25–27 Jun 2025
DESY
Europe/Berlin timezone

Automation & optimization with classical optimizer towards RL at GSI with Geoff

26 Jun 2025, 15:00
20m
Seminar Room 1-3 (DESY)

Seminar Room 1-3

DESY

Platanenallee 6, 15738 Zeuthen

Speaker

Sabrina Appel (GSI)

Description

Automation & Optimization with Classical Optimizer towards RL at GSI with Geoff

Geoff is an open-source optimization framework developed at CERN and further maintained in collaboration with GSI as part of the EURO-LABS project. It provides a standardized interface to optimization problems, enabling seamless switching between classical optimizers and reinforcement learning approaches. In addition, utility functions and tools within Geoff help accelerate the development of optimization workflows. Using the example of beam injection into SIS18 at GSI, we illustrate how optimization can evolve from classical optimizer to reinforcement learning.

Primary authors

Dr Penelope Madysa (GSI) Sabrina Appel (GSI)

Presentation materials

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