Chenran Xu

Chenran Xu

Postdoctoral Researcher

Karlsruhe Institute of Technology

About Me

I’m currently a research associate at the Institute for Beam Physics and Technology (IBPT), researching on the applications of machine learning methods for particle accelerators.

I have given several tutorials on machine-learning related topics, which can be found here.

Interests
  • Accelerator Physics
  • Machine Learning
  • Bayesian Optimization
  • Reinforcement Learning
  • Differentiable Programming
Education
  • Dr. rer. nat. in Physics, summa cum laude, 2024

    Karlsruhe Institute of Technology

  • M.Sc in Physics, 2020

    Karlsruhe Institute of Technology

Recent Publications

Find more publications.
(2023). Bayesian Optimization for SASE Tuning at the European XFEL. Proc. IPAC'23.

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(2023). Beam trajectory control with lattice-agnostic reinforcement learning. Proc. IPAC'23.

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(2022). Optimization Studies of Simulated THz Radiation at FLUTE. Proc. IPAC'22.

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(2022). Surrogate Modelling of the FLUTE Low-Energy Section. Proc. IPAC'22.

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(2022). Transverse and Longitudinal Modulation of Photoinjection Pulses at FLUTE. Proc. IPAC'22.

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