李莹玉（Yingyu Li）
特任副教授/硕导，地大学者（青年优秀人才A类）
机械与电子信息学院电信系（教二楼）207办公室
Associate Professor
School of Mechanical Engineering and Electronic Information
China University of Geosciences (Wuhan)
Email: liyingyu29@cug.edu.cn
研究兴趣/Research Interests
机器学习与人工智能、下一代无线网络技术、移动智能体通信网络、语义通信、联邦边缘智能、分布式优化、绿色低碳通信网络、工业互联网、车联网、低空通信网络、传感器网络与物联网等。
招生信息/ Admissions Information
课题组欢迎数学基础良好且有志于从事科学研究的同学报考，研究生与华中科技大学合作导师共同指导，所指导研究生均签约大型国企、央企；欢迎优秀本科生来课题组交流学习。
教育经历/Education
2014.09~2016.09，美国休斯敦大学/University of Houstion，国家公派联合培养博士/Joint PhD
2012.08~2018.09，西安电子科技大学人工智能学院/Xidian University，博士/PhD
2008.08~2012.07，西安电子科技大学电子工程学院/Xidian University，本科/Bachelor
工作经历/ Employment History
2021.12~至今，中国地质大学（武汉）机电学院电信系/China University of Geosciences (Wuhan)，特任副教授/Associate Professor
2018.10~2021.11，华中科技大学电子信息与通信学院/Huazhong University of Science and Technology，博士后/Postdoc
学术服务/Academic Services
人工智能学会智能融合专委会委员
移动智能通信网络论坛（MICON）组委会秘书
国际会议技术委员会成员(Technical Program Committee Member)
IEEE VTC2025-Spring
IEEE Globecom 2025 SAC - BD (2025 IEEE Global Communications Conference: Selected Areas in Communications: Big Data).
International Conference on Wireless Communications and Signal Processing (WCSP), 2020，2023, 2024.
国际会议分会主席(Session Chair)
The 12th International Conference on Wireless Communications and Signal Processing (WCSP), 2020; Session: UAV-Based 5G/B5G.
期刊与会议审稿人(Reviewer for Journals and Conferences)
IEEE Journal on Selected Areas in Communications
IEEE Transactions on Mobile Computing
IEEE Communications Magazine
IEEE Wireless Communications Magazine
IEEE Network
IEEE Transactions on Vehicular Technology
IEEE Internet of Things Journal
IEEE Transactions on Big Data
IEEE Communications Letters
International Conference on Wireless Communications and Signal Processing (WCSP)
IEEE Wireless Communications and Networking Conference (WCNC)
International Conference on Computing, Networking and Communications (ICNC)
IEEE/CIC International Conference on Communications in China (ICCC)
Visual Communications and Image Processing (VCIP)
指导研究生/Advised Graduate Students
2022级：戴一鹏【签约中信科烽火通信（央企）】、梁澈【签约中国兵器工业吉林江机特种工业（央企）】、饶江颖【签约达梦数据库（国企）】
2023级：王连【迈瑞北京研究院实习】、何升涛、陈思怡
2024级：池雨晨、李祖颖、沈科同、刘永壮
协助指导博士生：Alaa Abdulmalik
主讲课程/ Teaching
《先进感知与物联网技术》：2022年秋至今；
科研项目/Research Projects
1. 湖北电网横向科研项目，20240761243，基于云边端协同的智慧监控与运维技术研究，2024-12至2025-09，20.98万元；主持，在研；
2. 湖北电网横向科研项目，20240761174，异构算力网络机器学习模型训练优化调度机制研究，2024-12至2025-07，28万元；主持，在研；
3. 移动信息网络国家科技重大专项课题，2024ZD1300700，多用户语义知识库协同与按需适配架构，2024-12至2026-11，960万元；参与，在研；
4. 国家自然科学基金委员会，青年基金项目，62301516，模型驱动的异构联邦边缘智能网络碳排放建模与优化，2024-01 至2026-12，30万元；主持，在研；
5. 国家实验室重大攻关项目（二期），****数理基础与核心算法, 2023-08至2025-07，参与，在研；
6. 湖北省国际科技合作计划项目，2023EHA009，面向印尼通信工程复杂场景的云边协同智能运维系统研发及应用； 2023年-2025年；50万元；课题负责人；在研；
7. 国家重点研发计划课题, 2022YFB2903201, 低功耗低复杂度相干光传输系统架构设计与验证，2022-11 至 2025-10；在研；参与；
8. 湖北省国际科技合作计划项目，2021EHB015，下一代通信网络AI关键技术及云平台研发，2021年-2023年，30万元；课题负责人；已结题；
9. 国家实验室重大攻关项目课题，****基础理论与关键技术, 2021-06至2023-06，参与，已结题；
10. 中国博士后科学基金会，第67批面上资助，面向下一代智慧物联网差异化需求的资源协同智适配，2020年7月获批，8万元；主持；已结题；
11. 湖北省人力资源与社会保障厅，博士后科技活动项目择优资助，物联网中基于多连接共享的低功耗通信机制与算法研究，2019年12月获批，2万元；主持；已结题；
