150 citations · 1.1k across the 27 of their papers we have counts for
3 papers · 1 filter
The data-driven future of high energy density physics
Peter W. Hatfield, Jim A. Gaffney, Gemma J. Anderson +20
The study of plasma physics under conditions of extreme temperatures, densities and electromagnetic field strengths is significant for our understanding of astrophysics, nuclear fu…
Using Sparse Gaussian Processes for Predicting Robust Inertial Confinement Fusion Implosion Yields
Peter Hatfield, Steven Rose, Robbie Scott +3
Here we present the application of an advanced Sparse Gaussian Process based machine learning algorithm to the challenge of predicting the yields of inertial confinement fusion (IC…
The Blind Implosion-Maker - Automated Inertial Confinement Fusion experiment design
P. W. Hatfield, S. J. Rose, R. H. H. Scott
The design of inertial confinement fusion experiments, alongside improving the development of energy density physics theory and experimental methods, is one of the key challenges i…