activity
20222025
most citedData-driven Science and Machine Learning Methods in Laser-Plasma Physics

8 citations · 12 across the 7 of their papers we have counts for

collaborators

7 papers

physics.optics2025

Information-Optimal Sensing and Control in High-Intensity Laser Experiments

A. Döpp, C. Eberle, J. Esslinger +5

High-intensity laser systems present unique measurement and optimization challenges due to their high complexity, low repetition rates, and shot-to-shot variations. We discuss rece…

physics.optics2025

Active Fourier Spectroscopy: From fixed sampling protocols to adaptive measurement

J. Schroeder, J. Schröder, S. Howard +5

Fourier-transform spectroscopy (FTS) is based on the Nyquist-Shannon theorem, which dictates a strict sampling protocol for the measurement of continuous signals. Here we introduce…

physics.optics2025

A Bayesian perspective on single-shot laser characterization

J. Esslinger, N. Weisse, C. Eberle +5

We introduce a Bayesian framework for measuring spatio-temporal couplings (STCs) in ultra-intense lasers that reconceptualizes what constitutes a 'single-shot' measurement. Moving…

physics.optics2024

Sparse Reconstruction of Wavefronts using an Over-Complete Phase Dictionary

S. Howard, N. Weisse, J. Schroeder +5

Wavefront reconstruction is a critical component in various optical systems, including adaptive optics, interferometry, and phase contrast imaging. Traditional reconstruction metho…

cs.CV2024★ 3 cited

CoordGate: Efficiently Computing Spatially-Varying Convolutions in Convolutional Neural Networks

Sunny Howard, Peter Norreys, Andreas Döpp

Optical imaging systems are inherently limited in their resolution due to the point spread function (PSF), which applies a static, yet spatially-varying, convolution to the image.…

physics.optics2023★ 1 cited

Measuring spatio-temporal couplings using modal spatio-spectral wavefront retrieval

N. Weiße, J. Esslinger, S. Howard +7

Knowledge of spatio-temporal couplings such as pulse-front tilt or curvature is important to determine the focused intensity of high-power lasers. Common techniques to diagnose the…

cs.LG2022★ 8 cited

Data-driven Science and Machine Learning Methods in Laser-Plasma Physics

Andreas Döpp, Christoph Eberle, Sunny Howard +3

Laser-plasma physics has developed rapidly over the past few decades as high-power lasers have become both increasingly powerful and more widely available. Early experimental and n…