29 October 2024
GSI Helmholtzzentrum für Schwerionenforschung GmbH
Europe/Berlin timezone

ARTIFACT: AI-Driven Optimization of Accelerator Systems

29 Oct 2024, 16:15
15m
KBW Lecture Hall (GSI Helmholtzzentrum für Schwerionenforschung GmbH)

KBW Lecture Hall

GSI Helmholtzzentrum für Schwerionenforschung GmbH

Planckstraße 1, 64291 Darmstadt, Germany
Infrastructure Session

Speaker

Ivan Knezevic (GSI Helmholtzzentrum für Schwerionenforschung GmbH(GSI))

Description

The ARTIFACT project leverages AI to enhance tuning, calibration, beam focusing, and anomaly detection in accelerator systems. By developing an advanced AI framework, the project aims to improve the efficiency and precision of accelerator operations across various scientific applications. A key feature is the creation of a unified metadata schema to structure and separate metadata from different accelerators, enabling cross-system analysis and optimization. This will allow for real-time monitoring and enhanced model performance, driving innovation in fields like high-energy physics, materials science, and medical research.

Primary authors

Dr Andrew Mistry (GSI Helmholtzzentrum für Schwerionenforschung GmbH(GSI)) Ivan Knezevic (GSI Helmholtzzentrum für Schwerionenforschung GmbH(GSI))

Presentation Materials