2 papers
physics.plasm-ph2026
Bayesian Optimisation of Non-linear Breit-Wheeler Pair Production in Simulated Laser Experiments
Christopher Arran, Stuart Morris, Christopher P. Ridgers
High laser intensities enable the production of electron-positron pairs from bright gamma rays passing through strong fields. Potentially the most promising approach for all-optica…
physics.plasm-ph2024
Building robust surrogate models of laser-plasma interactions using large scale PIC simulation
Nathan Smith, Christopher Ridgers, Kate Lancaster +2
As the repetition rates of ultra-high intensity lasers increase, simulations used for the prediction of experimental results may need to be augmented with machine learning to keep…