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朱力

（北京交通大學教授）

鎖定
朱力，男，北京交通大學教授。
中文名
朱力
國    籍
中國
民    族
漢
出生地
浙江長興
畢業院校
北京交通大學
加拿大卡爾頓大學
學位/學歷
博士研究生
專業方向
人工智能、交通智能控制與優化、交通系統仿真與測試、交通系統感知與大數據、控制工程
學術代表作
L. Zhu, H. Liang, H. Wang, B. Ning and T. Tang, "Joint Security and Train Control Design in Blockchain Empowered CBTC System," in IEEE Internet of Things Journal, doi: 10.1109/JIOT.2021.3097156.(SCI) [1] 
主要成就
川藏鐵路專項: 川藏線建設期臨時通信系統的設計與優化, 2021-2023
職    稱
教授

目錄

  1. 1 人物經歷
  2. 2 研究方向
  3. 3 論文期刊
  4. 4 獲獎記錄
  5. 5 社會任職

朱力人物經歷

2012年6月畢業於北京交通大學電子信息工程學院，獲工學博士學位。2009-10年期間， 加拿大卡爾頓大學，從事隨機系統控制優化工作。

朱力研究方向

人工智能、交通智能控制與優化、交通系統仿真與測試、交通系統感知與大數據、控制工程

朱力論文期刊

Journal Papers
  1. L. Zhu, H. Liang, H. Wang, B. Ning and T. Tang, "Joint Security and Train Control Design in Blockchain Empowered CBTC System," in IEEE Internet of Things Journal, doi: 10.1109/JIOT.2021.3097156.(SCI)
  2. Wang, Hongwei, Qianqian Zhao, Siyu Lin, Dongliang Cui, Chengcheng Luo, Li Zhu, Xi Wang, and Tao Tang. "A Reinforcement Learning Empowered Cooperative Control Approach for IIoT-Based Virtually Coupled Train Sets." IEEE Transactions on Industrial Informatics 17, no. 7 (2020): 4935-4945.
  3. D. Zhang, F. R. Yu, R. Yang and L. Zhu, "Software-Defined Vehicular Networks With Trust Management: A Deep Reinforcement Learning Approach," in IEEE Transactions on Intelligent Transportation Systems, doi: 10.1109/TITS.2020.3025684. (SCI)
  4. Y. Li, L. Zhu, H. Wang, F. R. Yu and S. Liu, "A Cross-Layer Defense Scheme for Edge Intelligence-Enabled CBTC Systems Against MitM Attacks," in IEEE Transactions on Intelligent Transportation Systems, vol. 22, no. 4, pp. 2286-2298, April 2021. (SCI)
  5. G. Hua, L. Zhu, J. Wu, C. Shen, L. Zhou and Q. Lin, "Blockchain-Based Federated Learning for Intelligent Control in Heavy Haul Railway," in IEEE Access, vol. 8, pp. 176830-176839, 202 (SCI)
  6. Zhu, Li; Y. Li, F. R. Yu, B. Ning, T. Tang and X. Wang, "Cross-Layer Defense Methods for Jamming-Resistant CBTC Systems," in IEEE Transactions on Intelligent Transportation Systems, vol. 22, no. 11, pp. 7266-7278, Nov. 2021. (SCI)
  7. S. Liu, I. Zenelis, Y. Li, X. Wang, Q. Li and L. Zhu, "Markov Game for Securing Wide-Area Damping Control Against False Data Injection Attacks," to be appear in IEEE Systems Journal. (SCI)
  8. J. Feng, F. R. Yu, Q. Pei, J. Du and L. Zhu, "Joint Optimization of Radio and Computational Resources Allocation in Blockchain-Enabled Mobile Edge Computing Systems," in IEEE Transactions on Wireless Communications, vol. 19, no. 6, pp. 4321-4334, June 2020.
  9. X. Wang, L. Zhu*, H. Wang, T. Tang and K. Li, "Robust Distributed Cruise Control of Multiple High-Speed Trains Based on Disturbance Observer," in IEEE Transactions on Intelligent Transportation Systems. (SCI)
  10. J. Feng, F. R. Yu, Q. Pei, X. Chu, J. Du and L. Zhu, "Cooperative Computation Offloading and Resource Allocation for Blockchain-Enabled Mobile Edge Computing: A Deep Reinforcement Learning Approach," in IEEE Internet of Things Journal.(SCI)
  11. X. Wang, L. Liu, T. Tang, and L. Zhu*, “Train-centric CBTC Meets Age of Information in Train-to-Train Communications”, accept by IEEE Transactions on Intelligent Transportation Systems.(SCI)
  12. X. Wang, L. Liu, L. Zhu*, and T. Tang, “Joint Security and QoS Provisioning in Train-Centric CBTC Systems Under Sybil Attacks”, IEEE Access, 7 (2019): 91169-91182. (SCI)
