Ryan Roussel

From Notebook to Control Room: Reproducible MLOps for Accelerator Digital Twins

Scientific user facilities like the Linac Coherent Light Source (LCLS), the world’s brightest X-ray free-electron laser at the SLAC National Accelerator Laboratory, require rapid, continuous control adjustments to maximize beam time and experimental throughput. Machine Learning (ML) surrogate models can help operators...