Feng Lyu
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Feng Lyu - Publications

Books

  1. Feng Lyu, Minglu Li, and Xuemin (Sherman) Shen, Vehicular Networking for Road Safety, Springer Verlag, (ISBN-10: 3030512282, ISBN-13: 978-3030512286) (Monograph), Aug. 2020.

Selected Journal Papers

  1. F. Lyu, J. Ren, N. Cheng, P. Yang, M. Li, Y. Zhang, and X. Shen, LEAD: Large-Scale Edge Cache Deployment Based on Spatio-Temporal WiFi Traffic Statistics, IEEE Trans. on Mobile Computing, DoI: 10.1109/TMC.2020.2984261, Early Access, Apr. 2020.

  2. H. Wu, F. Lyu (Corresponding author), C. Zhou, J. Chen, L. Wang, and X. Shen, "Optimal UAV Caching and Trajectory in Aerial-Assisted Vehicular Networks: A Learning-Based Approach", IEEE J. Selected Areas of Communications, vol. 38, no. 12, pp. 2783-2797, Dec. 2020.

  3. F. Lyu, N. Cheng, H. Zhu, H. Zhou, W. Xu, M. Li, and X. Shen. Towards Rear-End Collision Avoidance: Adaptive Beaconing for Connected Vehicles. IEEE Trans. on Intelligent Transportation Systems, vol. 22, no. 2, pp. 1248-1263, Feb. 2021.

  4. F. Lyu, H. Zhu, N. Cheng, H. Zhou, W. Xu, M. Li, and X. Shen. Characterizing Urban Vehicle-to-Vehicle Communications for Reliable Safety Applications. IEEE Trans. on Intelligent Transportation Systems, vol. 21, no. 6, pp. 2586–2602, Jun. 2020.

  5. F. Lyu, P. Yang, H. Wu, C. Zhou, J. Ren, Y. Zhang, and X. Shen, "Service-Oriented Dynamic Resource Slicing and Optimization for Space-Air-Ground Integrated Vehicular Networks", IEEE Trans. on Intelligent Transportation Systems, to appear, 2021.

  6. F. Lyu, F. Wu, Y. Zhang, J. Xin, and X. Zhu. Virtualized and Micro Services Provisioning in Space-Air-Ground Integrated Network, IEEE Wireless Communications Magazine, vol. 27, no. 6, pp. 68-74, Dec. 2020.

  7. W. Chen, F. Lyu (Corresponding author), F. Wu, P. Yang, J. Ren, FLAG: Flexible, Accurate, and Long-Time User Load Prediction in Large-Scale WiFi System Using Deep RNN, IEEE Internet of Things Journal, to appear, 2021.

  8. W. Chen, F. Lyu (Corresponding author), F. Wu, P. Yang, G. Xue, M. Li, Sequential Message Characterization for Early Classification of Encrypted Internet Traffic, IEEE Trans. on Vehicular Technology, to appear, 2021.

  9. W. Zhuang, Q. Ye, F. Lyu, N. Cheng, J. Ren. SDN/NFV-Empowered Future IoV With Enhanced Communication, Computing, and Caching. Proceedings of the IEEE, 108(2): 274-291, 2020.

  10. J. Ren, K. M. Mahfujul, F. Lyu (Corresponding author), S. Yue, Y. Zhang. Joint Channel Allocation and Resource Management for Stochastic Computation Offloading in MEC, IEEE Trans. on Vehicular Technology, vol. 69, no. 8, pp. 8900-8913, Aug. 2020.

  11. N. Cheng, F. Lyu, W. Quan, C. Zhou, H. He, W. Shi, and X. Shen. Space/Aerial-Assisted Computing Offloading for IoT Applications: A Learning-based Approach. IEEE J. Selected Areas of Communications, 37(5): 1117-1129, 2019.

  12. F. Lyu, L. Fang, G. Xue, H. Xue, M. Li. Large-Scale Full WiFi Coverage: Deployment and Management Strategy Based on User Spatio-Temporal Association Analytics. IEEE Internet of Things Journal, 6(6): 9386-9398, 2019

  13. F. Lyu, J. Ren, P. Yang, N. Cheng, W. Tang, Y. Zhang, and X. Shen. Fine-Grained TDMA MAC Design Towards Ultra-Reliable Broadcast for Autonomous Driving. IEEE Wireless Communications Magazine, 26(4): 46-53, 2019.

  14. P. Yang, F. Lyu (Corresponding author), W. Wu, N. Zhang, L. Yu, and X. Shen. Edge Coordinated Query Configuration for Low-Latency and Accurate Video Analytics. IEEE Trans. on Industrial Informatics, vol. 16, no. 7, pp. 4855-4864, July 2020.

  15. F. Lyu, N. Cheng, H. Zhu, H. Zhou, W. Xu, and X. Shen. Intelligent Context-Aware Communication Paradigm Design for IoVs based on Data Analytics. IEEE Network, 32(6): 74-82, 2018.

