目前在工业自动化与人工智能领域从事博士后研究，主要研究大语言模型智能体、数字孪生与自主工业系统。自 2021 年投身此研究方向以来，我在多个科研项目中主导了工业智能体系统的设计与开发，多项成果已完成交付并应用于真实工业场景。
学术背景
博士，德国斯图加特大学工业自动化与软件工程研究所，2020–2026
博士论文: Integrating Large Language Model Agents with Digital Twins for Industrial Autonomous Systems [论文]
资助： 德国经济基金会（Stiftung der Deutschen Wirtschaft）与斯图加特大学卓越先进制造工程研究生院（GSaME）全额奖学金资助。
- 工学硕士，机电一体化与自主系统，德国斯图加特大学（2017–2019）
- 工学学士，汽车工程，德国斯图加特大学 [维基百科]（2013–2017） 双学位项目
- 工学学士，机械设计制造及其自动化，武汉大学 [维基百科]（2011–2017） 双学位项目
学术界与工业界认可
博士答辩录像： [🎬 YouTube] [🎬 哔哩哔哩]
博士论文：Integrating Large Language Model Agents with Digital Twins for Industrial Autonomous Systems [🎓📑 论文]
获奖研究：Applying Large Language Models for Intelligent Industrial Automation。
获奖研究：LLM Experiments with Simulation: Multi-Agent System for Simulation Model Parameterization in Digital Twins。
公开研究成果
制药制造的大语言模型智能体与数字孪生 —— 斯图加特大学 × 阿斯利康 —— 技术转移项目
担任该技术转移项目的技术负责人，研发用于支持并加速药物工艺开发的人工智能多智能体系统。大语言模型智能体利用嵌入数字孪生的高保真仿真模型自主开展受控实验，并将实验结果转化为可执行的工艺建议。
在第一阶段概念验证成功的基础上，第二阶段重点通过模型编排扩展系统能力，使其能够解决更复杂的任务，并实现多目标优化的自动化。
参考资料： [IAS 年度报告] [行业报道]
两篇相关论文目前正在发表流程中。
Towards autonomous system: flexible modular production system enhanced with large language model agents, Yuchen Xia, Methan Shenoy, Nasser Jazdi, Michael Weyrich, IEEE 28th ETFA, 2023, [IEEE 论文（PDF）] [arXiv 预印本（PDF）] [YouTube 视频]
大语言模型智能体能够规划工作流程并控制自动化设备。
LLM experiments with simulation: Large Language Model Multi-Agent System for Simulation Model Parametrization in Digital Twins, Yuchen Xia, Daniel Dittler, Nasser Jazdi, Haonan Chen, Michael Weyrich, IEEE 29th ETFA, 2024, [IEEE 论文（PDF）] [arXiv 预印本（PDF）] [GitHub] 🏆 IEEE ETFA 2024 最佳论文奖（2024 年 9 月 13 日）
大语言模型智能体自主设计并执行仿真实验。
Generation of Asset Administration Shell With Large Language Model Agents: Toward Semantic Interoperability in Digital Twins in the Context of Industry 4.0, Yuchen Xia, Zhewen Xiao, Nasser Jazdi, Michael Weyrich, IEEE Access, 2024, [IEEE 论文（PDF）] [GitHub]
将非结构化数据自动转换为结构化信息模型。
Control Industrial Automation System with Large Language Models, Yuchen Xia, Nasser Jazdi, Jize Zhang, Chaitanya Shah, Michael Weyrich, IEEE 30th ETFA, 2025, [IEEE 论文（PDF）] [arXiv 预印本（PDF）] [GitHub]
利用大语言模型智能体控制工业自动化与机器人系统。
Incorporating Large Language Models into Production Systems for Enhanced Task Automation and Flexibility, Yuchen Xia, Jize Zhang, Nasser Jazdi, Michael Weyrich, VDI-Berichte Nr. 2437, 2024, [VDI 会议论文（PDF）] [arXiv 预印本（PDF）]
利用事件与服务驱动的方法，将大语言模型应用于自动化和机器人控制。
Enhance FMEA with Large Language Models for Assisted Risk Management in Technical Processes and Products, Yuchen Xia, Nasser Jazdi, Michael Weyrich, IEEE 29th ETFA, 2024, [IEEE 论文（PDF）] [预印本（PDF）] [GitHub]
利用大语言模型辅助风险管理中的头脑风暴与文档生成。
与 Peter Seeberg 的播客访谈，LLM Multi-Agent System, Industrial AI Podcast, 2024, [LinkedIn 动态] [Apple Podcasts] [Spotify]
围绕仿真、数字孪生与大语言模型智能体展开访谈和讨论。
Applying Large Language Models for Intelligent Industrial Automation, Yuchen Xia, Nasser Jazdi, Michael Weyrich, atp magazin, Vol. 66, No. 6-7, pp. 62-71, 2024, [atp 期刊（PDF）] [订阅 atp 期刊] 🏆 VDI-Wissensforum Automation 2025 atp 奖
系统介绍将大语言模型应用于智能工业自动化的方法论。
论文发表 （另见 Google Scholar）
| 题目 | 年份 | 链接 |
|---|---|---|
| Simulation-Integrated LLM-Agent System for Computation Orchestration and Parameter Optimisation in Process Engineering | 2026 | 审稿中 |
| Ph.D. Thesis: Integrating Large Language Model Agents with Digital Twins for Industrial Autonomous Systems | 2026 | 📑 博士论文 PDF 🔖 引用信息（BibTeX） |
| LLM Agents Perform Controlled Experiments Using Simulation Models | 2026 | IEEE ETFA 审稿中 |
| An Architecture for Integrating Large Language Models with Digital Twins and Automation Systems | 2025 | 📑 论文预印本 📑 IEEE 论文 🔖 引用信息（BibTeX） |
