PhD · XJTU
About the author · Site
Self Introduction
Plasma simulation, physics-informed ML, diagnostics, and prompt engineering. Currently a PhD candidate at Xi'an Jiaotong University.
Contact
Email: tomzhu0225@stu.xjtu.edu.cn
Phone: +86 15724571656
Location: Xi'an, Shaanxi, China
Education
- Ph.D. Candidate, Electrical Engineering, Xi'an Jiaotong University (Sept 2024 – present)
- Visiting Student, CentraleSupélec / Univ. Paris-Saclay (Sept 2022 – Jun 2024)
- B.Sc. Energy & Power Engineering, Xi'an Jiaotong University (Sept 2020 – Jun 2024)
Research Focus
Plasma simulation · Physics-informed ML · Plasma diagnostics · Prompt engineering
TOEFL 107 · French B1
Scholarships
- Fusenet funding — Fusion research internship (Ghent University), Jun 2023
- Fusenet funding — Culham Plasma Physics Summer School, Apr 2023
- Eiffel Scholarship (French Government, long-term), Apr 2022
- Xi'an Jiaotong University third-class scholarship, Jun 2021
- Yvying scholarship (long-term), Sept 2020
Experience & Schools
- Research Internship, NIFS Global Simulation Unit (Japan) — Jun 2024 – Sept 2024
- Research Internship, Research Unit Nuclear Fusion (Ghent, Belgium) — Jun 2023 – Sept 2023
- Culham Plasma Physics Summer School (UKAEA, UK) — Jul 2023
Publications
- Unified Bayesian inversion for HEDP plasmas — invited, Physics of Plasmas (in prep.)
- Two-fluid effects in Z-pinch ablation — under review, Physical Review Letters (2025)
- Partition-of-Unity flow-based solver for kinetic plasmas — under review, JCP (2025), arXiv:2501.16390
- Physics-embedded Neural ODE mode prediction — PPCF, 67(8), 085038 (2025)
- Learning ODEs without internal solvers — Reachability Problems, pp. 221-237 (2024)
Talks
- Flow-Based Hybrid Kinetic Simulation — PPPS2025 (Berlin), Oral
- Flow-Based Kinetic Simulation of Z-Pinch Dynamics — ICMRE 2025 (Xi'an), Oral
Projects
- Neural ODE Simulation of Electron Accelerator (Dec 2022 – Apr 2024): 85% runtime reduction vs ASTRA for ThomX.
- Fusion H-mode ELMs via Markov Chains (Jun 2023 – Sept 2023): Temporal analysis on JET data.
Last updated: 2025-12-10.