  13. S. Wang, L. Zhu*, K. Xu, L. Zhang, and X. Wang, “Reliability Evaluation for LTE Based CBTC Train Ground Communication Systems,”in Journal of Advanced Transportation, vol. 2019, 11 pages, October 2019. (SCI)
  14. L. Zhu, D. Yao and H. Zhao, "Reliability Analysis of Next-Generation CBTC Data Communication Systems," in IEEE Transactions on Vehicular Technology, vol. 68, no. 3, pp. 2024-2034, March 2019.（SCI）
  15. L. Zhu, F. R. Yu, Y. Wang, B. Ning and T. Tang, "Big Data Analytics in Intelligent Transportation Systems: A Survey," in IEEE Transactions on Intelligent Transportation Systems, vol. 20, no. 1, pp. 383-398, Jan. 2019.（SCI）
  16. Li Zhu, Fei Richard Yu, Victor C. M. Leung, Hongwei Wang, Cesar Briso-Rodríguez, and Yan Zhang, “Communications and Networking for Connected Vehicles,” Wireless Communications and Mobile Computing, vol. 2018 (SCI)
  17. Li Zhu, Fei Wang, and Hongli Zhao, “QoS-Aware Resource Allocation for Network Virtualization in an Integrated Train Ground Communication System,” Wireless Communications and Mobile Computing, vol. 2018 (SCI)
  18. L. Zhu, Y. He, F. R. Yu, B. Ning, T. Tang and N. Zhao, "Communication-Based Train Control System Performance Optimization Using Deep Reinforcement Learning," in IEEE Transactions on Vehicular Technology, vol. 66, no. 12, pp. 10705-10717, Dec. 2017 (SCI)
  19. L. Zhu, F. R. Yu, T. Tang and B. Ning, "An Integrated Train–Ground Communication System Using Wireless Network Virtualization: Security and Quality of Service Provisioning," in IEEE Transactions on Vehicular Technology, vol. 65, no. 12, pp. 9607-9616, Dec. 2016. (SCI)
  20. L. Zhu, F. R. Yu, T. Tang and B. Ning, "Handoff Performance Improvements in an Integrated Train-Ground Communication System Based on Wireless Network Virtualization," in IEEE Transactions on Intelligent Transportation Systems, vol. 18, no. 5, pp. 1165-1178, May 2017. (SCI)
  21. L. Zhu, F.R. Yu, B. Ning, and T. Tang, “Handoff Performance Improvements in MIMO-Enabled Communication-Based Train Control Systems,” IEEE Trans. Intell. Transp. Sys., vol. 13, no. 2, pp. 582-593, June 2012. (SCI)
  22. L. Zhu, F.R. Yu, B. Ning, and T. Tang, “Cross-Layer Handoff Design in MIMO-Enabled WLANs for Communication-Based Train Control (CBTC) Systems,” IEEE J. Sel. Areas in Comm. (JSAC), vol. 30, no. 4, pp. 719-728, Mar. 2012. (SCI)
  23. L. Zhu, F. R. Yu, B. Ning, and T. Tang, “Design and Performance Enhancements in Communication-Based Train Control Systems With Coordinated Multipoint Transmission and Reception,” IEEE Trans. Intell. Transp. Sys., vol. 15,pp. 1258–1272, JUN 2014. (SCI)
  24. L. Zhu, F. R. Yu, B. Ning, and T. Tang, “Communication-Based Train Control (CBTC) Systems With Cooperative Relaying: Design and Performance Analysis,” IEEE Transactions on Vehicular Technology, vol. 63, pp. 2162–2172, JUN 2014. (SCI)
  25. L. Zhu, F.R. Yu, B. Ning, and T. Tang, “Cross Layer Design for Video Transmissions in Metro Passenger Information Systems,” IEEE Trans. Vehicular Technology, vol. 60, no. 3, pp. 1171-1181, Mar. 2011 (SCI)
  26. L. Zhu, F.R. Yu, B. Ning, and T. Tang, “Handoff Management in Communication-Based Train Control Networks Using Stream Control Transmission Protocol and IEEE802.11p WLANs,” EURASIP Journal on Wireless Communications and Networking, Nov. 2011. (SCI)
  27. L. Zhu, F.R. Yu, B. Ning, and T. Tang, “Service Availability Analysis in Communication-based Train Control (CBTC) Systems Using WLANs,” Wireless Communications and Mobile Computing , Volume 15, Issue 1, pages 16–29, January 2015 (SCI)
