吴茂强，男，博士，通信工程系，特聘研究员，硕士生导师
联系方式
maoqiangwu@m.scnu.edu.cn
maoqiang.wu@vip.163.com
研究方向
车联网边缘智能与隐私计算、AIGC、大模型、联邦学习
欢迎执行力强、喜欢挑战的本硕同学加入。具有较好的python编程能力和英语基础的优先。
个人经历
2024.01至今 华南师范大学 特聘研究员
2022.02-2023.07 澳门大学 访问学者
2022.01-2023.12 广东工业大学 博士后
2019.11-2020.11 美国休斯顿大学 访问学者
2017.09-2021.12 广东工业大学 博士
荣誉奖励
2023广东省计算机协会优秀论文奖
2016国际会议ICCC最佳论文奖
近期论文
SCI期刊
[1] Z. Zhang, X. Huang*, R. Yu, M. Wu, J. Kang, and S. Xie, Toward High-Accuracy and Low-Latency Group Vehicle Trajectory Prediction with Linear UNet-Enhanced Fully Connected Spatial-Temporal Graph Neural Network, 2024（中科院SCI一区, If=12.777）
[2] Y.Hu, D. Ye, J. Kang, M. Wu, R. Yu*, A Cloud-Edge Collaborative Architecture for Multimodal LLMs-Based Advanced Driver Assistance Systems in IoT Networks, 2024（中科院SCI一区, If=12.777）
[3] X. Wang, M. Hao*, M. Wu, et al, Digital Twin-assisted Safety Control for Connected Automated Vehicles in Mixed-Autonomy Traffics, （中科院SCI一区, If=12.777）
[4] Y. Hu, M. Wu*, J. Kang, R. Yu*, D-Tracking: Digital Twin Enabled Trajectory Tracking System of Autonomous Vehicles, IEEE Transactions on Vehicular Technology, 2024 （中科院SCI二区, If=6.239, 共同通讯）
[5] M. Wu, R. Yang, X. Huang*, Y. Wu, J. Kang, and S. Xie, Joint Optimization of Model Partition and Resource Allocation for Split Federated Learning over Vehicular Edge Networks, IEEE Transactions on Vehicular Technology, 2024 （中科院SCI二区, If=6.239, 一作）
[6] M. Wu, G. Cheng, P. Li, R. Yu*, Y. Wu, M. Pan, and R. Lu, Split Learning with Differential Privacy for Integrated Terrestrial and Non-Terrestrial Networks, IEEE Wireless Communications, 2023. （中科院SCI一区, If=12.777, 一作）
[7] M. Wu, G. Cheng, D. Ye, J. Kang, R. Yu*, Y. Wu, and M. Pan, Federated Split Learning with Data and Label Privacy Preservation in Vehicular Networks, IEEE Transactions on Vehicular Technology, 2023 （中科院SCI二区, If=6.239, 一作）
[8] D. Shi, L. Li, M. Wu, M. Shu, R. Yu, M. Pan*, and Z. Han, To talk or to work: Dynamic batch sizes assisted time efficient federated learning over future mobile edge devices, IEEE Transactions on Wireless Communications, 2023. （中科院SCI一区, If=8.346）
[9] M. Wu, Ye. D, J. Ding, Y. Guo, R. Yu*, and M. Pan. Incentivizing Differentially Private Federated Learning: A Multi-Dimensional Contract Approach, IEEE Internet of Things Journal, 2021（中科院SCI一区, If=10.238, 一作）
[10] J. Kang, R. Yu*, X. Huang, M. Wu, S. Maharjan, S Xie, and Y Zhang, Blockchain for secure and efficient data sharing in vehicular edge computing and networks, IEEE Internet of Things Journal, 2021（SCI一区, If=10.238, ESI高被引论文）
[11] M. Wu, D. Ye, C. Zhang, and R. Yu*; Spears and shields: attacking and defending deep model co-inference in vehicular crowdsensing networks, EURASIP Journal on Advances in Signal Processing, 2021.
[12] M. Wu, X. Huang, B. Tan, and R. Yu*, Hybrid sensor network with edge computing for AI applications of connected vehicles, Journal of Internet Technology, 2020.
中文核心期刊
[1] 吴茂强，黄旭民，康嘉文，余荣*;面向车路协同推断的差分隐私保护研究，计算机工程，2022.
[2] 吴振铨，吴茂强*，叶东东，余荣，何昭水，基于公交网络的车载群智感知方法及其优化，计算机应用研究，2019.
EI会议
[1] M. Wu, G. Cheng, P. Prakash, R. Yu*, X Xiong, M. Pan, Resting Your Car for Cash: Incentive Mechanism Based TNC Car Scheduling for Carbon Neutrality, 26th IEEE International Conference on Intelligent Transportation Systems (ITSC), Bilbao, Spain, 2023.
[2] P. Prakash, J. Ding, M. Wu, M. Shu, R. Yu, and M. Pan*, To talk or to work: Delay efficient federated learning over mobile edge devices, 2021 IEEE Global Communications Conference (GLOBECOM), Madrid, Spain, 2021.
[3] Zhang, J. Ding, M. Wu, S. Wong, H. Nguyen, and M. Pan*, Adaptive privacy preserving deep learning algorithms for medical data, Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, USA, 2021.
[4] M. Wu, D. Ye, S. Tang and R. Yu*, Collaborative vehicle sensing in bus networks: A Stackelberg game approach, 2016 IEEE/CIC International Conference on Communications in China (ICCC), Chengdu, 2016. （最佳论文奖)
专著
余荣;王思明;郝敏;吴茂强;等, 6G可信可靠智能, 北京邮电大学出版社, 11万字, 2023.10出版
科技项目
[1] 国家自然科学基金青年项目，基于联邦分割学习的车联网多模态大模型高效隐私计算方法，2025-01至2027-12，30万，主持
[2] 广东省普通高校青年创新人才项目，基于联邦分割学习的车联网多方安全计算方法研究，2024-10 至 2026-10，6万，主持
[3] 企业横向，异构多源数据处理算法研究，2024-03 至 2024-06，68万，主持
[4] 国家自然科学基金面上项目, 车联网数字孪生体边缘协同部署和隐私保护关键技术研究 , 2024-01-01 至 2027-12-31, 49万元, 参与
[5] 国家自然科学基金面上项目, 车联网边缘智能的资源优化与服务协同研究, 2020-01-01 至 2023-12-31, 59万元, 参与
[6] 国家科技部重点研发计划课题, 6G全场景按需服务关键技术：可信自主的全域接入管控技术, 2020-01 至 2023-12, 189万元, 参与
服务兼职
中文核心期刊《计算机工程》青年编辑委员会委员
SCI 期刊审稿人
[1] IEEE Wireless Communications (If=12.777)
[2] IEEE Internet of Things Journal (If=10.238)
[3] IEEE Transactions on Wireless Communications (If=8.346)
[4] IEEE Transactions on Vehicular Technology (If=6.239)
[5] IEEE Transactions on Network and Science and Engineering (If=5.033)
[6] IEEE China Communications (If=3.17)
国际学术会议TPC成员
[1] TPC member, 2024/2023/2022 IEEE Global Communications Conference (GLOBECOM)
[2] TPC member, 2024 IEEE International Conference on Computing, Networking and Communications (ICNC)
[3] TPC member, 2023 IEEE International Conference on Metaverse Computing, Networking and Applications (MetaCom)
[4] TPC member, 2024/2023 IEEE/CIC international Conference on Communications in China (ICCC)
[5] TPC member, 2021 IEEE Wireless Communications and Networking Conference (WCNC)