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: BO07.00004 : Quantifying and Reducing Uncertainty in Inertial Confinement Fusion Experiments Using Optimal Experimental Design*
10:06 AM–10:18 AM
Presenter:
Codie Y Fiedler Kawaguchi
(University of Michigan)
Authors:
Codie Y Fiedler Kawaguchi
(University of Michigan)
Kirk A Flippo
(Los Alamos Natl Lab)
Alexander M Rasmus
(Los Alamos National Laboratory)
Elizabeth C Merritt
(Los Alamos National Laboratory)
Eric Johnsen
(University of Michigan)
Xun Huan
(University of Michigan)
Collaboration:
Los Alamos National Laboratory, University of Michigan
These experiments are expensive and often performed at oversubscribed facilities. Additionally, there are many limitations for the available diagnostics and experiments are typically multi-physics in nature. Such complexity means that modeling can become prohibitively expensive. Improving the models from limited experimental and high-fidelity simulation data is therefore of great importance.
We will perform Bayesian inference to quantify and reduce uncertainty of model parameters inferred from RM and RT experiments. Additionally, we will use optimal experimental design (OED) techniques to better understand how our initial conditions impact our results and identify the most informative experimental set ups for a given experimental goal.
*This work conducted under the auspices of the U.S. DOE by LANL under contract 89233218CNA000001This work was funded in part by the National Science Foundation under award number DGE 1841052
Follow Us |
Engage
Become an APS Member |
My APS
Renew Membership |
Information for |
About APSThe American Physical Society (APS) is a non-profit membership organization working to advance the knowledge of physics. |
© 2024 American Physical Society
| All rights reserved | Terms of Use
| Contact Us
Headquarters
1 Physics Ellipse, College Park, MD 20740-3844
(301) 209-3200
Editorial Office
100 Motor Pkwy, Suite 110, Hauppauge, NY 11788
(631) 591-4000
Office of Public Affairs
529 14th St NW, Suite 1050, Washington, D.C. 20045-2001
(202) 662-8700