  28. L. Zhu, F.R. Yu, B. Ning, and T. Tang, “Optimal Charging Control for Plug-in Electric Vehicles in Smart Microgrids Fueled by Renewable Energy Sources,” International Journal of Green Energy, vol. 10, no. 9, 2013 (SCI)
  29. L. Zhu, F. R. Yu, B. Ning, and T. Tang, “A joint design of security and quality-of-service (QoS) provisioning in vehicular ad hoc networks with cooperative communications,” EURASIP Journal on Wireless Communications and Networking, 2013 (SCI).
  30. L. Zhu, F.R. Yu and B. Ning, “Video-aware Cross-layer Design in Train-ground Wireless Communication Networks,” IEEE COMSOC MMTC E-Letter, Vol.6, No.2, February 2011 (Invited published)
  31. L. Zhu, B. Ning “Train-Ground Communication System Design In CBTC Based on IEEE 802.11g,” China Railway Science vol. 31, no. 5, pp. 119-124, 2010（EI published in Chinese）
  32. L. Zhu, B. Ning, Hailin Jiang “802.11g Based CBTC Train-Ground Communication Subsystem Modeling and Analysis,” Railway Journal（EI published in Chinese）
  33. H. Wang, F.R. Yu, L. Zhu, T. Tang, and B. Ning, “Modeling of Communication-based Train Control (CBTC) Radio Channel with Leaky Waveguide”, IEEE Antennas and Wireless Propagation Letters, vol. 12, pp. 1061-1064, Sept. 2013.
  34. H. Wang, F.R. Yu, L. Zhu, T. Tang, and B. Ning, “Finite-State Markov Modeling of Leaky Waveguide Channels in Communication-based Train Control (CBTC) Systems”, IEEE Comm. Letters, vol. 17, no. 7, pp. 1408-1411, July 2013.
  35. H. Wang, F.R. Yu, L. Zhu, T. Tang, and B. Ning, "Finite-State Markov Modeling for Wireless Channels in Tunnel Communication-Based Train Control Systems," IEEE Transactions on Intelligent Transportation Systems, vol.15, no.3, pp.1083-1090, June 2014.
  36. H. Wang, F. Yu, L. Zhu, T. Tang, and B. Ning, “A cognitive control approach to communication-based train control systems,” Intelligent Transportation Systems, IEEE Transactions on, vol. PP, no. 99, pp. 1–14, 2015.
  37. Di Wu, Gang Zhu, Li Zhu and Bo Ai, “Trust-based Relay Selection in Relay-based Networks” KSII transactions on internet and information systems, vol.6, no.10, 2012 (SCI)
  38. Bing Bu, Shuhuan Wen, Jingwei Yang, L. Zhu, “Predictive Function Control for Communication Based Train Systems,” International Journal of Advanced Robotic Systems , vol.10, 2013(SCI)
  39. Yan Zhang，Tao Tang，Keping Li, MERA jose Manuel, L. Zhu, “Formal Verification of Safety Protocol in Train Control System,” Science China, Vol.54, No.11, pp.3078-3090, 2011 (SCI)
  40. K. Li, F. Richard Yu, L. Zhu, T. Tang, and B. Ning, “Cooperative and Cognitive Wireless Networks for Train Control Systems,” Springer/ACM Wireless Networks, Nov. 2015, Vol. 21, Issue 8, pp 2545-2559(SCI)
  41. Cheng Wang, Li Zhu, Parameter identification of a class of nonlinear systems based on the multi-innovation identification theory, Journal of the Franklin Institute, Volume 352, Issue 10, October 2015, Pages 4624-4637(SCI)
Conference Papers
  1. L. Zhu, F.R. Yu and B. Ning, “Cross Layer Design for Video Transmissions in Metro Passenger Information Systems,”to be presented at IEEE Globecom’10, Miami, FL, USA, Dec. 2010. (EI, ISTP)
  2. L. Zhu, F.R. Yu and B. Ning, “An Optimal Handoff Decision Algorithm for Communication-Based Train Control (CBTC) Systems,” in Proc. IEEE VTC’10F,Ottawa,ON,Canada, Sept. 2010. (EI, ISTP)
  3. L. Zhu, Yan Zhang, Bin Ning, Hailin Jiang, “Train-Ground Communication in CBTC Based on 802.11b: Design and Performance Research,” Communications and Mobile Computing, 2009. CMC '09. WRI International Conference on, vol.2, no., pp.368-372, 6-8 Jan. 2009. (EI, ISTP)
