主持或参与完成国家自然科学基金项目、科技部重点研发计划项目、国家科技重大专项、研究所创新课题、横向课题等10余项，在IEEE TMC、IEEE TIFS、IEEE Network、ACM TECS、China Science: Information Science等学术期刊与AAAI、IEEE INFOCOM、SECON等顶级学术会议发表学术论文100余篇（其中，获最佳论文奖3项，入选“中国精品科技期刊顶尖学术论文”1篇），申请发明专利30余项（其中，以第1发明人申请18项；已授权国内发明专利15项，已授权国际专利2项），获得软件著作权4项（排名1）。

 长期从事研究领域与招生方向（以下任意方向均欢迎咨询报考）：

★5G/6G移动网络与智能主动安全防护

★高安全语义通信与组网

★智能体网络安全

★高安全可信终端

   

专著

《移动终端安全架构及关键技术》，机械工业出版社， 2023

期刊论文

[J1-2026] H. Li et al. IZeRO-NF: Intelligent-Controlled Zero-Redundancy Heterogeneous Network Functions for 6GC Endogenous Security [J]. IEEE Network, Mar. 2026, doi:10.1109/MNET.2026.3663708.

[J2-2025] A Hierarchical Networking and Privacy-Preserving Federated Learning Framework for 5G Networks [J]. Journal of Communications and Information Networks, 2025, 10 (1):26-36.

[J3-2024] Reinforcement Learning Based Online Request Scheduling Framework for Workload-Adaptive Edge Deep Learning Inference [J]. IEEE Transactions on Mobile Computing, 2024. (CCF-A)

[J4-2024] 互联网服务场景下基于机器学习的 KPI 异常检测综述 [J]. 计算机研究与发展，2024. (中文 CCF-T2)

[J5-2024] FedSHE: Privacy Preserving and Efficient Federated Learning with Adaptive Segmented CKKS Homomorphic Encryption [J]. Cybersecurity, 2024. (CCF-B)

[J6-2024] Iterative and Mixed-Spaces Image Gradient Inversion Attack in Federated Learning [J]. Cybersecurity, 2024. (CCF-B)

[J7-2023] A Cooperative Defense Framework Against Application-Level DDoS Attacks on Mobile Edge Computing Services [J]. IEEE Transactions on Mobile Computing, 2023. (CCF-A)

[J8-2023] 面向软件定义卫星网络的协同接入认证机制 [J]. 信息安全学报，2023. (IIE-B)

[J9-2022] GPU 虚拟化技术及其安全问题综述 [J]. 信息安全学报，2022. (IIE-B)

[J10-2020] Comments on "Dropping Activation Outputs with Localized First-Layer Deep Network for Enhancing User Privacy and Data Security"[J]. IEEE Transactions on Information Forensics and Security, 2020. (CCF-A)

[J11-2018] 5G 安全：通信与计算融合演进中的需求分析与架构设计 [J]. 信息安全学报，2018. (IIE-B)

[J12-2017] Cooperative RAN Caching Based on Local Altruistic Game for Single and Joint Transmissions [J]. IEEE Communications Letters, 2017, 21 (4):853-856. (IIE-B)

[J13-2017] Transmission Adaptation for Battery-Free Relaying [J]. ACM Transactions on Embedded Computing Systems, 2017. (CCF-B)

[J14-2017] Real-world traffic analysis and joint caching and scheduling for in-RAN caching networks [J]. Science China Information Sciences, 2017, 60 (6):062302. (CCF-A)

[J15-2016] Cross-layer Transmission and Energy Scheduling under Full-Duplex Energy Harvesting Wireless OFDM Joint Transmission [J]. Science China Information Sciences, 2016, 59 (10). (CCF-A)

[J16-2015] Optimal joint transmission and harvested energy scheduling for renewable energy harvesting enabled cellular network under coordinated multi-point transmission [J]. Eurasip Journal on Wireless Communications and Networking, 2015. (SCI)

[J17-2015] Modeling, metrics, and optimal design for solar energy-powered base station system [J]. Eurasip Journal on Wireless Communications and Networking, 2015. (SCI)

[J18-2015] 面向 5G 的分布式移动云计算协同架构与管理机制 [J]. 中兴通讯，2015 (02).

[J19-2014] 能源互联网重要基础支撑：分布式储能技术的探索与实践 [J]. 中国科学：信息科学，2014, 44 (6):743-761. (中文 CCF-T1)

[J20-2014] 分布式储能技术的探索与实践 [J]. 国防科技，2014, 35 (3):6-9.

[J21-2013] 面向云计算的绿色指数能耗建模方法研究 [J]. 网络新媒体技术，2013, 2 (1):57-61.

