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5th ICFA Beam Dynamics Mini-Workshop on Machine Learning for Particle Accelerators
5th ICFA Beam Dynamics Mini-Workshop on Machine Learning for Particle Accelerators

Apr 8 – 11, 2025
CERN
Europe/Zurich timezone

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    • ICFA-ML-2025@cern.ch

    Details for Annika Eichler

    DESY

    Author in the following contributions

    • Introduction to Control Theory
    • Efficient data-driven model predictive control for online accelerator tuning
    • Towards Lattice-Agnostic Reinforcement Learning Agents for Transverse Beam Tuning
    • High-Speed Differentiable Simulations as an Enabler for Reinforcement Learning-based FEL Tuning Agents
    • Large language Models for Human-Machine Collaborative Particle Accelerator Tuning through Natural Language
    • Machine Learning for Calibration Drift Forecasting in Superconducting RF Cavities
    • Analyzing the Impact of Seismic Activities on EuXFEL's Optical Synchronization System Using Data Mining
    • Machine Learning for Quench Detection in SRF Cavities at the European XFEL
    • Enhancing Quench Detection in SRF Cavities at the European XFEL: Machine Learning Approaches and Practical Challenges- 15'+5'
    • Data-Driven Feedback Optimization for Particle Accelerator Control- 15'+5'
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