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Ensemble simulations of inertial confinement fusion implosions

Journal Article · · Statistical Analysis and Data Mining
DOI:https://doi.org/10.1002/sam.11344· OSTI ID:1346130
The achievement of inertial confinement fusion ignition on the National Ignition Facility relies on the collection and interpretation of a limited (and expensive) set of experimental data. These data are therefore supplemented with state-of-the-art multi-dimensional radiation-hydrodynamic simulations to provide a better understanding of implosion dynamics and behavior. We present a relatively large number (~4000) of systematically perturbed 2D simulations to probe our understanding of low-mode fuel and ablator asymmetries seeded by asymmetric illumination. We find that Gaussian process surrogate models are able to predict both the total neutron yield and the degradation in performance due to asymmetries. Furthermore, the surrogates are then applied to simulations containing new sources of degradation to quantify the impact of the new source.
Research Organization:
Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC52-07NA27344
OSTI ID:
1346130
Report Number(s):
LLNL-PROC--694784
Journal Information:
Statistical Analysis and Data Mining, Journal Name: Statistical Analysis and Data Mining Journal Issue: 4 Vol. 10; ISSN 1932-1864
Publisher:
WileyCopyright Statement
Country of Publication:
United States
Language:
English

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Cited By (7)

Employing machine learning for theory validation and identification of experimental conditions in laser-plasma physics journal May 2019
Zonal flow generation in inertial confinement fusion implosions journal March 2017
Deep learning: A guide for practitioners in the physical sciences journal August 2018
Making inertial confinement fusion models more predictive journal August 2019
Analysis of NIF scaling using physics informed machine learning journal January 2020
A 3D dynamic model to assess the impacts of low-mode asymmetry, aneurysms and mix-induced radiative loss on capsule performance across inertial confinement fusion platforms journal December 2018
Progress of indirect drive inertial confinement fusion in the United States journal July 2019

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