[J22-2012] Analysis of Subchannel Reusable Probability and Capacity for Frequency-reused Femtocell Networks Under Frequency Partitioning Strategy [J]. Journal of China Universities of Posts and Communications, 2012, 19 (1):1-10. (EI)

[J23-2012] Inter-femtocell interference coordination in 3D in-building scenario [J]. Journal of China Universities of Posts and Telecommunications, 2012, 19 (2):36-42. (EI)

[J24-2011] Clustering Strategy based on Graph Method and Power Control for Frequency Resource Management in Femtocell and Macrocell Overlaid System [J]. IEEE/KICS Journal of Communications and Networks, 2011, 13 (6):664-677. (SCI)

[J25-2011] Pseudo-handover based subchannel and power adaptation scheme for interference mitigation in OFDMA two-tier femtocell networks [J]. Journal of China Universities of Posts and Communications, 2011, 18 (3):5-14. (EI)

[J26-2011] Improved Resource Allocation Strategy in SU-CoMP Network [J]. Journal of China Universities of Posts and Communications, 2011, 18 (4):7-12. (EI)

[J27-2010] 基于功率成本的再生中继系统最优功率分配 [J]. 北京邮电大学学报，2010, 33 (6):21-24. (EI Indexed, 中文核心期刊) 

会议论文

[C1-2025] "VaniKG: Vanishing Key Gradient Attack and Defense for Robust Federated Aggregation", in Proc. INFOCOM 2025. (CCF-A)

[C2-2025] "A Heterogeneous GNN Based Trust Evaluation Method for Remote Desktop Access", in Proc. 2025 IEEE 24th International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), Guiyang, China, 2025, pp. 2346-2354.

[C3-2024] "Mutual information based Noise Scale optimization for Gradient Leakage Resistant Federated Learning", in Proc. ICASSP 2024. (CCF-B)

[C4-2024] "An Enclave-Aided Byzantine-Robust Federated Aggregation Framework", in Proc. IEEE WCNC 2024.

[C5-2024] "Runtime Anomaly Detection for MEC Services with Multi-Timescale and Dimensional Feature", in Proc. IEEE WCNC 2024.

[C6-2024] "A Secure Blockchain-based Reputation Scheme for Data Offloading in Edge Computing", in Proc. IEEE CSCWD 2024.

[C7-2024] "Optimizing Privacy in Federated Learning with MPC and Differential Privacy", in Proc. CACML 2024.

[C8-2023] "Label-wise Distribution Adaptive Federated Learning on Non-IID Data", in Proc. IEEE WCNC 2023.

[C9-2023] "Satellite Telemetry Data Anomaly Detection using Multiple Factors and Co-Attention based LSTM", in Proc. IEEE WCNC 2023.

[C10-2023] "NadGPT: Semi-Supervised Network Anomaly Detection via Auto-Regressive Auxiliary Prediction", in Proc. IEEE International Conference on Systems, Man and Cybernetics (SMC), 2023.

[C11-2023] "Satellite Anomaly Detection based on Improved Transformer Method", in Proc. APNOMS 2023.

[C12-2023] "Byzantine-Robust Federated Learning through Dynamic Clustering", in Proc. IEEE Trustcom 2023.

[C13-2022] "Joint Model, Task Partitioning and Privacy Preserving Adaptation for Edge DNN Inference", in Proc. IEEE WCNC 2022.

[C14-2021] "Empowering Adaptive Early-Exit Inference with Latency Awareness", in Proc. AAAI 2021.

[C15-2020] "End-Edge Coordinated Inference for Real-Time BYOD Malware Detection using Deep Learning", in Proc. IEEE WCNC 2020.

[C16-2020] "A New Privacy-Preserving Framework based on Edge-Fog-Cloud Continuum for Load Forecasting", in Proc. IEEE WCNC 2020.

[C17-2019] "Moving to Green Edges: A Cooperative MEC Framework to Reduce Energy Demand of Clouds", in Proc. IEEE Globecom Workshop 2019.

[C18-2019] "Global Orchestration of Cooperative Defense against DDoS Attacks for MEC", in Proc. IEEE WCNC 2019.

[C19-2018] "Online Orchestration of Cooperative Defense against DDoS Attacks for 5G MEC", in Proc. IEEE WCNC 2018.

[C20-2018] "Exploring the Behaviors and Threats of Pollution Attack in Cooperative MEC Caching", in Proc. IEEE WCNC 2018.

[C21-2018] "Designing Pricing Incentive Mechanism for Proactive Demand Response in Smart Grid", in Proc. IEEE ICC 2018.

[C22-2018] "Distributed Energy Management of P2P Energy Sharing in Energy Internet Based on Cloud Energy Storage", in Proc. ACM e-Energy 2018.

[C23-2018] "A New Digital Power Supply System for Fog and Edge Computing", in Proc. IEEE 14th International Wireless Communications & Mobile Computing Conference (IWCMC) 2018, pp. 1513-1517.

