长期从事基于博弈论和优化理论的通信网络资源分配问题研究。主持国家自然科学基金面上项目2项;参与国家重点研发计划2项,国家自然科学基金重点项目4项。已发表学术论文54篇,其中期刊论文39篇,其中SCI检索23篇、EI检索10篇;已发表国内外学术会议论文15篇,其中一篇获国际会议IEEE ICTC2015最佳论文奖(Best Paper Award);出版学术专著1部,译著2部,授权国家发明专利7项。
在研项目: 1. 国家自然科学基金-区域创新发展联合基金重点项目:低空智联网全域数据安全管控关键技术,2025.01-2028.12. 2. 科技部国家重点研发计划课题:空中交通多主体智能协同决策技术,2025.06-2028.05. 3. 国家自然科学基金民航联合基金重点项目:大型机场场面航空器航迹运行管控关键技术与验证,2024.01-2027.12.
近期发表论文: 1. G. Wang, Q. Qi, H. Yu, R. Han, L. Bai and J. Choi, "AdaDQ-KD: An Adaptive Dithering Quantization with Knowledge Distillation in Privacy-Preserving Federated Learning," in IEEE Transactions on Vehicular Technology, doi: 10.1109/TVT.2026.3678103. 2. G. Wang, Q. Qi, R. Han, L. Bai and J. Choi, P2CEFL: Privacy-Preserving and Communication Efficient Federated Learning with Sparse Gradient and Dithering Quantization, IEEE Transactions on Mobile Computing, vol.23, no.12, pp. 14722-14736, Dec. 2024. 3. G. Wang, C. Zhao, Q. Qi, R. Han, L. Bai and J. Choi, Efficient Federated Learning via Joint Communication and Computation Optimization,IEEE Transactions on Vehicular Technology, Vol. 73, No. 8, pp. 11580-11592, Aug. 2024. 4. Zhao C,Hu X,Wang G. PRGLight: A novel traffic light control framework with Pressure-based- Reinforcement Learning and Graph Neural Network, //International Joint Conference on Artificial Intelligence (IJCAI) 2021 Reinforcement Learning for Intelligent Transportation Systems (RL4ITS) Workshop, online, 2021.
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