杜军Jun Du

副研究员

副研究员 硕士生导师

办公地点:清华大学电子工程系罗姆楼9-110

学术成果

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期刊论文

[1] Jun Du, Haotong Wang, Chunxiao Jiang*, Jennifer Simonjan, Jintao Wang, and Merouane Debbah. “Distributed AI-based Secure Communications in Space-Air-Ground-Sea Integrated Networks”, IEEE Communications Magazine, vol. 63, no. 7, pp. 48 - 55, Jul. 2025.

[2] Zhaoyue Xia, Jun Du*, Chunxiao Jiang, H. Vincent Poor and Yong Ren, “Constrained Optimization with Low-Bit Gradients: A Dynamical Systems Perspective”, IEEE Journal of Selected Topics in Signal Processing. (Early Access)

[3] Ziyuan Wang, Jun Du*, Xiangwang Hou, Jingjing Wang, Chunxiao Jiang, Xiaoping Zhang, Yong Ren. “Toward Communication Optimization for Future Underwater Networking: A Survey of Reinforcement Learning-Based Approaches”, IEEE Communications Surveys and Tutorials. vol. 27, no. 5, pp. 2765-2793, Oct. 2025.

[4] Zhaoyue Xia, Jun Du*, Chunxiao Jiang, Zhu Han, H. Vincent Poor and Yong Ren. “On Inhomogeneous Infinite Products of Stochastic Matrices and Applications”, IEEE Transactions on Neural Networks and Learning Systems, vol. 36, no. 5, pp. 8882-8895, May 2025.

[5Jun Du, Tianyi Lin, Chunxiao Jiang*, Qianqian Yang, Faouzi Bader, Zhu Han. “Distributed Foundation Models for Multi-modal Learning in 6G Wireless Networks”, IEEE Wireless Communications Magazine, vol. 31, no. 3, pp. 20-30, Jun. 2024.

[6] Bingqing Jiang, Jun Du*, Chunxiao Jiang, Zhu Han, Ahmed Ahammadi and Merouane Debbah. “Over-the-Air Federated Learning in Digital Twins Empowered UAV Swarms”, IEEE Transactions on Wireless Communications, vol. 23, no. 11, pp. 17619-17634, Nov. 2024.

[7] Zhaoyue Xia, Jun Du*, Chunxiao Jiang, Zhu Han, H. Vincent Poor and Yong Ren. “Distributed Subgradient Method with Random Quantization and Flexible Weights: Convergence Analysis”, IEEE Transactions on Cybernetics, vol. 54, no. 2, pp. 1223 - 1235, Feb. 2024.

[8] Wei Men, Jun Du*, Jinwei Yin, Liang Zhang, Lei Liu, Yong Ren and Dusit Niyato. “Joint Detection and Communication System Design via Combination of Index and Phase Modulations”, IEEE Transactions on Wireless Communications, vol. 23, no. 10, pp. 15690-15704, Oct. 2024.

[9] Jun Du*, Bingqing Jiang, Chunxiao Jiang, Yuanming Shi, Zhu Han. “Gradient and Channel Aware Dynamic Scheduling for Over-the-Air Computation in Federated Edge Learning Systems”, IEEE Journal on Selected Areas in Communications, vol. 41, no. 4, pp. 1035 - 1050, Feb. 2023.

[10] Jinming Shi, Jun Du, Yuan Shen, Jian Wang, Jian Yuan, Zhu Han. “DRL-Based V2V Computation Offloading for Blockchain-Enabled Vehicular Networks”, IEEE Transactions on Mobile Computing, vol. 22, no. 7, pp. 3882 - 3897, Jul. 2023.

[11] Jun Du, C. Jiang*, A. Benslimane, S. Guo, Y. Ren. “SDN-Based Resource Allocation in Edge and Cloud Computing Systems: An Evolutionary Stackelberg Differential Game Approach”, IEEE/ACM Transactions on Networking, vol. 30, no. 4, pp. 1613 - 1628, Aug. 2022. 

[12] Z. Xia, Jun Du*, J. Wang, C. Jiang, Y. Ren, G. Li and Z. Han. “Multi-Agent Reinforcement Learning Aided Intelligent UAV Swarm for Target Tracking”, IEEE Transactions on Vehicular Technology, vol. 71, no. 1, pp. 931 - 945, Jan. 2022.

[13] Jun Du, J. Song, Y. Ren, J. Wang. “Convergence of Broadband and Broadcast/Multicast in Maritime Information Networks”, Tsinghua Science and Technology, vol. 26, no. 5, pp. 592 - 607, Oct. 2021. 

[14] Jun Du, C. Jiang*, J. Wang, Y. Ren and M. Debbah. “Machine Learning for 6G Wireless Networks: Carrying Forward Enhanced Bandwidth, Massive Access, and Ultrareliable/Low-Latency Service”, IEEE Vehicular Technology Magazine, vol. 15, no. 4, pp. 123 - 134, Dec. 2020.

[15Jun Du, C. Jiang*, E. Gelenbe, Z. Han and Y. Ren. “Auction-based Data Transaction in Mobile Networks: Data Allocation Design and Performance Analysis”, IEEE Transactions on Mobile Computing, vol. 19, no. 5, pp. 1040 - 1055, May 2020. 

发明专利

[1] 杜军,邹子理,李宗霖,侯向往;无人机集群多动态目标自主追踪方法和装置;中国,ZL202510141069.4.

[2] 杜军,魏维,任勇,夏照越,杨兆琦;水下目标追踪方法、装置和计算机设备;中国,ZL202210004773.1.

[3] 杜军,米唯实,伍涛,邹子理,李宗霖,任勇;集群路径规划方法、装置、设备、存储介质和程序产品;中国,ZL202510488425.X.

[4]杜军,江炳青,王劲涛,张华蕾,夏照越,侯向往;边缘设备的质量信息计算方法、装置、设备、介质和产品;中国,ZL202310093335.1.

[5杜军,张华蕾,王劲涛,江炳青,夏照越,侯向往;数据流的时效性优化方法及装置;中国,ZL202211388678.2.

[6杜军,王颢潼,陈梓淇,侯向往,王劲涛,詹妮弗·西蒙扬,希曼克·古普塔,德巴希沙·米什拉,普拉萨纳·劳特;无人机异构无线网络中轨迹资源联合配置方法和装置;中国,ZL202510062051. 5.

[7] 杜军,夏照越,王景璟,任勇,李刚;目标跟踪方法、装置、无人机和存储介质;中国,ZL202110822787X.

[8] 杜军,江炳青,侯向往,张华蕾,王劲涛;无人机分布式通算一体资源调度方法和装置;中国,ZL 202311590741.5.

[9] 杜军,陈梓淇,王劲涛,侯向往;车载WiFi-蜂窝异构网络通信资源分配方法、装置;中国,ZL202311191723.X.

[10] 杜军,张华蕾,田雨,王劲涛,江炳青,侯向往,夏照越,艾门·法赫雷丁,阿赫迈德·阿尔哈玛迪;服务决策方法以及服务决策装置;中国,ZL202311072553.3.