21–27 Sept 2025
Hotel Hermitage, La Biodola Bay, Isola d'Elba, Italy
Europe/Rome timezone

A Roadmap Towards Direct Imaging of Plasma Targets Using Computational X-ray Holography

22 Sept 2025, 16:40
20m
Sala Bonaparte 1 (Hotel Hermitage)

Sala Bonaparte 1

Hotel Hermitage

Oral contribution PS7: Beam diagnostics, instrumentation, Machine Learning PS7: Beam diagnostics, instrumentation, Machine Learning

Speaker

Dr Ritz Aguilar (Helmholtz-Zentrum Dresden-Rossendorf)

Description

Accurate, non-invasive diagnostics of laser-interacted plasma targets are essential for optimizing high-intensity laser experiments, including laser plasma acceleration (LPA). We present a novel approach based on computational X-ray holography to image targets such as hydrogen gas jets. This technique captures single-shot X-ray diffraction patterns in an in-line geometry, where phase contrast arises from the interaction of a divergent beam with the sample. These diffraction images are used to reconstruct spatial phase and, thereby, density distributions.

To solve the inverse problem from intensity-only measurements, we employ machine learning techniques capable of retrieving fine-scale features even in noisy, underdetermined conditions. As a proof of concept, we demonstrate reconstructions of laser-irradiated hydrogen jets, revealing hydrodynamic structure relevant for plasma tailoring and injection control. The approach is compatible with both external and compact plasma-based X-ray sources, enabling real-time, in-situ diagnostics in LPA platforms.

An additional application is proposed for inertial confinement fusion (ICF), where X-ray Free Electron Laser (XFEL)-based coherent diffraction imaging can image shock-compressed solid hydrogen. At the European XFEL’s HED-HIBEF instrument, this technique aims to resolve fuel compression from 20 μm down to sub-micron scales, addressing key challenges in high-gain ICF implosion diagnostics.

Author

Dr Ritz Aguilar (Helmholtz-Zentrum Dresden-Rossendorf)

Co-authors

Yangzhe Cui (Helmholtz-Zentrum Dresden-Rossendorf) Dr Lingen Huang (Helmholtz-Zentrum Dresden-Rossendorf) Dr Arie Irman (Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Radiation Physics) Dr Maxwell LaBerge (Helmholtz-Zentrum Dresden-Rossendorf) Dr Michael Bussmann (Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Radiation Physics) Prof. Ulrich Schramm (Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Radiation Physics) Prof. Thomas Cowan (Helmholtz-Zentrum Dresden-Rossendorf) Jeffrey Kelling (Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Radiation Physics)

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