| Control Industrial Automation Systems with Large Language Models | 2025 | 📑 arXiv 论文 📑 IEEE 论文 🔖 引用信息（BibTeX） |
| Applying Large Language Models for Intelligent Industrial Automation — 🏆 atp award 2024，VDI Automation（2025 年 7 月 1 日） | 2024 | 📑 论文 🔖 引用信息（BibTeX） |
| LLM experiments with simulation: Large Language Model Multi-Agent System for Simulation Model Parameterization in Digital Twins — 🏆 ETFA 2024 最佳论文（2024 年 9 月 13 日） | 2024 | 📑 arXiv 论文 📑 IEEE 论文 🔖 引用信息（BibTeX） |
| Generation of Asset Administration Shell with Large Language Model Agents: Towards Semantic Interoperability in Digital Twins in the Context of Industry 4.0 | 2024 | 📑 IEEE 论文 📑 arXiv 论文 🔖 引用信息（BibTeX） |
| Incorporating Large Language Models into Production Systems for Enhanced Task Automation and Flexibility | 2024 | 📑 arXiv 论文 🔖 引用信息（BibTeX） |
| A Flexible Digital Twin Framework for ATMP Production – Towards an Efficient CAR T Cell Manufacturing | 2024 | 📑 论文 🔖 引用信息（BibTeX） |
| Enhance FMEA with Large Language Models for Assisted Risk Management in Technical Processes and Products | 2024 | 📑 IEEE 论文 📑 TechRxiv 论文 🔖 引用信息（BibTeX） |
| Towards Autonomous Systems: Flexible Modular Production System Enhanced with Large Language Model Agents — ⭐️ 会议论文集中被引次数最高 🔗 IEEE 论文 | 2023 | 📑 arXiv 论文 📑 IEEE 论文 🔖 引用信息（BibTeX） |
| Automated Generation of Asset Administration Shell: A Transfer-Learning Approach with Neural Language Model and Semantic Fingerprints | 2022 | 📑 IEEE 论文 🔖 引用信息（BibTeX） |
教学与学生指导
我为硕士生设计了 50 个研究课题，并在他们研究过程中持续提供指导；累计指导的硕士生超过 30 人。大部分学生毕业后成为工业界工程师，至今常保持联系。
指导的学生论文
2026
| 序号 | 类型 | 题目 | 资料 |
|---|---|---|---|
| 50 | 硕士论文 | Adaptive Tool Selection via State Modeling for LLM Agents in Task Automation | 报告ppt |
| 49 | 硕士论文 | Secure Task Delegation for Tool-Using Language Model Agents in Workflow Automation | 报告ppt |
2025
| 序号 | 类型 | 题目 | 资料 |
|---|---|---|---|
| 48 | 硕士论文 | Enhancing LLM Interpretability for Time Series with Algorithmic Feature Extraction | 报告ppt |
| 47 | 硕士论文 | Resource-Constrained Optimization for On-Premise Deployment of LLM Applications | 报告ppt |
| 46 | 硕士论文 | Integrating Vision-Language Models and Object Recognition for Image Analysis in Manufacturing Systems | 报告ppt |
| 45 | 硕士论文 | Design and Implementation of an LLM-Powered GUI Agent System for Automated Interface Interaction | 报告ppt |
| 44 | 硕士论文 | Vision-Language Model-Based Anomaly Detection and Analysis Using Simulated and Camera Data | 报告ppt |
| 43 | 硕士论文 | Large Language Model Agents for AI-Assisted Document Editing for Manufacturing Process Compliance | 报告ppt |
| 42 | 硕士论文 | Optimizing LLM Interaction with Domain-Specific Simulation via Model Fine-Tuning | 报告ppt |
| 41 | 硕士论文 | Information Extraction with LLM Agents and Code Generation Based on a Model-Driven Software Platform | 报告ppt |
| 40 | 硕士论文 | Scalable Graph-RAG-Based Knowledge System for Domain-Specific Workflow Automation with LLMs | 报告ppt |
| 39 | 硕士论文 | Synthetic Data Creation for Training LLMs on Domain-Specific Knowledge | 报告ppt |
| 38 | 硕士论文 | Training LLMs on a Domain-Specific Knowledge Base with Reinforcement Learning | 报告ppt |
| 37 | 硕士论文 | Development of a Simulation Platform with LLM Integration for Intelligent Manufacturing | 报告ppt |
2024
| 序号 | 类型 | 题目 | 资料 |
|---|---|---|---|
| 36 | 研究论文 | LLM-Powered Automation of Robotic Tasks in Warehouse Systems | 报告ppt |
| 35 | 硕士论文 | Investigation of Textual Representation Methods for Improved Data Interpretation by LLMs in Engineering | 报告ppt |
| 34 | 硕士论文 | A Comprehensive Benchmark System for Evaluating LLM Performance in Industrial Automation | 报告ppt |