12. 国家自然科学基金委员会，面上项目，深度数据结构稀疏表示理论和质量提升技术研究，2015-01 至2018-12，83万元；参与，已结题；
13. 国家自然科学基金委员会，面上项目，基于混叠编码感知的高分辨光谱视频获取机理与方法研究，2014-01至2017-12，80万元；参与，已结题；
14. 国家自然科学基金委员会，青年基金项目，面向森林监护的敏捷高光谱影像获取方法研究，2014-01 至2016-12，21万元；参与，已结题；
期刊论文/Journal Papers
1. Yingyu Li, Jiangying Rao, Lian Wang, Yong Xiao, Xiaohu Ge and Guangming Shi*, "Distributed Optimization of Resource-Efficiency for Federated Edge Intelligence in UAV-Enabled IoT Networks," in IEEE Internet of Things Journal, doi: 10.1109/JIOT.2025.3532288.（T1期刊）
2. 李莹玉,戴一鹏,葛晓虎,等.面向时间敏感工业互联网的碳排放建模与优化[J/OL].物联网学报, 1-19；
3. 何升涛, 李莹玉*, 张鹏, 高雅玙,等. 联邦强化学习的数据中心网络拥塞控制算法[J].移动通信, 2025, 49(01):75-80+108.
4. 邓野, 王健, 高雅玙, 张成伟，李莹玉，钟国辉.基于语义认知与生成的沉浸式通信网络架构研究[J].移动通信,2025,49(01):67-74.
5. Huixiang Zhu, Yong Xiao*, Yingyu Li, Guangming Shi and Marwan Krunz, "SANSee: A Physical-layer Semantic-aware Networking Framework for Distributed Wireless Sensing," in IEEE Transactions on Mobile Computing, doi: 10.1109/TMC.2024.3483272. （T1期刊）
6. 廖逸玮,孙子剑,李莹玉,等.基于分布式知识推理的语义认知网络[J].无线电通信技术,2024,50(03):413-421.
7. 王连，何升涛，蔡浩晖，李莹玉*，肖泳，石光明. 面向6G的时间敏感异构联邦边缘智能[J]. 移动通信，2024,48(07):66-72.
8. Yuhang Yan, Yong Wang, Yun Hu and Ying Li, "Federated Learning-Based Anomaly Detection for Environment Monitoring Sensor Networks," in IEEE Sensors Letters, vol. 8, no. 8, pp. 1-4, Aug. 2024, Art no. 6008904, doi: 10.1109/LSENS.2024.3421567.
9. 金冬子;李莹玉;高大化;石光明;肖泳.基于语义认知网络的数字孪生网络架构研究[J].移动通信,2024,48(02):34-40.
10. Peng Zhang, Yong Xiao*, Yingyu Li, Xiaohu Ge, Guangming Shi, and Yang Yang, "Towards Net-Zero Carbon Emissions in Network AI for 6G and Beyond," in IEEE Communications Magazine, vol. 62, no. 4, pp. 58-64, April 2024, doi: 10.1109/MCOM.003.2300175. （T1期刊）
11. Yong Xiao, Yiwei Liao, Yingyu Li, Guangming Shi*, H. Vincent Poor, Walid Saad, Merouane Debbah, and Mehdi Bennis, "Reasoning over the Air: A Reasoning-based Implicit Semantic Communication Framework," IEEE Transactions on Wireless Communications, vol. 23, no. 4, pp. 3839-3855, April 2024. （T2期刊）
12. Yong Xiao; Xiaohan Zhang; Yingyu Li*; Guangming Shi; Marwan Krunz; Diep N. Nguyen; DinhThai Hoang ; Time-sensitive Learning for Heterogeneous Federated Edge Intelligence, IEEE Transactions on Mobile Computing, vol. 23, no. 2, pp. 1382-1400, Feb. 2024. （T1期刊）
13. Yong Xiao, Rong Xia, Yingyu Li*, Guangming Shi, Diep N. Nguyen, Dinh Thai Hoang, Dusit Niyato, and Marwan Krunz, "Distributed Traffic Synthesizing and Classification Over Network Edge: A Federated Self-supervised Learning Approach," IEEE Transactions on Mobile Computing, vol. 23, no. 2, pp. 1815-1829, Feb. 2024. （T1期刊）
14. Guangming Shi*, Yong Xiao, Yingyu Li, and Xuemei Xie, "From Semantic Communication to Semantic-aware Networking: Model, Architecture, and Open Problems," IEEE Communications Magazine, vol. 59, no. 8, pp. 44-50, August 2021. （T1期刊）
15. 石光明*, 肖泳, 李莹玉, 高大化, 谢雪梅. 面向万物智联的语义通信网络. 物联网学报; 2021, 5(2):26-36.（《物联网学报》优秀论文）
16. Yong Xiao, Guangming Shi, Yingyu Li*, Walid Saad, and H. Vincent Poor, ”Toward Self-Learning Edge Intelligence in 6G”, IEEE Communications Magazine, Volume: 58, Issue:12, pp. 34-40, Decemeber 2020. （T1期刊）
