郑帅，教授，博士生导师

国家级青年人才

西安交通大学青年拔尖人才（A类）

西安交通大学软件学院副院长

本课题组涉及与高端装备设计、仿真、制造的深度交叉，支持特色化示范性软件学院“工业软件”方向学科建设

 

课题组大部分项目均面向国家重大需求，欢迎志同道合的同学联系

 

研究方向：工业软件求解内核的设计及软件开发

 

1. 基于知识图谱/大语言模型的复杂装备制造工艺设计方法、软件内核及软件开发

基础要求：对制造工艺、工业工程、知识图谱、知识推理、大语言模型、图卷积神经网络拥有一定的基础

 

2. 气液固耦合流场智能分析与仿真算法研究、软件内核及软件开发

基础要求：光滑粒子流体动力学、深度学习、PINN、高质量渲染

 

3. 国产大型CAD平台内外部接口设计及V/AR软件开发

基础要求：了解Catia/Solidworks/UG等国际知名商用CAD软件的二次开发，或对Unity/Unreal/Blender有基本的开发经验

 

4. 无人机空中加油视觉对准算法研究及软硬件平台开发

基础要求：Yolo等目标识别算法在机载嵌入式开发平台的应用（需外派）

主持的科研项目：

在研项目：

1. 国家重点研发计划课题：“面向柔性可重构生产的组态工艺智能生成技术”

2. 国家自然科学基金面上项目：“飞机复杂燃油箱高动态惰化流场特性演变机理及高效预测与调控机制”

3. XXX高质量发展专项子课题：“基于知识语言模型的制造工艺自动生成技术”

4. XXX高质量发展专项子课题：“航空三维设计工具模块定义与接口设计”

5. XXX飞机设计研究所横向项目：“燃油油量测量仿真软件开发”

6. XXX单位：“基于大语言模型的XX装备故障数字化诊断与维修辅助系统”

 

结题项目：

1. 国家自然科学基金青年项目：“基于显隐融合几何描述的薄壁串油结构优化设计方法研究”

2. XXX单位：“某两型全息虚拟装填训练模拟器”

3. XXX单位：“某型虚拟装填训练系统”

4. XXX单位：“某型沉浸式虚拟装填训练软件系统”

5. XXX飞机设计研究所横向项目：“面向大过载及正反飞的油面动态仿真与分析”

6. XXX飞机设计研究所横向项目：“油箱抑爆系统建模及性能仿真分析”

 

科研获奖：

1. “复杂热流工况下装备承载结构生成式设计技术与应用”，教育部技术发明一等奖，2022年度，第3完成人。

2. “过程监测感知驱动的复杂产品装配维修可视化诱导技术及应用”，山东省技术发明二等奖，2022年度，第2完成人。

3. “产品装配过程智能监测与AR诱导技术创新及应用”，中国商业联合会科技进步二等奖，2021年度，第2完成人。

4. “气-液-固耦合高端航空器流场仿真工业软件”，全国软件学院联盟2025年十大关键软件技术创新成果奖，2025年度，第1完成人。

 

 

科研论文（一作通讯）：完整列表A link to Research Gate.

[28] Yichen Wang, Shuai Zheng*, Ze Yang, Xin Zhou. "A novel multi-agent reinforcement learning approach based on state adaptive weighting and exploration path sampling". Applied Soft Computing, Volume 194, 114919. (IF=6.6)

[27] Nianyi Wang, Shuai Zheng*, Yu Chen, Hai Zhao, Zhou Fang. "FluidFormer: Transformer with Continuous Convolution for Particle-based Fluid Simulation". Neural Networks, Volume 198, 108631. (IF=6.3)

[26] Yichen Wang, Shuai Zheng*, Ze Yang, Jingmin Guo, Zitong Yang, Jun Hong. "A global and local agent-based curriculum reinforcement learning approach for multi-end-effector robotic arm manipulation". Engineering Applications of Artificial Intelligence, Volume 163, 113121. (IF=8.0)

