Chenran Xu
Information
Institute: IBPT
Room: R314, Bldg. 345, Campus Nord
Phone: 0721/608-23353
Email: chenran.xu@kit.edu
Doctoral Thesis
Preliminary Title: Accelerator Control with Machine Learning Methods at FLUTE
Research Interests & Topics:
- Reinforcement Learning Control
- Surrogate Modeling
- Accelerator Simulations: Ocelot, ASTRA, ...
- Virtual Diagnositcs, Digital Twin
- Bayesian Optimization, Gaussian Processes
- Spatial Light Modulator Laser Modulation
Supervisor: Prof. Dr. Anke-Susanne Müller
Assistant Supervisor: Dr. Andrea Santamaria Garcia
Publications
| [1] | C. Xu et. al, Machine Learning Based Spatial Light Modulator Control for the Photoinjector Laser at FLUTE, in Proc. IPAC'21, Campinas, SP, Brazil, May 2021, pp. 3332--3335. [ DOI | KITopen ] |
| [2] | A. Eichler, C. Xu et. al, First Steps Toward an Autonomous Accelerator, a Common Project Between DESY and KIT, in Proc. IPAC'21, Campinas, SP, Brazil, May 2021, pp. 2182--2185. [ DOI | KITopen ] |
| [3] | C. Xu et. al, Optimization Studies of Simulated THz Radiation at FLUTE, in Proc. IPAC'22, Bangkok, Thailand, Jun. 2022, pp. 2292--2295. [ DOI | |
| [4] | C. Xu et. al, Surrogate Modelling of the FLUTE Low-Energy Section, in Proc. IPAC'22, Bangkok, Thailand, Jun. 2022, pp. 1182-1185. [ DOI | |
| [5] | M. Nabinger, C. Sax, C. Xu et. al, Transverse and Longitudinal Modulation of Photoinjection Pulses at FLUTE, in Proc. IPAC'22, Bangkok, Thailand, Jun. 2022, pp. 1174-1177. [ DOI | |
Conferences and Talks
| Title | Conferenece | Date | Authors |
|---|---|---|---|
| Bayesian optimization of injection efficiency at KARA using Gaussian processes [KITopen] | DPG-Frühjahrstagung Dortmund | 2021 | C. Xu et al. |