17. Qiang Li, Yuanmei Zhang, Yingyu Li*, Yong Xiao, and Xiaohu Ge, ”Capacity-Aware Edge Caching in Fog Computing Networks”, IEEE Transactions on Vehicular Technology, Volume: 69, Issue: 8, pp. 9244 - 9248, August 2020. （T2期刊）
18. Yingyu Li, Guangming Shi*, Wotao Yin, Lanchao Liu, and Zhu Han, ”A Distributed ADMM Approach with Decomposition-Coordination for Mobile Data Offloading,” in IEEE Transactions on Vehicular Technology, Volume: 67, Issue: 3, pp. 2514 - 2530, March 2018. （T2期刊）
19. 石光明*, 李莹玉, 谢雪梅,“语义通讯——智能时代的产物”. 模式识别与人工智能, 31(1), pp. 91-99, 2018 年1 月.
20. Zheng Chang*, Jie Gong, Yingyu Li, Zhenyu Zhou, Tapani Ristaniemi, Guangming Shi, Zhu Han, and Zhisheng Niu, ”Energy Efficient Resource Allocation for Wireless Power Transfer Enabled Collaborative Mobile Clouds,” in IEEE Journal on Selected Areas in Communications, vol. 34, no. 12, pp. 3438-3450, December 2016. （T1期刊）
会议论文/Conference Papers
1. Dongzi Jin, Yong Xiao, Yingyu Li. “Robust Federated Learning against Model Perturbation in Edge Networks”, accepted at 2025 IEEE ICC.
2. Rulong Wang, Yujie Zhou, Yong Xiao, Yingyu Li. “Multi-View Semantic-Aware Communication: An Information Bottleneck Perspective”, accepted at 2025 IEEE ICC.
3. Cheng Peng, Yujie Zhou, Rulong Wang, Yong Xiao, Yingyu Li, Guangming Shi. “Multi-User Information Bottleneck for Semantic-Aware Communication”, accepted at 2025 IEEE ICC.
4. Yuxuan Liu, Zijian Sun, Yong Xiao, Haohui Cai, Huixiang Zhu, Yingyu Li, Guangming Shi. “Clustered Federated Learning for Distributed Wireless Sensing”, IEEE Global Communications Conference, Cape Town, South Africa, December 8-12, 2024.
5. Xubo Li, Yuanjie Jia, Yingyu Li, and Yong Xiao, "Towards Energy Efficient Federated Meta-learning in Edge Network," IEEE Vehicular Technology Conference (VTC) Spring, Singapore, June 2024.
6. Dongzi Jin, Yingyu Li, and Yong Xiao, "Federated Generative Learning for Digital Twin Network Modeling," IEEE Vehicular Technology Conference (VTC) Spring, Singapore, June 2024.
7. Haohui Cai, Yong Xiao, Yingyu Li, Yujie Zhou, Dusit Niyato, and Sumei Sun, "Towards Net-Zero Carbon Emissions in Federated Edge Intelligence," IEEE Vehicular Technology Conference (VTC) Spring, Singapore, June 2024.
8. Chaofan Li, Huixiang Zhu, Yong Xiao, Yingyu Li, Dusit Niyato, Sumei Sun, and Walid Saad, "Optimizing Reconfigurable Intelligent Surface-Assisted Distributed Wireless Sensing," IEEE International Conference on Communications (ICC), Denver, CO, USA, June 2024.
9. Huixiang Zhu, Yong Xiao, Yingyu Li, Guangming Shi, and Walid Saad, "Physical-Layer Semantic-Aware Network for Zero-Shot Wireless Sensing," IEEE International Conference on Network Protocols (ICNP) Workshop, Reykjavik, Iceland, October 2023.
10. Zhimin Lu, Yong Xiao, Zijian Sun, Yingyu Li, Guangming Shi, Xianfu Chen, Mehdi Bennis, and H. Vincent Poor, "Adversarial Learning for Implicit Semantic-Aware Communications," IEEE International Conference on Communications (ICC), Rome, Italy, May 2023.
