Conveners
AI/ML applications: AI/ML Applications
- Andrew Goetz (ESRF)
AI/ML applications: AI/ML Applications
- Linus Pithan (DESY)
Due to the diverse data acquisition modes and complex online analysis methods conducted at various beamlines of synchrotron radiation light sources, beamline users are often required to get acquainted with the interface, functionality and workflow of the data acquisition software before the experiment starts. Such process highly relies on the on-site guidance from the beamline staff themselves...
From the Bluesky project, Tiled [1] is a data service that removes several barriers by providing secure, authenticated remote access to data. Tiled abstracts variations in file formats and other data storage details across different beamline instruments, making data analysis and visualization code portable. It enables fast, targeted access to specific data regions and offers search and...
Modern synchrotron beamlines and neutron instruments have undergone significant changes due to technological advances and newly deployed infrastructure. Thus, experiments are becoming more data-intense and data-driven and increasingly relying on online data analysis for efficient use of experimental resources. In this regard, machine-learning (ML) based approaches of specific importance for...
Synchrotron light source facilities are evolving into the fourth generation with extreme spatial, temporal and energy resolving capabilities, which pushes the transition of experiment modes into high resolution, multiscale, ultra-fast, and in-situ characterization with dynamic loading or under operando conditions. Such transition raises challenges to balance acquisition efficiency and data...
An entire scientific workflow from acquisition through analysis has been automated, optimizing the success rate of measurements at the APS. Optimizations comprise leveraging a custom Python software stack integrating Bluesky (with connections to EPICS), the use of a large language model Scientific Companion, and the APS Data Management tools.
The integration simplifies the learning needed...