[C24-2017] "A Game Theoretical Framework for Improving the Quality of Service in Cooperative RAN Caching", in Proc. IEEE ICC 2017. (EI Indexed)

[C25-2017] "A New Framework for Peer-to-Peer Energy Sharing and Coordination in the Energy Internet", in Proc. IEEE ICC 2017. (EI Indexed)

[C26-2017] "Ameliorate Half-duplex Relaying via Cooperative Caching for Content Accessing", in Proc. IEEE WCNC 2017. (EI Indexed)

[C27-2017] "A New Framework for M2M Traffic Aggregation in LTE-A and Beyond Networks", in Proc. IEEE WCNC 2017. (EI Indexed)

[C28-2016] "Feasibility Analysis and Self-organizing Algorithm for RAN Cooperative Caching", in Proc. IEEE WCNC 2016. (EI Indexed)

[C29-2016] "Mobility Prediction based Seamless RAN-Cache Handover in HetNet", in Proc. IEEE WCNC 2016. (EI Indexed)

[C30-2016] "Performance and Implications of RAN Caching in LTE Mobile Networks: A Real Traffic Analysis", in Proc. IEEE SECON 2016. (EI Indexed)

[C31-2015] "iCacheOS: In-RAN Caches Orchestration Strategy through Content Joint Wireless and Backhaul Routing in Small-Cell Networks", in Proc. IEEE Globecom 2015, pp. 1200-1207, 2015.

[C32-2015] "Joint Wireless and Backhaul Load Balancing in Cooperative Caches enabled Small-Cell Networks", in Proc. IEEE PIMRC 2015, pp. 1200-1207, 2015.

[C33-2015] "High-Resolution Cell Breathing for Improving Energy Efficiency of Ultra-Dense HetNets", in Proc. IEEE WCNC 2015, New Orleans, USA, pp. 1470-1475.

[C34-2014] "Optimal Joint Transmission Scheduling for Green Energy Powered Coordinated Multi-Point Transmission System", in Proc. IEEE Globecom 2014, Austin USA, 2014. (EI Indexed)

[C35-2014] "An Enhanced Circuit-Based Battery Model with Considerations of Temperature Effect", in Proc. IEEE ECCE 2014, Pittsburgh, USA. (EI Indexed)

[C36-2014] "Stochastic Queue Modeling and Key Design Metrics Analysis for Solar Energy Powered Cellular Networks", in Proc. IEEE ICNC 2014, USA Honolulu, 2014. (EI Indexed)

[C37-2014] "Liquid Cell Management for Reducing Energy Consumption Expenses in Hybrid Energy Powered Cellular Networks", in Proc. IEEE WCNC 2014, Istanbul, 2014. (EI Indexed)

[C38-2013] "Energy Sustainability Modeling and Liquid Cell Management in Green Cellular Networks", in Proc. ICC 2013, Budapest, 2013. (EI Indexed)

[C39-2013] "Probability Weighted Based Spectral Resources Allocation Algorithm in Hetnet under Cloud-RAN Architecture", in Proc. IEEE ICCC 2013, Xi’an, 2013. (EI Indexed)

[C40-2013] "Cross-layer Design Based Sustainability and Energy-efficiency Optimization in Femtocell Networks with Sustainable Energy", in Proc. IEEE WCNC 2013, Shanghai, 2013. (EI Indexed)

[C41-2012] "Prediction Handover Trigger Scheme for Reducing Handover Latency in Two-tier Femtocell Networks", in Proc. IEEE Globecom 2012, Anaheim USA, pp. 5352-5357, 2012. (EI 检索，10.1109/GLOCOM.2012.6503934)

[C42-2012] "Achievable energy efficiency in cooperative transmission system with frequency-selective power allocation", in Proc. IEEE Globecom 2012. (EI Indexed)

[C43-2011] "Pseudo-Handover Based Power and Subchannel Adaptation Scheme for OFDMA Two-tier Femtocell Networks", in Proc. IEEE WCNC 2011, Cancun, Mexico, pp. 1797-1802. (EI 检索，DOI：10.1109/WCNC.2011.5779269)

[C44-2011] "Optimal power allocation based on power cost in regenerative relaying system", in Proc. ICIME, 2010, pp. 90-93, Beijing, 2011. (EI Indexed)

[C45-2010] "A Novel Analysis of Capacity, Optimal Power and Sub-channel Adaptation for Femtocell Networks", in Proc. 3rd IEEE International Conference on Broadband Network & Multimedia Technology (IC-BNMT 2010), 2010, pp. 258-262. (EI 检索)

[C46-2010] "Graph Method based Clustering Strategy for Femtocell Interference Management and Spectrum Efficiency Improvement", in Proc. IEEE 6th International Conference on Wireless Communications Networking and Mobile Computing (WiCOM 2010), pp. 1-5. (EI Indexed)

[C47-2010] "Analysis of Outage Capacity for DF Dual-Hop Relay and Optimal Power Allocation", in Proc. IET-WSN, 2010, pp. 194-197, Beijing, 2011. (EI Indexed)

•      IEEE IWCMC 2018最佳论文奖 2018
  
• 入选领跑者5000——中国精品科技期刊顶尖学术论文 2018
• IEEE ICNC 2014最佳论文奖(录用率23.6%，3篇最佳论文中评分排名第1)             2014
• 中国科学院声学研究所建所50周年暨第五届学术交流会，最佳论文奖                2014