  16. F. Lyu, H. Zhu, H. Zhou, W. Xu, N. Zhang, M. Li, and X. Shen. SS-MAC: A Novel Time Slot-Sharing MAC for Safety Messages Broadcasting in VANETs. IEEE Trans. on Vehicular Technology, 67(4): 3586-3597, 2018.

  17. F. Lyu, N. Cheng, H. Zhou, W. Xu, W. Shi, J. Chen, M. Li. DBCC: Leveraging Link Perception for Distributed Beacon Congestion Control in VANETs. IEEE Internet of Things Journal, 5(6): 4237-4249, 2018

  18. F. Lyu, H. Zhu, H. Zhou, L. Qian, W. Xu, M. Li, and X. Shen. MoMAC: Mobility-Aware and Collision-Avoidance MAC for Safety Applications in VANETs. IEEE Trans. on Vehicular Technology, 67(11): 10590-10602, 2018.

  19. W. Chen, F. Lyu (Corresponding Author), F. Wu, P. Yang, G. Xue, M. Li. Sequential Message Characterization for Early Classification of Encrypted Internet Traffic. IEEE Trans. on Vehicular Technology, to appear, 2021.

  20. W. Xu, W. Shi, F. Lyu (Corresponding author), H. Zhou, N. Cheng, and X. Shen. Throughput Analysis of Vehicular Internet Access via Roadside WiFi Hotspot. IEEE Trans. on Vehicular Technology, 68(4): 3980-3991, 2019.

  21. S. Zhang, J. Chen, F. Lyu (Corresponding author), N. Cheng, W. Shi, X. Shen. Vehicular Communication Networks in Automated Driving Era. IEEE Communications Magazine, 56(9): 26-33, 2018.

  22. N. Cheng, F. Lyu, J. Chen, W. Xu, H. Zhou, S. Zhang, and X. Shen. Big Data Driven Vehicular Networks. IEEE Network, 32(6): 160-167, 2018.

  23. B. Qian, H. Zhou, F. Lyu, J. Li, T. Ma, F. Hou. Toward Collision-Free and Efficient Coordination for Automated Vehicles at Unsignalized Intersection. IEEE Internet of Things Journal, 6(6): 10408-10420, 2019.

  24. X. Cao, P. Yang, F. Lyu, J. Han, Y. Li, D. Guo, X. Shen. Trajectory Penetration Characterization for Efficient Vehicle Selection in HD Map Crowdsourcing. IEEE Internet of Things Journal, vol. 8, no. 6, pp. 4526-4539, Mar. 2021.

  25. C. Zhou, W. Wu, H. He, P. Yang, F. Lyu, N. Cheng, X. Shen. Deep Reinforcement Learning for Delay-Oriented IoT Task Scheduling in Space-Air-Ground Integrated Network. IEEE Transactions on Wireless Communications, vol. 20, no. 2, pp. 911-925, Feb. 2021.

  26. Y. Liu, W. Wang, H. H Cheny, F. Lyu, L. Wang, W. Meng, X. Shen. Physical Layer Security Assisted Computation Offloading in Intelligently Connected Vehicle Networks. IEEE Transactions on Wireless Communications, Early Access, DoI: 10.1109/TWC.2021.3051772, Jan. 2021.

  27. W. Xu, H. Zhou, N. Cheng, F. Lyu, W. Shi, J. Chen, and X. Shen. Internet of Vehicles in Big Data Era. IEEE/CAA J. Automatica Sinica (invited paper), 5(1): 19-35, 2018.

  28. W. Shi, J. Li, N. Cheng, F. Lyu, S. Zhang, H. Zhou, and X. Shen. Multi-Drone 3D Trajectory Planning and Scheduling in Drone Assisted Radio Access Networks. IEEE Trans. on Vehicular Technology, 68(8): 8145-8158, 2019.

  29. F. Wu, W Yang, J. Ren, F. Lyu, P. Yang, Y. Zhang, and X. Shen. Named Data Networking Enabled Power Saving Mode Design for WLAN. IEEE Trans. on Vehicular Technology, 69(1): 901-913, 2020.

  30. W. Xu, H. Zhou, H. Wu, F. Lyu, N. Cheng, and X. Shen. Intelligent Link Adaptation in 802.11 Vehicular Networks: Challenges and Solutions. IEEE Communications Standards Magazine, 3(1): 12-18, 2019.

  31. H. Xue, J. Yu, L. Lu, F. Lyu, F. Tang, M. Li. Push the limit of Multipath Profiling using Commodity WiFi Devices with Limited Bandwidth. IEEE Trans. on Vehicular Technology, vol. 69, no. 4, pp. 4142-4154, April 2020.

Selected Conference Papers

  1. Y. Deng, F. Lyu (Corresponding Author), J. Ren, Y. Zhang, Y. Zhou, Y. Zhang, Y. Yang. SHARE: Shaping Data Distribution at Edge for Communication-Efficient Hierarchical Federated Learning, Proc. IEEE ICDCS'21, accepted to appear.