  4. L. Zhu, Hongwei Wang, Bin Ning , “An experimental study of rectangular leaky waveguide in CBTC,” Intelligent Vehicles Symposium, 2009 IEEE , vol., no., pp.951-954, 3-5 June 2009. (EI, ISTP)
  5. L. Zhu, F.R. Yu and B. Ning, “Cross Layer design in MIMO-Enabled Communication-Based Train Control Systems,” in Proc. IEEE Globcom’11, 2011. (EI, ISTP)
  6. L. Zhu, F.R. Yu and B. Ning, “Stochastic Charging Management for Plug-in Electric Vehicles in Smart Microgrids Fueled by Renewable Energy Sources,” submitted to IEEE GreenCom'11. (EI, ISTP)
  7. L. Zhu, F.R. Yu and B. Ning, “A Seamless Handoff Scheme for Train-Ground Communication Systems in CBTC,” in Proc. IEEE VTC’10F, Ottawa, ON, Canada, Sept. 2010. (EI, ISTP)
  8. L. Zhu, F.R. Yu and B. Ning, “Availability Improvement for WLAN-based Train-Ground Communication Systems in Communication-based Train Control (CBTC),” in Proc. IEEE VTC’10F, Ottawa, ON, Canada, Sept. 2010. (EI, ISTP)
  9. L. Zhu, F.R. Yu, B. Ning and T. Tang, “Optimal Charging Control for Electric Vehicles in Smart Microgrids with Renewable Energy Sources,” in Proc. IEEE VTC’12Spring, Yokohama, Oct. 2011. (EI, ISTP)
  10. L. Zhu, F.R. Yu, B. Ning and T. Tang, “Service Availability Analysis in Communication-based Train Control (CBTC) Systems Using WLANs,” in Proc. IEEE ICC’11, Ottawa, ON, Canada, Oct. 2011. (EI, ISTP)
  11. L. Zhu, F.R. Yu, B. Ning and T. Tang, “Cross-Layer Handoff Design in Communication-Based Train Control (CBTC) Systems Using WLANs,” in Proc. IEEE VTC’12 Fall, Quebec City, QC, Canada, Oct. 2012. (EI, ISTP)
  12. L. Zhu, F.R. Yu, B. Ning and T. Tang, “Joint Security and QoS Provisioning in Cooperative Vehicular Ad Hoc Networks,” in Proc. IEEE ICC’ 13, Budapest, Hungary, Jun. 2013. (EI, ISTP)
  13. L. Zhu, F.R. Yu, B. Ning and T. Tang, “A Novel Communication-Based Train Control (CBTC) System with Cooperative Wireless Relaying,” in Proc. IEEE ICC’ 13, Budapest, Hungary, Jun. 2013. (EI, ISTP)
  14. L. Zhu, F.R. Yu, B. Ning and T. Tang, “'A Novel Communication-Based Train Control (CBTC) System with Coordinated Multi-Point Transmission and Reception” in Proc. IEEE Globecom’ 14, Austin, USA, Dec. 2014. (EI, ISTP)
  15. Yan Zhang, Li Zhu; Lijie Chen, Tao Tang; Sining Liu, ”A Method for Simulation and Analysis of Trackside Data Communication System CBTC,” Communications and Mobile Computing, 2009. CMC ’09. WRI International Conference on, vol.3, no., pp.529-533, 6-8 Jan. 2009. (EI, ISTP)
  16. Hongwei Wang, F.R. Yu, L. Zhu, B. Ning and T. Tang, “Finite-State Markov Modeling of Tunnel Channels in Communication-based Train Control (CBTC) Systems,” in Proc. IEEE ICC’ 13, Budapest, Hungary, Jun. 2013. (EI, ISTP)
  17. Hongli Zhao; Li Zhu; Hailin Jiang; Tao Tang, "Design and performance tests in an integrated TD-LTE based train ground communication system," in Intelligent Transportation Systems (ITSC), 2014 IEEE 17th International Conference on , vol., no., pp.747-750, 8-11 Oct. 2014
  18. Kaicheng Li, Li Zhu, F. R. Yu, Tao Tang and Bin Ning, "Cooperative and cognitive wireless networks for communication-based train control (CBTC) systems," Communications (ICC), 2015 IEEE International Conference on, London, 2015, pp. 3958-3962. (EI, ISTP)
  19. Li Zhu, F. R. Yu, Tao Tang and Bin Ning, " Handoff Performance Improvement in a Network Virtualization based Integrated Train Ground Communication System," Communications (ICC), 2016 IEEE International Conference on, Malaysia, 2016, pp.. (EI, ISTP)
