Bulletin of the American Physical Society
65th Annual Meeting of the APS Division of Plasma Physics
Monday–Friday, October 30–November 3 2023; Denver, Colorado
Session BO07: ICF/HED/FPS/Beams: Machine Learning
9:30 AM–12:18 PM,
Monday, October 30, 2023
Room: Grand Ballroom I
Chair: Jeph Wang, Los Alamos National Laboratory
Abstract: BO07.00011 : Optimization of Polar Direct Drive Illumination for Mega-Joule Laser Facilities*
11:30 AM–11:42 AM
Presenter:
Duncan Barlow
(Universite de Bordeaux)
Authors:
Duncan Barlow
(Universite de Bordeaux)
Arnaud Colaitis
(University of Rochester, LLE)
Diego Viala
(University of Bordeaux)
Julien Mathiaud
(Universite de Bordeaux)
Jean-Luc Feugeas
(Universite de Bordeaux)
Matthew Streeter
(Queen's University Belfast)
This talk presents the use of Bayesian optimization and genetic algorithms for efficient evaluation within the PDD parameter space for the NIF. The procedure creates highly uniform illumination configurations in the presence of temporally varying plasma and laser plasma interactions (LPI), such as cross-beam energy transfer. The automated process reduces the prerequisites expense for target changes. The process is currently being applied to aid in the design of experiments for both the NIF and LMJ.
*We would like to acknowledge the support and funding of CEA, CNRS, GENCI, and the Université de Bordeaux.
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