About Me关于我
I am a Ph.D. candidate in Computer Technology at the University of Science and Technology of China (USTC). My research connects machine learning with gyrotron-based electron cyclotron resonance heating (ECRH) systems, turning experimental and simulation data into safer operating boundaries, fault predictions, and engineering decisions.我是中国科学技术大学（USTC）计算机技术专业博士研究生。我的研究将机器学习与回旋管电子回旋共振加热（ECRH）系统相结合，把实验与仿真数据转化为更安全的运行边界、故障预测结果和工程决策依据。
Advisor: Researcher Xiaojie Wang · Institute of Plasma Physics, Chinese Academy of Sciences导师：王晓洁研究员 · 中国科学院等离子体物理研究所 ↗
I work on artificial intelligence for large engineering systems, with a focus on data-driven modeling, fault prediction, Transformer-based time-series analysis, and practical AI systems for nuclear-fusion engineering.我的研究面向大型工程系统中的人工智能，聚焦数据驱动建模、故障预测、基于 Transformer 的时间序列分析，以及核聚变工程中的人工智能应用。
Data-driven Engineering AI数据驱动工程智能Learning useful operating knowledge from expensive simulations and real experimental data.从高成本仿真与真实实验数据中学习可用于工程运行的知识。
Fault Diagnosis & Prediction故障诊断与预测Estimating equipment health and identifying abnormal RF oscillation under complex parameter interactions.在复杂参数交互下评估设备健康状态并识别异常射频振荡。
Time-series Representation时间序列表征Using Transformer and ensemble models to capture temporal structure in operational signals.利用 Transformer 与集成模型刻画运行信号中的时间结构。
Tolerance-aware Design公差感知设计Translating uncertainty and transport validity into actionable design and screening rules.将不确定性与输运有效性转化为可执行的设计和筛选规则。
News近期动态
- TWCS, a tolerance-aware workflow for conformal screening of gyrotron electron-gun designs, is under review at AAAI 2027.公差感知回旋管电子枪设计筛选框架 TWCS 正在参加 AAAI 2027 审稿。
- Research on electron cyclotron wave absorption and current drive in the CFEDR H-mode scenario appeared in Plasma Science and Technology.关于 CFEDR 常规 H 模等离子体中电子回旋波吸收与电流驱动的研究发表于《Plasma Science and Technology》。
- A robust learning-based fault prediction method for gyrotron systems appeared in AIP Advances.关于回旋管系统的鲁棒学习故障预测方法发表于《AIP Advances》。
- Our data-driven diagnosis method for abnormal RF oscillation of gyrotrons appeared in AIP Advances.关于回旋管异常射频振荡的数据驱动故障诊断方法发表于《AIP Advances》。
Experience & Education工作与教育经历
Education教育经历
University of Science and Technology of China (USTC)中国科学技术大学（USTC）
Ph.D. Candidate in Computer Technology计算机技术专业博士研究生
Research focus: AI-driven modeling and fault prediction for gyrotron-based heating and current-drive systems · Hefei, China研究方向：基于人工智能的回旋管加热与电流驱动系统建模及故障预测 · 中国合肥
Southwest Forestry University (SWFU)西南林业大学（SWFU）
B.E. in Communication Engineering通信工程工学学士
GPA 3.79/4.00 · Rank 1/36 · Kunming, ChinaGPA 3.79/4.00 · 专业排名 1/36 · 中国昆明
Industry Experience工作经历
Data-driven Optimization of Electron Gun Parameters and Operating Boundaries电子枪参数与运行边界的数据驱动优化
Research project · Institute of Plasma Physics, Chinese Academy of Sciences · Advisor: Researcher Xiaojie Wang科研项目 · 中国科学院等离子体物理研究所 · 导师：王晓洁研究员
Developed AI models for safe operating boundaries, combined sensitivity analysis with targeted sampling to improve charged-particle simulation efficiency, and translated predictions into engineering constraints. The work also introduced the TWCS tolerance-aware screening framework.构建安全运行边界人工智能模型，结合敏感性分析与定向采样提高带电粒子仿真效率，并将模型预测转化为工程约束；同时提出 TWCS 公差感知设计筛选框架。
Fault Prediction of Gyrotron Operating Parameters回旋管运行参数故障预测
Research project · Institute of Plasma Physics, Chinese Academy of Sciences · Advisor: Researcher Xiaojie Wang科研项目 · 中国科学院等离子体物理研究所 · 导师：王晓洁研究员
Curated gyrotron operational data and designed Transformer-based and ensemble models for time-series prediction and fault-state estimation. The resulting work supported publications in AIP Advances.整理回旋管运行配置数据，设计基于 Transformer 与集成学习的时间序列预测和故障状态估计模型，相关成果发表于《AIP Advances》。
CCTEG Changzhou Research Institute中煤科工集团常州研究院
Research internship科研实习
Completed safety training and discussed large-model enablement for mine monitoring and control, lightweight inference, edge deployment, and vector encoding for heterogeneous monitoring data.完成安全教育培训，并围绕矿山监测管控中的大模型赋能、模型轻量化、边缘部署和多源异构监测数据向量化编码开展技术交流。
ECRH System Experimental OperationECRH 系统实验运行
Experimental operation and reliability analysis实验运行与可靠性分析
Participated in ECRH installation, commissioning, operation, data collection, fault investigation, and technical test reporting.参与 ECRH 系统安装、调试、运行、实验数据采集、故障现象分析和技术测试报告编制。