[25] Yunfei Ma, Shuai Zheng*, Zheng Yang, Pai Zheng, Jiewu Leng, Jun Hong. "Aircraft assembly process planning based on knowledge graph constructed by integrating LLMs and SLMs". Journal of Manufacturing Systems, Volume 84, February 2026, 1-19. (IF=14.2)

[24] Yichen Wang, Shuai Zheng*, Ze Yang, Yingnan Zhu, Sen Zhang, Jiewu Leng, Jun Hong. "Digital twin-empowered robotic arm manipulation with reinforcement learning: A comprehensive survey". Robotics and Computer-Integrated Manufacturing, Volume 98, April 2026, 103151. (IF=11.4)

[23] Youzi Xiao, Shuai Zheng*, Hucheng Feng, Yejia Huang, Jiewu Leng, Jun Hong. "KGESM: A knowledge graph embedding-based similarity matching model for intelligent assembly process generation". Journal of Manufacturing Systems, 82C (2025)  1110-1124. (IF=14.2)

[22] Yunfei Ma, Shuai Zheng*, Zheng Yang, Pai Zheng, Jiewu Leng, Jun Hong. "Leveraging large language models in next generation intelligent manufacturing: Retrospect and prospect". Journal of Manufacturing Systems, 82C (2025), 809-840. (IF=14.2)

[21] Nianyi Wang, Shuai Zheng*,  Yingtao Li, Dengguang Kang, Jun Hong. "Towards Aircraft Inerting Safety: Digital Twin Modelling for Oxygen Distribution in Fuel Tanks based on Multi-phase Smoothed Particle Hydrodynamics". Digital Twin (2025), 2509708.

[20] Yunfei Ma, Shuai Zheng*, Zheng Yang, Hongcheng Pan and Jun Hong. “A Knowledge-graph Enhanced Large Language Model-based Fault Diagnostic Reasoning and Maintenance Decision Support Pipeline Towards Industry 5.0”. International Journal of Production Research (2025) : 1-22. (IF=7)

[19] Yu Chen, Shuai Zheng∗, Nianyi Wang, Menglong Jin, Yan Chang. "A Pioneering Neural Network Method for Efficient and Robust Fuel Sloshing Simulation in Aircraft". Proceedings of the AAAI Conference on Artificial Intelligence (2025), 39(15), 15957-15965..

[18] Youzi Xiao, Shuai Zheng∗, Zhiqiang Tian, Jiancheng Shi, Xiaodong Du, Jun Hong. "Bidirectional network-based relational triple extraction with prior relation mechanism". Knowledge and Information Systems (2025) 67, 427–453. (IF=2.5)

[17] Yu Chen, Shuai Zheng∗, Menglong Jin, Yan Chang, Nianyi Wang. "DualFluidNet: an Attention-based Dual-pipeline Network for Fluid Simulation". Neural Networks 177 (2024) 106401. (IF=7.8)

[16] Youzi Xiao, Shuai Zheng∗, Jiewu Leng, Ruibo Gao, Zihao Fu, Jun Hong. "An assembly process planning pipeline for industrial electronic equipment based on knowledge graph with bidirectional extracted knowledge from historical process documents". Journal of Intelligent Manufacturing 36, 3647–3667 (2025). (IF=8.3)

[15] Shuai Zheng, Bingzhuo Yu, Yingjie Chen, Songhao Zhang and Jun Hong. "RidgeVPR: A Global Positioning Framework in Sparse Feature Outdoor Environments Using Visual Place Recognition and Ridge Line Feature Matching." IEEE Transactions on Vehicular Technology  (2024). (IF=6.8)

[14] Youzi Xiao, Shuai Zheng∗, Jiancheng Shi, Xiaodong Du, Jun Hong. "Knowledge graph-based manufacturing process planning: A state-of-the-art review". Journal of Manufacturing Systems, 70(2023), 417-435. (IF=12.1)

[13] Shuai Zheng, Lingjie Qiu, Fengxin Lan, TSO-GCN: A Graph Convolutional Network approach for real-time and generalizable truss structural optimization, Applied Soft Computing 134C (2023) 110015.(IF=8.7)

[12] 王月，银兴行，郑帅，刘永旭，王鹏. "基于相似度对比学习的连接器零样本异常检测方法." 仪器仪表学报，2023,44(10): 201-209.

