25 November 2022
DESY
Europe/Berlin timezone

Machine Learining Activities for Accelerator Controls at European XFEL

25 Nov 2022, 14:20
10m
Flash Seminar Room (DESY)

Flash Seminar Room

DESY

Short Talk

Speaker

Antonin Sulc (MCS (MCS Fachgruppe 4))

Description

The abundance of data currently stored for heterogeneous subsystems represents an excellent opportunity for data analysis. Data-driven approaches, relying solely on data can significantly benefit from having massive streams of data available. So far, frequently the modeling activities focused on model-based analyses which relied on human expertise. In this talk, we provide examples of activities of purely data-driven approaches for anomaly detection and modeling of the behavior of pulsed linacs like European XFEL and their subsystems that do not rely on human-expertise modeling.

Primary author

Antonin Sulc (MCS (MCS Fachgruppe 4))

Co-authors

Annika Eichler (MSK (Strahlkontrollen)) Tim Wilksen (MCS (MCS Fachgruppe 1)) Raimund Kammering (MCS (MCS Fachgruppe 1))

Presentation materials