2022 review of data-driven plasma science

R Anirudh, R Archibald, MS Asif… - … on Plasma Science, 2023 - ieeexplore.ieee.org
Data-driven science and technology offer transformative tools and methods to science. This
review article highlights the latest development and progress in the interdisciplinary field of …

Data-driven science and machine learning methods in laser–plasma physics

A Döpp, C Eberle, S Howard, F Irshad, J Lin… - High Power Laser …, 2023 - cambridge.org
Laser-plasma physics has developed rapidly over the past few decades as lasers have
become both more powerful and more widely available. Early experimental and numerical …

Automated control and optimization of laser-driven ion acceleration

B Loughran, MJV Streeter, H Ahmed… - High Power Laser …, 2023 - cambridge.org
The interaction of relativistically intense lasers with opaque targets represents a highly non-
linear, multi-dimensional parameter space. This limits the utility of sequential 1D scanning of …

Synthesizing Particle-in-Cell Simulations Through Learning and GPU Computing for Hybrid Particle Accelerator Beamlines

R Sandberg, R Lehe, C Mitchell, M Garten… - Proceedings of the …, 2024 - dl.acm.org
Particle accelerator modeling is an important field of research and development, essential to
investigating, designing and operating some of the most complex scientific devices ever …

Multi-parameter Bayesian optimisation of laser-driven ion acceleration in particle-in-cell simulations

EJ Dolier, M King, R Wilson, RJ Gray… - New Journal of …, 2022 - iopscience.iop.org
High power laser-driven ion acceleration produces bright beams of energetic ions that have
the potential to be applied in a wide range of sectors. The routine generation of optimised …

Multivariate scaling of maximum proton energy in intense laser driven ion acceleration

Y Takagi, N Iwata, E d'Humieres, Y Sentoku - Physical Review Research, 2021 - APS
The production of high-energy ions is a momentous goal of ultraintense laser lights. So far a
number of experiments and numerical simulations have been conducted to obtain the …

Transfer learning and multi-fidelity modeling of laser-driven particle acceleration

BZ Djordjević, J Kim, SC Wilks, J Ludwig, C Myers… - Physics of …, 2023 - pubs.aip.org
Computer models of intense, laser-driven ion acceleration require expensive particle-in-cell
simulations that may struggle to capture all the multi-scale, multi-dimensional physics …

Optimization and control of synchrotron emission in ultraintense laser–solid interactions using machine learning

J Goodman, M King, EJ Dolier, R Wilson… - High Power Laser …, 2023 - cambridge.org
The optimum parameters for the generation of synchrotron radiation in ultraintense laser
pulse interactions with planar foils are investigated with the application of Bayesian …

Design of flexible proton beam imaging energy spectrometers (PROBIES)

DA Mariscal, BZ Djordjevíc, ES Grace… - Plasma Physics and …, 2021 - iopscience.iop.org
A simple repeating step-filtered structure has been designed and deployed for the detection
of MeV-energy proton beams produced from high-intensity short-pulse laser-driven …

Perspectives on laser-plasma physics in the relativistic transparency regime

M King, R Wilson, EFJ Bacon, EJ Dolier… - The European Physical …, 2023 - Springer
With the advent of multi-petawatt lasers, the relativistic transparency regime of laser-plasma
interactions becomes readily accessible for near-solid density targets. Initially opaque …