  2. Y. Deng, F. Lyu (Corresponding Author), J. Ren, Y. Chen, P. Yang, Y. Zhou, Y. Zhang. FAIR: Quality-Aware Federated Learning with Precise User Incentive and Model Aggregation, Proc. IEEE INFOCOM'21, accepted to appear.

  3. F. Lyu, J. Ren, P. Yang, N. Cheng, Y. Zhang, and X. Shen. SoSA: Socializing Static APs for Edge Resource Pooling in Large-Scale WiFi System. Proc. IEEE INFOCOM'20, Toronto, Canada, July 6-9, 2020.

  4. F. Lyu, J. Ren, N. Cheng, P. Yang, M. Li, Y. Zhang, and X. Shen. Demystifying Traffic Statistics for Edge Cache Deployment in Large-Scale WiFi System. Proc. IEEE ICDCS'19, Dallas, Texas, USA, July 7-10, 2019.

  5. F. Lyu, J. Ren, N. Cheng, P. Yang, M. Li, Y. Zhang, and X. Shen. Big Data Analytics for User Association Characterization in Large-Scale WiFi System. Proc. IEEE ICC'19, Shanghai, China, May 20-24, 2019 (The Best Paper Award).

  6. F. Lyu, H. Zhu, N. Cheng, Y. Zhu, H. Zhou, W. Xu, G. Xue, M. Li. ABC: Adaptive Beacon Control for Rear-End Collision Avoidance in VANETs. Proc. IEEE SECON'18, Hong Kong, China, Jun 11-13, 2018.

  7. F. Lyu, P. Yang, H. Wu, C. Zhou, J. Ren, Y. Zhang, and X. Shen, "Dynamic Spectrum Slicing and Optimization in SAG Integrated Vehicular Networks", Proc. IEEE VTC'20-Fall, Victoria, BC Canada, Oct. 4-7, 2020.

  8. F. Lyu, P. Yang, W. Shi, H. Wu, W. Wu, N. Cheng, and X. Shen. Online UAV Scheduling Towards Throughput QoS Guarantee for Dynamic IoVs. Proc. IEEE ICC'19, Shanghai, China, May 20-24, 2019.

  9. F. Lyu, H. Zhu, H. Xue, Y. Zhu, S. Chang, M. Dong, M. Li. An Empirical Study on Urban IEEE 802.11 p Vehicle-to-Vehicle Communication. Proc. IEEE SECON'16, London, UK, Jun 27-30, 2016.

  10. L. Fang, G. Xue, F. Lyu (Corresponding author), H. Sheng, F. Zou, M. Li. Intelligent Large-Scale AP Control with Remarkable Energy Saving in Campus WiFi System. Proc. IEEE ICPADS'18, Singapore, Dec. 11-13, 2018.

  11. R. Jin, G. Xue, F. Lyu (Corresponding author), H Sheng, G Liu, M. Li. Leveraging Inner-Connection of Message Sequence for Traffic Classification: A Deep Learning Approach. Proc. IEEE ICPADS'18, Singapore, Dec. 11-13, 2018.

  12. W. Shi, J. Li, N. Cheng, F. Lyu, Y. Dai, H. Zhou, and X. Shen. 3D Multi-Drone-Cell Trajectory Design for Efficient IoT Data Collection. Proc. IEEE ICC'19, Shanghai, China, May 20-24, 2019.

  13. F. Wu, W. Yang, J. Ren, F. Lyu, P. Yang, Y. Zhang, and X. Shen. Cutting Down Idle Listening Time: A NDN-Enabled Power Saving Mode Design for WLAN. Proc. IEEE ICC'19, Shanghai, China, May 20-24, 2019.

  14. C. Zhou, W. Wu, H. He, P. Yang, F. Lyu, N. Cheng, and X. Shen. Delay-aware IoT Task Scheduling in Space-air-ground Integrated Network. Proc. IEEE Globecom'19, Waikoloa, HI, USA, Dec. 9-13, 2019.

  15. X. Cao, Y. Li, J. Han, P. Yang, F. Lyu, D. Guo, and X. Shen. Online Worker Selection Towards High Quality Map Collection for Autonomous Driving. Proc. IEEE Globecom'19, Waikoloa, HI, USA, Dec. 9-13, 2019.

  16. C. Zhou, H. He, P. Yang, F. Lyu, W. Wu, N. Cheng, and X. Shen. Deep RL-based Trajectory Planning for AoI Minimization in UAV-assisted IoT. Proc. WCSP'19, Xian, China, Oct. 23-25, 2019.

  17. H. Wu, J. Chen, F. Lyu, L. Wang, and X. Shen. Joint Caching and Trajectory Design for Cache-Enabled UAV in Vehicular Networks. Proc. WCSP'19, Xian, China, Oct. 23-25, 2019.

  18. W. Xu, H. Zhou, W. Shi, F. Lyu, and X. Shen. Throughput Analysis of In-Vehicle Internet Access via On-Road WiFi Access Points. Proc. IEEE VTC'17-Fall, Toronto, Canada, Sept. 24-27, 2017.