Acceptance Rates of Invertible Neural Networks on Electron Spectra from Near-Critical Laser-Plasmas: A Comparison

no code implementations • 12 Dec 2022 • Thomas Miethlinger, Nico Hoffmann, Thomas Kluge

While the interaction of ultra-intense ultra-short laser pulses with near- and overcritical plasmas cannot be directly observed, experimentally accessible quantities (observables) often only indirectly give information about the underlying plasma dynamics.

Amortized Bayesian Inference of GISAXS Data with Normalizing Flows

1 code implementation • 4 Oct 2022 • Maksim Zhdanov, Lisa Randolph, Thomas Kluge, Motoaki Nakatsutsumi, Christian Gutt, Marina Ganeva, Nico Hoffmann

Grazing-Incidence Small-Angle X-ray Scattering (GISAXS) is a modern imaging technique used in material research to study nanoscale materials.

Bayesian Inference Object

Spectral Control via Multi-Species Effects in PW-Class Laser-Ion Acceleration

1 code implementation • 15 Mar 2019 • Axel Huebl, Martin Rehwald, Lieselotte Obst-Huebl, Tim Ziegler, Marco Garten, René Widera, Karl Zeil, Thomas E. Cowan, Michael Bussmann, Ulrich Schramm, Thomas Kluge

Laser-ion acceleration with ultra-short pulse, PW-class lasers is dominated by non-thermal, intra-pulse plasma dynamics.

Plasma Physics Accelerator Physics Computational Physics