Cognitive simulation models for inertial confinement fusion: Combining simulation and experimental data

Record Energetics for an Inertial Fusion Implosion at NIF

(2021) A. B. Zylstra et al.   PHYSICAL REVIEW LETTERS

Deep learning for NLTE spectral opacities

(2020) G. Kluth et al.   PHYSICS OF PLASMAS

Symmetric fielding of the largest diamond capsule implosions on the NIF

(2020) A. L. Kritcher et al.   PHYSICS OF PLASMAS

Tripled yield in direct-drive laser fusion through statistical modelling

(2019) V. Gopalaswamy et al.   NATURE

Transfer Learning as a Tool for Reducing Simulation Bias: Application to Inertial Confinement Fusion

(2019) Bogdan Kustowski et al.   IEEE TRANSACTIONS ON PLASMA SCIENCE

Transfer Learning to Model Inertial Confinement Fusion Experiments

(2019) K. D. Humbird et al.   IEEE TRANSACTIONS ON PLASMA SCIENCE

Fusion Energy Output Greater than the Kinetic Energy of an Imploding Shell at the National Ignition Facility

(2018) S. Le Pape et al.   PHYSICAL REVIEW LETTERS

The I-Raum: A new shaped hohlraum for improved inner beam propagation in indirectly-driven ICF implosions on the National Ignition Facility

(2018) H. F. Robey et al.   PHYSICS OF PLASMAS

The high velocity, high adiabat, “Bigfoot” campaign and tests of indirect-drive implosion scaling

(2018) D. T. Casey et al.   PHYSICS OF PLASMAS

Toward a burning plasma state using diamond ablator inertially confined fusion (ICF) implosions on the National Ignition Facility (NIF)

(2018) Laura Berzak Hopkins et al.   PLASMA PHYSICS AND CONTROLLED FUSION

Deep Neural Network Initialization With Decision Trees

(2018) Kelli D. Humbird et al.   IEEE Transactions on Neural Networks and Learning Systems

Ensemble simulations of inertial confinement fusion implosions

(2017) Ryan Nora et al.   Statistical Analysis and Data Mining

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

(2016) Hoo-Chang Shin et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Symmetry tuning of a near one-dimensional 2-shock platform for code validation at the National Ignition Facility

(2016) S. F. Khan et al.   PHYSICS OF PLASMAS

Integrated modeling of cryogenic layered highfoot experiments at the NIF

(2016) A. L. Kritcher et al.   PHYSICS OF PLASMAS

Deep learning

(2015) Yann LeCun et al.   NATURE

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Robustness studies of ignition targets for the National Ignition Facility in two dimensions

(2008) Daniel S. Clark et al.   PHYSICS OF PLASMAS