| 33 | 研究论文 | Evaluating PDDL-Based and LLM-Based Task Planning of Robot Behavior for Production Processes | 报告ppt |
| 32 | 硕士论文 | Automating Safety and Risk Management with LLM Agents | 报告ppt |
| 31 | 研究论文 | Fine-Tuning LLMs for Enhanced Semantic Interpretation of Microservices in Automation Systems | 报告ppt |
| 30 | 研究论文 | Transforming Vehicle User Manuals into an Interactive AI Chatbot Powered by LLMs | 报告ppt |
| 29 | 硕士论文 | Synthetic Training Data Creation for Supervised Fine-Tuning of LLMs for Autonomous Production Planning | 报告ppt |
| 28 | 硕士论文 | Integrating LLM Agents with Embedded Systems for Smart Oven Control | 报告ppt |
| 27 | 研究论文 | Survey on LLMs for Applications in Industrial Automation and Software Engineering | 报告ppt |
2023
| 序号 | 类型 | 题目 | 资料 |
|---|---|---|---|
| 26 | 研究论文 | Large Language Models for OPC UA Server Data Retrieval | 报告ppt |
| 25 | 学士论文 | Generation of Simscape Models Using Large Language Models | — |
| 24 | 硕士论文 | Design of a Modular Architecture for Efficient and Intelligent System Integration and Control | — |
| 23 | 硕士论文 | Refining Automation Systems for Enhanced Modular Control | 报告ppt |
| 22 | 研究论文 | Information Mining of Traffic Maps for Test Case Generation | — |
| 21 | 研究论文 | Interpretability Study of LLMs with Probing Techniques | 报告ppt |
| 20 | 研究论文 | Evaluation of Quantized LLMs for Semantic Interpretation and Reasoning in Industrial Automation | 报告ppt |
| 19 | 研究论文 | Prompt Optimization with a Dual GPT-Agent Feedback System | 报告ppt |
| 18 | 研究论文 | Model Transformation and Validation for Test Case Generation | — |
| 17 | 研究论文 | Automated Test Scenario Generation for Autonomous Driving from Accident Reports | 报告ppt |
| 16 | 研究论文 | Investigation of the Explainability of LLM-Generated Results | 报告ppt |
| 15 | 研究论文 | Development of an MTP-Based Adapter for the Integration of Robot Systems into Higher-Level Process Orchestration Systems | — |
| 14 | 硕士论文 | Semantic Modeling and Automated Skill Matching Using Neural Language Models | 报告ppt |
| 13 | 研究论文 | Experimental Evaluation of LLMs for Semantic Matching in Automation Systems | 报告ppt |
| 12 | 研究论文 | Development of an Enterprise Architect Plugin for Simulink Model Generation | — |
| 11 | 硕士论文 | Development of a Knowledge Management System Powered by LLMs | 报告ppt |
2022
| 序号 | 类型 | 题目 | 资料 |
|---|---|---|---|
| 10 | 硕士论文 | Capability Modeling of a Production System Using a Machine Tool Example | 报告ppt |
| 9 | 硕士论文 | Development of a Digital Twin with a Semantic Query and Command Interface for a Modular Production Facility | 报告ppt |
| 8 | 研究论文 | Development of a Data Parser for Extracting Information from Technical Documents with Text Mining Methods | 报告ppt |
| 7 | 硕士论文 | Generation of a Knowledge Graph from Textual Data for Describing Causal System Behaviors | 报告ppt |
| 6 | 硕士论文 | Training of General Neural Language Models for Automated Semantic Interpretation of Data Properties | 报告ppt |
| 5 | 研究论文 | Activity Recognition Based on Acceleration Sensor Data for a Bottle Opener | — |
| 4 | 硕士论文 | Determination of User Behavior During Power-Tool Usage Based on Measurement Data | — |
2021
| 序号 | 类型 | 题目 | 资料 |
|---|---|---|---|
| 3 | 研究论文 | Evaluation of Foundation Models for Semantics-Based Classification of Standardized Data Properties | 报告ppt |
| 2 | 硕士论文 | Development of a Graph Database to Manage Concept Descriptions in Automation Engineering | 报告ppt |
| 1 | 硕士论文 | Development of an Ontology Model for Semi-Automated Data Integration of Sensor Components into Production Systems | 报告ppt |
联系方式
夏瑜辰（Yuchen Xia）
🎓 Google Scholar | 🛠️ GitHub | 💼 LinkedIn | 📧 邮箱