AI & Nuclear Fusion Science Popularization Volunteer人工智能与核聚变科普志愿者
Science communication and public service科学传播与志愿服务
Organized science activities for more than 1,000 primary and secondary school students, completed 300+ volunteer hours, and received Outstanding Volunteer and USTC One-Star Volunteer recognition.面向 1,000 余名中小学生组织科普活动，累计志愿服务 300 余小时，获“优秀志愿者”和中国科学技术大学“一星志愿者”荣誉。
Selected Publications代表性论文
Google Scholar profileGoogle Scholar 主页 ↗Data-driven fault diagnosis method for abnormal RF oscillation of gyrotrons
AIP Advances 14(4), 045320, 2024
A KNN-RForest classification model for identifying abnormal RF oscillation faults and estimating gyrotron state probabilities across power levels.提出 KNN-RForest 分类模型，用于识别异常射频振荡故障，并估计不同功率水平下的回旋管状态概率。
Collaborative Work合作论文
Research contributions developed through interdisciplinary collaboration.跨方向合作完成的研究成果。
Robust learning-based fault prediction method for gyrotron system
AIP Advances 15(3), 035150, 2025
A GMM–MLP data-processing framework that identifies noisy experimental records and maintains stable fault-diagnosis performance as noise increases.提出 GMM–MLP 数据处理框架，识别实验中的噪声记录，并在噪声比例增加时保持稳定的故障诊断性能。
Simulation analysis of the motion accuracy of the ECRH launcher steering mechanism based on ADAMS
Fusion Engineering and Design 211, 114774, 2025
An engineering study of how manufacturing errors and rotary-joint clearances affect the motion accuracy of an ECRH launcher steering mechanism.研究制造误差与转动副间隙对 ECRH 载荷转向机构运动精度的影响。
Investigation of electron cyclotron wave absorption and current drive in CFEDR conventional H-mode scenario
Plasma Science and Technology 27(10), 104003, 2025
A systematic TORAY study of frequency and launching-position effects on electron cyclotron absorption and current-drive efficiency for CFEDR.利用 TORAY 系统研究频率与发射位置对 CFEDR 电子回旋波吸收和电流驱动效率的影响。
Ongoing Research在研工作
Submitted and early-stage work is intentionally introduced only at a high level.为避免泄露尚未发表的研究思路，此处仅提供概括性介绍。
TWCS (Trajectory-Witness Conformal Surrogate): A Tolerance-Aware Workflow for Conformal Screening of Gyrotron Electron-Gun Designs in Fusion Heating Systems
A validity-aware surrogate workflow that combines transport assessment, conditional beam-output prediction, and conformal screening under declared manufacturing and magnetic-field tolerances.一种有效性感知的代理建模流程，结合输运评估、束流输出条件预测与保形筛选，在给定制造和磁场公差下支持电子枪设计判断。
Open Source开源项目
Intellectual Property知识产权
2 invention patents and 2 software copyrights.2 项发明专利与 2 项软件著作权。
Distributed Control and Dynamic Scheduling Method and System for ECRH Systems一种 ECRH 系统分布式控制及其动态调度方法及系统
Publication No.: CN 120029768 B申请公布号：CN 120029768 B
Patent holder: Hefei Institutes of Physical Science, Chinese Academy of Sciences.专利权人：中国科学院合肥物质科学研究院。
Fast Voltage Regulation Method and System for Gyrotrons Based on Long-Pulse Power Forbidden-Zone Prediction一种基于长脉冲功率禁区预判的回旋管快速调压方法及系统
Publication No.: CN 121619724 B申请公布号：CN 121619724 B
Patent holder: Hefei Institutes of Physical Science, Chinese Academy of Sciences.专利权人：中国科学院合肥物质科学研究院。
Gyrotron Operating-State Probability Prediction System V1.0回旋管运行状态概率预测系统 V1.0
Registration No.: 2025SR1824848登记号：2025SR1824848
Copyright holder: Hefei Institutes of Physical Science, Chinese Academy of Sciences.著作权人：中国科学院合肥物质科学研究院。
Comprehensive Signal Detection and Analysis Software for Communication Equipment V1.0通信设备信号综合检测分析软件 V1.0
Registration No.: 2020SR0059618登记号：2020SR0059618
Completed and first published on 2019-11-26.开发完成及首次发表日期：2019-11-26。
Skills技能
Programming & AI编程与人工智能
Python (NumPy, SciPy, scikit-learn), PyTorch, TensorFlow, CPython（NumPy、SciPy、scikit-learn）、PyTorch、TensorFlow、C
Engineering Tools工程工具
MATLAB, CST Particle Studio, Git, Docker, data visualizationMATLAB、CST Particle Studio、Git、Docker、数据可视化
Instrumentation实验仪器
Spectrum analyzer, vector network analyzer, oscilloscope, thermal imager频谱分析仪、矢量网络分析仪、示波器、热成像仪
Languages语言能力
Chinese (native); English (CET-6, LSCAT Translation Level 1)中文（母语）；英语（CET-6、LSCAT 翻译水平一级）
Selected Awards部分荣誉
- First-Class Academic Scholarship, University of Science and Technology of China中国科学技术大学一等学业奖学金
- Yunnan Provincial Outstanding Graduate云南省优秀毕业生
- National Scholarship国家奖学金
- National Second-Class Award, National Undergraduate Mathematical Modeling Competition全国大学生数学建模竞赛国家二等奖