[11] 郑帅, 王子涵, 赵浩然, 杨朋涛, 洪军. "基于差分进化算法的飞机油量传感器布局优化方法." 航空学报, 2022, 43(8): 125809-125809.

[10] Shuai Zheng, Fan Gao, Ziyu Zhang, Honglei Liu, and Baotong Li. "Topology optimization on fuel tank rib structures for fuel sloshing suppression based on hybrid fluid-solid SPH simulation." Thin-Walled Structures 165 (2021): 107938.(IF=6.4)

[9] Shuai Zheng, Yabin Wang, Baotong Li, and Xin Li. "A Hardware-adaptive Deep Feature Matching Pipeline for Real-time 3D Reconstruction." Computer-Aided Design 132 (2021): 102984.(IF=4.3)

[8] Shuai Zheng, Haojie Fan, Ziyu Zhang, Zhiqiang Tian, and Kang Jia. "Accurate and Real-Time Structural Topology Prediction Driven by Deep Learning under Moving Morphable Component-Based Framework." Applied Mathematical Modelling 97 (2021): 522-535.(IF=5)

[7] Shuai Zheng, Zhenzhen He, and Honglei Liu. "Generating three-dimensional structural topologies via a U-Net convolutional neural network." Thin-Walled Structures 159 (2021): 107263.(IF=6.4)

[6] Zhang Chen, Zhiqiang Tian, Yaoyue Zheng, Xiangyu Si, Xulei Qin, Zhong Shi, Shuai Zheng*. "Image-level supervised segmentation for human organs with confidence cues." Physics in Medicine and Biology (2021): 66(6):065018. (IF=3.5)

[5] Shuai Zheng, Wenhao Tang, and Baotong Li. "A new topology optimization framework for stiffness design of beam structures based on the transformable triangular mesh algorithm." Thin-Walled Structures 154 (2020): 106831.(IF=6.4)

[4] Baotong Li, Congjia Huang, Xin Li, Shuai Zheng, and Jun Hong. "Non-iterative structural topology optimization using deep learning." Computer-Aided Design 115 (2019): 172-180.(IF=4.3)

[3] Kang Jia, Junkang Guo, Shuai Zheng, Jun Hong. "A general mathematical model for two-parameter generating machining of involute cylindrical gears". Applied Mathematical Modelling, 75(2019), 37-51. (IF=5)

[2] Baotong Li, Honglei Liu, and Shuai Zheng*. "Multidisciplinary topology optimization for reduction of sloshing in aircraft fuel tanks based on SPH simulation." Structural and Multidisciplinary Optimization 58 (4) (2018): 1719-1736.(IF=3.9)

[1] Shuai Zheng, Jun Hong, Kang Zhang, Baotong Li, and Xin Li. "A multi-frame graph matching algorithm for low-bandwidth RGB-D SLAM." Computer-Aided Design 78 (2016): 107-117.(IF=4.3)

 

 

研究领域：

1 光滑粒子流体动力学（SPH）

  

 

2. 制造工艺智能设计与优化（关于图纸大模型）

 大模型驱动的制造工艺图纸自动生成

 

3. 制造维修决策

大模型驱动的特种车辆故障决策

 

地址：陕西省西安市咸宁西路28号软件学院西小楼203

邮编：710049

邮箱：shuaizheng@xjtu.edu.cn