May 11 – 12, 2021
Zoom
Europe/Zurich timezone

Automation, performance optimisation & ML @ Elettra

May 11, 2021, 6:50 PM
10m
Online (Zoom)

Online

Zoom

Speaker

Giulio Gaio (Elettra-Sincrotrone Trieste S.C.p.A.)

Description

At Elettra Sincrotrone Trieste there are several ongoing activities regarding Machine Learning and automation.
A research driven activity investigating Reinforcement Learning for the optimization of the FERMI Free Electron Laser has been carried out with promising results.
A framework based on the concept of Behavior Tree is employed in the autonomous operation
of the Elettra accelerator.
The combination of human defined automation and automatic optimization, improved by ML, is the baseline for the future developments.

Presentation materials