Data Analytics at the Exascale for Free Electron Lasers Project
Explore the challenges and innovative solutions in data management for the Linac Coherent Light Source upgrade (LCLS-II) at SLAC National Accelerator Laboratory. Delve into the LCLS-II Data System architecture, designed to handle extreme data throughput of hundreds of GB/s to multi-TB/s. Learn about the feature extraction layer that aims to reduce data volumes while preserving scientific content, and discover the real-time analysis framework providing rapid visualization and configurable analysis. Examine the fast feedback layer offering dedicated processing resources for quick experimental data quality assessment. Gain insights into the Data Reduction Pipeline (DRP) and online monitoring framework, addressing the increasing velocity, volume, and complexity of data generated by cutting-edge free electron laser experiments.