Bulletin of the American Physical Society

62nd Annual Meeting of the APS Division of Plasma Physics

Volume 65, Number 11

Monday–Friday, November 9–13, 2020; Remote; Time Zone: Central Standard Time, USA

Session Index

Session GO10: ICF: Machine Learning

Live

Show Abstracts

Chair: Kelli Humbird, LLNL

Tuesday, November 10, 2020 9:30AM - 9:42AM Live		GO10.00001: Predicting Neutron Yield of NIF ICF Experiments by Applying Machine Learning to a Small (n<150) and Heterogeneous Experimental Dataset Andrew Maris, Shahab Khan, Luc Peterson, Kelli Humbird, Arthur Pak Preview Abstract
Tuesday, November 10, 2020 9:42AM - 9:54AM Live		GO10.00002: Inferring Degradation Mechanisms in OMEGA Cryogenic Implosions Through Statistical Modeling Varchas Gopalaswamy, Riccardo Betti, James Knauer, Aarne Lees, Dhrumir Patel, Alison Christopherson, Ka Ming Woo, Duc Cao, Cliff Thomas, Igor Igumenshchev, Sean Regan, Wolfgang Theobald, Rahul Shah Preview Abstract
Tuesday, November 10, 2020 9:54AM - 10:06AM Live		GO10.00003: Deep Learning Enabled Inference of Fuel Magnetization in Magnetized Liner Inertial Fusion William Lewis, Patrick Knapp, Matthew Gomez, Adam Harvey-Thompson, Paul Schmit, David Ampleford Preview Abstract
Tuesday, November 10, 2020 10:06AM - 10:18AM Live		GO10.00004: The Bayesian Super Postshot: Inferring drive, shape and physics degradations from non-scalar inertial confinement fusion data Jim Gaffney, Gemma Anderson, Scott Brandon, Kelli Humbird, Michael Kruse, Bogdan Kustowski, Ryan Nora, Luc Peterson, Brian Spears Preview Abstract
Tuesday, November 10, 2020 10:18AM - 10:30AM Live		GO10.00005: Estimating the mean and variance of observables for a new capsule design from a limited set of radiation hydrodynamics calculations Michael Kruse, James Gaffney, Ryan Nora, Kelli Humbird, Luc Peterson, Brian Spears Preview Abstract
Tuesday, November 10, 2020 10:30AM - 10:42AM Live		GO10.00006: Robust data-driven discovery of reduced plasma physics models from fully kinetic simulations E. Paulo Alves, Frederico Fiuza Preview Abstract
Tuesday, November 10, 2020 10:42AM - 10:54AM Live		GO10.00007: Fitting surrogate models of ICF radiation hydrodynamic simulations to multimodal experimental data with unknown inputs Bogdan Kustowski, Jim A. Gaffney, Brian K. Spears, Rushil Anirudh Preview Abstract

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Bulletin of the American Physical Society

62nd Annual Meeting of the APS Division of Plasma Physics

Volume 65, Number 11

Monday–Friday, November 9–13, 2020; Remote; Time Zone: Central Standard Time, USA

Session Index

Session GO10: ICF: Machine Learning

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