Conveners
Data Management and Analysis
- Mareike Meyer (technical support) (DESY)
Data Management and Analysis
- Mareike Meyer (technical support) (DESY)
Data Management and Analysis
- There are no conveners in this block
Data Management and Analysis
- Bohdan Dudar (technical support) (FTX (FTX Fachgruppe SLB))
This gives an overview of the current status of the topic Data Management & Analysis
This is a statuts report of the DMA subtopic 1, "The Matter Information Fabric".
This is a status report of the DMA subtopic 2, "The Digital Scientific Method".
This is a status report of the DMA subtopic 3, "The digital experiment and machine".
This is an internal discussion session on the DMA strategy.
This gives an overview of the ST2 scientific goals and highlights
It is usually employed to analyze classical data in a hybrid mode but also algorithms which are fully realized on quantum computers are appearing. In this talk two examples are presented. One project aims at the accurate simulation for a calorimeter at the HL-LHC employing Quantum Generative Adversarial Networks (Q-GANs) in order to cope with tremendous number of channels and the pile-up. The...
Sources of soft X-rays are highly appealing in research as they allow to image atomic- and
molecule- scaled structures, however high requirements to technical equipment complicate
application of such systems. Free electron laser is one of famous sources of ultra-intense
coherent X-ray beams. Convenient kilometer-scale electron accelerators make these
facilities expensive and difficult to...
The cooperation between the DMA and the ESCAPE Open-source
Scientific Software and Service Repository (OSSR) was
established last year, A series of meetings has been
organized and held, they were dedicated to joining efforts
of DMA-ST2 and ESCAPE OSSR. It was agreed to onboard DMA
projects as a domain in the OSSR. GSI-IT took over the
management process of the DMA projects onboarding....
This gives an overview of the ST1 scientific goals and highlights
New photon science experiments have reached the point where it is no longer possible to save all our original data. Due to the wide range of techniques used in photon science, a variety of data reduction strategies are needed to solve this problem; here, we give an overview of current methods and promising areas for future development.
The topic of electronic documentation draws more and more attention in the research field. The goal of the electronic documentation is to create the most complete descriptions of a data set. This talk provides an overview from the initialization in a research environment over the components, structure and interactions. How the electronic documentation is constructed depends on the existing IT...
Open discussion on ST1 strategy and plans.
In this talk, we introduce you to the recent progress of automated methods for accelerator controls at DESY. We present our activities towards automated control using reinforcement learning. We show our activities in automated control and software development for controls of the PETRA III storage ring. Lastly, we demonstrate our recent progress in data-driven anomaly detection activities at...
The Helmholtz-Zentrum Hereon is operating several tomography end stations at the
synchrotron radiation facility PETRA III at DESY in Hamburg, Germany. Here, we give an overview
of the reconstruction, processing and analysis of tomography data and report on the latest
development including machine learning for image enhancement, segmentation, and multimodal
data analysis, a guided...
Building high-fidelity digitial twins through start-to-end models to better understand
and control advanced laser-plasma accelerators, as well as compact free-electron laser
beamlines, requires direct comparison to experimental data. We highlight recent results in startto-
end simulations and developments with a focus on their connection to experiment, such as by
synthetic diagnostics and...
We present multiple applications of disentangled variational autoencoder while
compressing high-dimensional data into a human-interpretable representation.
Open discussion on ST3 topics