Search Results for author: Christoph T. Koch

Found 4 papers, 1 papers with code

Deep Reinforcement Learning for Data-Driven Adaptive Scanning in Ptychography

no code implementations29 Mar 2022 Marcel Schloz, Johannes Müller, Thomas C. Pekin, Wouter Van den Broek, Christoph T. Koch

We present a method that lowers the dose required for a ptychographic reconstruction by adaptively scanning the specimen, thereby providing the required spatial information redundancy in the regions of highest importance.

reinforcement-learning Reinforcement Learning (RL)

Increasing Spatial Fidelity and SNR of 4D-STEM using Multi-frame Data Fusion

no code implementations4 Mar 2021 Colum M. O'Leary, Benedikt Haas, Christoph T. Koch, Peter D. Nellist, Lewys Jones

4D-STEM, in which the 2D diffraction plane is captured for each 2D scan position in the scanning transmission electron microscope (STEM) using a pixelated detector, is complementing and increasingly replacing existing imaging approaches.

Instrumentation and Detectors Materials Science

Overcoming information reduced data and experimentally uncertain parameters in ptychography with regularized optimization

no code implementations4 May 2020 Marcel Schloz, Thomas C. Pekin, Zhen Chen, Wouter Van den Broek, David A. Muller, Christoph T. Koch

The overdetermination of the mathematical problem underlying ptychography is reduced by a host of experimentally more desirable settings.

Design and Application of a Relativistic Kramers-Kronig Analysis Algorithm

1 code implementation19 Nov 2018 Alberto Eljarrat, Christoph T. Koch

A relativistic KKA algorithm is able to account for the bulk and surface radiative-loss contributions to low-loss EELS, revealing the correct dielectric properties.

Materials Science Applied Physics

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