11. Yong Xiao, Xu Zhang, Yingyu Li, Guangming Shi, and Tamer Başar, "Rate-distortion Theory for Strategic Semantic Communication," IEEE Information Theory Workshop, Mumbai, India, November 2022.
12. Yong Xiao, Yingyu Li, Guangming Shi, and H. Vincent Poor, "Reasoning on the Air: An Implicit Semantic Communication Architecture," IEEE International Conference on Communications (ICC) Workshop, Seoul, South Korea, May 2022.
13. Jingming Liang, Yong Xiao, Yingyu Li, Guangming Shi, and Mehdi Bennis, "Life-Long Learning for Reasoning-Based Semantic Communication," IEEE International Conference on Communications (ICC) Workshop, Seoul, South Korea, May 2022.
14. Qu Wang, Yong Xiao, Huixiang Zhu, Zijian Sun, Yingyu Li, and Xiaohu Ge, "Towards Energy-efficient Federated Edge Intelligence for IoT Networks," IEEE International Conference on Distributed Computing Systems (ICDCS) Workshop on Next-Generation Mobile Networking and Computing, Virtual conference, July 2021.
15. Dongzi Jin, Yong Xiao, Yingyu Li, Guangming Shi, and Dusit Niyato, "Optimizing Intelligent Reflecting Surface-Base Station Association for Mobile Networks," IEEE International Conference on Communications (ICC), Virtual conference, June 2021.
16. Juntong Liu, Yong Xiao, Yingyu Li, Guangming Shi, Walid Saad, and H. Vincent Poor, "Spatio-temporal Modeling for Large-scale Vehicular Networks Using Graph Convolutional Networks," IEEE International Conference on Communications (ICC), Virtual conference, June 2021.
17. Chenxin Xu, Rong Xia, Yong Xiao, Yingyu Li, Guangming Shi, and Kwang-cheng Chen, "Federated Traffic Synthesizing and Classification Using Generative Adversarial Networks," IEEE International Conference on Communications (ICC), Virtual conference, June 2021.
18. Yong Xiao, Yingyu Li, Guangming Shi, and H. Vincent Poor, ”Optimizing Resource-Efficiency for Federated Edge Intelligence in IoT Networks”, The 12th International Conference on Wireless Communications and Signal Processing (WCSP 2020), Nanjing, Jiangsu, China, October 21-23, 2020. (Best Paper Award)
19. Rong Xia, Yong Xiao, Yingyu Li, Marwan Krunz, and Dusit Niyato, "A Generative Learning Approach for Spatio-temporal Modeling in Connected Vehicular Network," IEEE International Conference on Communications (ICC), Dublin, Ireland, June 2020.
20. Anqi Huang, Yingyu Li, Yong Xiao, Xiaohu Ge, Sumei Sun, and Han-Chieh Chao, "Distributed Resource Allocation for Network Slicing of Bandwidth and Computational Resource," IEEE International Conference on Communications (ICC), Dublin, Ireland, June 2020.
21. Yingyu Li, Yifang Zhu, Wotao Yin, Yang Liu, Guangming Shi, and Zhu Han, ”Prediction of high resolution spatial-temporal air pollutant map from Big Data sources.” International Conference on Big Data Computing and Communications, Taiyuan, China, August 2015, pp. 273-282.
22. Yingyu Li, Guangming Shi, Xuemei Xie, and Chongyu Chen, ”Compressive modulation in digital communication,” IEEE International Symposium on Circuits and Systems (ISCAS 2013), Beijing, China, May 2013, pp. 1966-1969.
专利/Patents
1. 何舟；张鹏；丁丹；平萍；王正；陈晓辉；肖泳；李莹玉，一种光信号调制系统及其产生的调制光信号的传输系统. 授权号：ZL202211508363.7
2. 肖泳；石光明；梁静明；李莹玉，语义知识库自动构建与更新方法、语义编码器与通信架构. 授权号：ZL202210070546.9
3. 肖泳；石光明；李燕；李莹玉，语义编码器、解码器和语义通信框架. 授权号：ZL202210058567.9
4. 肖泳；葛晓虎；李莹玉；张晓寒，一种网络切换方法和网络切换装置. 授权号：ZL202110529784.7
5. 石光明; 肖泳; 李莹玉; 高大华; 谢雪梅, 基于知识图谱共享的语义编/解码方法、设备和通信系统.授权号: ZL202110382108.1
6. 肖泳; 石光明; 葛晓虎; 夏荣; 李莹玉, 一种基于联邦生成模型的多业务数据生成和分类方法.授权号: ZL202110100171.1
7. 肖泳; 石光明; 葛晓虎; 朱慧翔; 李莹玉; 李强, 一种基于环境背景无线射频信号的运动识别方法.授权号: ZL202011411399.4
更新于2025年03月
