelerator Simulations

20 Sept 2023, 16:45
20m
Aula Elena (Hotel Hermitage)

Aula Elena

Hotel Hermitage

Oral contribution WG3: Theory and simulations WG3: Theory and simulations

Speaker

Dr Axel Huebl (Lawrence Berkeley National Laboratory)

Description

Computational modeling is essential to the exploration and design of advanced particle accelerators. The modeling of laser-plasma acceleration and interaction can achieve predictive quality for experiments if adequate resolution, full geometry and physical effects are included. Here, we report on the significant evolution in fully relativistic full-3D modeling of conventional and advanced accelerators in the WarpX and ImpactX codes with the introduction of Exascale supercomputing and AI/ML models. We will cover the first PIC simulations on an Exascale machine, the need for and evolution of open standards, and based on our fully open community codes, the connection of time and space scales from plasma to conventional beamlines with data-driven machine-learning models.

Supported by the Exascale Computing Project (17-SC-20-SC), a collaborative effort of two U.S. Department of Energy organizations (Office of Science and the National Nuclear Security Administration), by the CAMPA collaboration, a project of the U.S. Department of Energy, Office of Science, Office of Advanced Scientific Computing Research and Office of High Energy Physics, Scientific Discovery through Advanced Computing (SciDAC) program and by an LBNL LDRD supported by the U.S. Department of Energy, Office of Science, under contract numbers DE-AC02-05CH11231.

Primary author

Dr Axel Huebl (Lawrence Berkeley National Laboratory)

Co-authors

Dr Remi Lehe (Lawrence Berkeley National Laboratory) Dr Olga Shapoval (Lawrence Berkeley National Laboratory) Dr Edoardo Zoni (Lawrence Berkeley National Laboratory) Dr Arianna Formenti (Lawrence Berkeley National Laboratory) Dr Marco Garten (Lawrence Berkeley National Laboratory) Dr Ryan Sandberg (Lawrence Berkeley National Laboratory) Dr Chad Mitchell (Lawrence Berkeley National Laboratory) Dr Ji Qiang (Lawrence Berkeley National Laboratory) Dr Andrew Myers (Lawrence Berkeley National Laboratory) Dr Weiqun Zhang (Lawrence Berkeley National Laboratory) Mr Alexander Sinn (Deutsches Elektronen-Synchrotron DESY) Dr Maxence Thévenet (Deutsches Elektronen-Synchrotron DESY) Dr Luca Fedeli (CEA-LIDYL) Dr Henri Vincenti (CEA-LIDYL) Dr David Grote (Lawrence Livermore National Laboratory) Dr Jean-Luc Vay (Lawrence Berkeley National Laboratory)

Presentation materials