Topic : Development of AI for atomic and molecular structural analyses with X-Ray Diffraction and X-ray Scattering
Scope
As most synchrotron-related techniques are novel experiment which produce big experimental data full of electronic, structural, and molecular information, the scope of this subject aim to understand how to collect, manage and clean big data and be able to successfully create project to analyze these data with artificial intelligence techniques such as machine learning. Ph.D candidates will be working with real data produced from experiment in SLRI and build up AI model to analyze and extract information out of experimental data. Upon completion of this project, the candidate will have good understanding of relevant synchrotron techniques and successfully create or develop AI project to be able to analyze or predict the electronic, structural, or molecular information of target samples. The candidates also are able to work independently in research projects concerning on AI, Machine Learning big data technology.
Supervisor
Dr. Supagorn Rugmai
Dr. Chatree Saiyasombat
and SLRI researchers
Topic for Ph.D. Thesis by SLRI
1.Development of synchrotron-based advanced measurement techniques
2.Development of AI for atomic and molecular structural analyses with X-Ray Diffraction and X-ray Scattering
3.Development of X-ray lenses for nano-beam
4.Studies of collective bunch instabilities in electron storage rings
5.Studies of longitudinal dynamics of Landau cavity in electron storage ring
6.Studies of low-emittance beam injection efficiency of 4th generation synchrotron light source
7.Development of advanced photon detectors
8.Development of pulse magnets for high energy electron synchrotron
9.Development of ultra-high stability power supply
10.Advanced control system with unified classical, modern, and AI-based approaches
11.Development of Radio Frequency amplifier system
12.Development of Low Level Radio Frequency system
13.Autonomous control for Radio Frequency control system
14.Design and fabrication of Radio Frequency harmonic cavity for electron storage ring
15.Development of RF-shield bellow for low impedance electron storage ring
16.Development of high field gradient accelerating structure for industrial applications
17.Development of sub-micron resolution Synchrotron X-ray Tomography system
18.Development of Synchrotron X-ray Fluorescence system for quantitative measurements of trace elements in solid and liquid
19.Development of high field in-vacuum permanent magnet wiggler for high intensity hard x-ray generation