6-11 November 2022
Hyatt Regency Long Island
America/New_York timezone

Online Correction Of Laser Focal Position Via Deployable Machine Learning Models

7 Nov 2022, 14:30
20m
Fisher's Island

Fisher's Island

Contributed Oral WG5 Oral: Beam Sources, Monitoring, and Control WG5: Beam Sources, Monitoring, and Control

Speaker

Nathan Cook (RadiaSoft LLC)

Description

Ultrafast lasers play an increasingly critical role in the generation, manipulation, and acceleration of electron beams. Laser plasma accelerators enable order of magnitude improvements in accelerating gradient and promise compact tunable GeV electron beam sources, while novel photocathode systems permit fundamental advances in electron beam manipulation for accelerator and radiation applications. Advances in fast feedback systems are required to stabilize laser performance at kHz repetition rate operation against environmental fluctuations. A field programmable gate array (FPGA) based digital control system, coupled with responsive optics, can provide rapid and precise stabilization of ultrafast lasers. Here we report on an effort to develop, test, and deploy these systems across a range of beamlines operating at >1 Hz repetition rate, including 1 kHz systems. Our initial efforts demonstrate the calibration of a fast, non-destructive focal position diagnostic in concert with a deployable correction scheme. The resulting prototype shows diagnostic responsiveness into the 100s of Hz.

Acknowledgments

This material is based upon work supported by the U.S.
Department of Energy, Office of Science, Office of High
Energy Physics, under Award Number DE-SC0021680.

Primary authors

Nathan Cook (RadiaSoft LLC) Mr Joshua Einstein-Curtis (RadiaSoft LLC) Stephen Coleman (RadiaSoft LLC) Dr Jeroen van Tilborg (Lawrence Berkeley National Laboratory) Dr Samuel Barber (Lawrence Berkeley National Laboratory) Curtis Berger (Lawrence Berkeley National Laboratory) Dr Jonathan Edelen (RadiaSoft LLC)

Presentation Materials