  20. Fei Wang, Li Zhu and Hongli Zhao, "Virtual resource allocation in a network virtualization based integrated train ground communication system," 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC), Rio de Janeiro, 2016, pp. 2012-2016
  21. Yige Wang, Li Zhu, Hongli Zhao, Handover Performance Test and Analysis in TD-LTE Based CBTC Train Ground Communication Systems, CAC 2017, Oct. 2017
  22. Dingyi Yao, Li Zhu, Hongli Zhao, Availability Analysis of Next Generation CBTC Data Communication Systems, CAC 2017, Oct. 2017
  23. Y. Wang, L. Zhu, Q. Lin and L. Zhang, "Leveraging Big Data Analytics for Train Schedule Optimization in Urban Rail Transit Systems," 2018 21st International Conference on Intelligent Transportation Systems (ITSC), Maui, HI, 2018, pp. 1928-1932.
  24. X. Wang, L. Liu, T. Tang, and L. Zhu, “Next Generation Train-Centric Communication-Based Train Control System with Train-to-Train (T2T) Communications”, Proc. IEEE ICIRT Singapore, Singapore, pp. 1-5, 2018.
  25. S. Wang, L. Zhu, K. Xu, L. Zhang, X. Wang, C. Liu“LTE based CBTC Train Ground Communication Systems: Performance Tests and Reliability Evaluation,”in 2019 IEEE Global Communications Conference, December 2019.
  26. Y. Li, L. Zhu "A Bayesian game based defense scheme for CBTC systems under Man-in-the-middle attacks," in IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE - ITSC 2019, October 2019.
  27. Ma, Zhaowei, Li Zhu, and Richard Yu. "A Novel Framework of Vehicle Ad-Hoc Networks based on Virtualization and Distributed Ledger Technology." Proceedings of the 9th ACM Symposium on Design and Analysis of Intelligent Vehicular Networks and Applications. 2019.
  28. C. Shen, L. Zhu, G. Hua, L. Zhou, L. Zhang " A Deep Convolutional Neural Network Based Metro Passenger Flow Forecasting System Using a Fusion of Time and Space," in IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE - ITSC 2020, June 2020.
  29. C. Shen, L. Zhu, G. Hua, L. Zhou, L. Zhang " A Blockchain Based Federal Learning Method for Urban Rail Passenger Flow Prediction," in IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE - ITSC 2020, June 2020.
  30. L. Zhou, X. Wang, L. Zhu, C. Shen, G. Hua “Distributed optimal train adjustment and waiting passengers control for metro lines based on ADMM algorithm,” in IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE - ITSC 2020, June 2020.
專著/譯著
Li Zhu, F. Richard Yu, and Fei Wang, Introduction to Communications-Based Train Control，Advances in Communications-Based Train Control (CBTC) Systems, ISBN 978-1-4822-5743-4, CRC Press, 2015.
L. Zhu and F.R. Yu, “Handoff Management in Wireless Communication-Based Train Control Systems,” In: Shen X., Lin X., Zhang K. (eds) Encyclopedia of Wireless Networks. Springer, 2018.
專利
  1. 朱力,李陽，趙紅禮,王洪偉,唐濤，基於 5G 和雲計算技術的列車運行控制系統，專利類型：發明；專利授權號，ZL201910980114X
  2. 朱力,沈純子，王洪偉,趙紅禮,唐濤，數據通信系統中軌旁傳輸媒介的故障檢測方法及裝置，專利類型：發明；專利授權號，ZL201910769489.1
  3. 朱力,趙紅禮,蔣海林,唐濤，應用於城市軌道交通綜合通信系統的頻譜分配方法，專利類型：發明；專利授權號，ZL201710023512.3
  4. 朱力,趙紅禮,蔣海林,唐濤，應用於軌道交通的綜合業務車地通信系統，專利類型：發明；專利授權號，ZL2015 1 0415210.1
  5. 朱力,趙紅禮,蔣海林,唐濤，軌道交通系統中車地通信傳輸延遲的測量方法，專利類型：發明；專利授權號，ZL2015 1 0405476.8
  6. 朱力,趙紅禮,蔣海林,唐濤,基於車地無線通信系統的接入密鑰修改方法，專利類型：發明；專利授權號，ZL2015 1 0181452.9
  7. 朱力，步兵，王洪偉，一種檢測城市軌道交通列車控制系統中中間人攻擊的方法，專利類型：發明；專利授權號，ZL2018104410291
  8. 趙紅禮,蔣海林,唐濤,朱力,城市軌道交通系統車地無線通信認證密鑰配置系統及方法，專利類型：發明；專利授權號，ZL201510445995.7
  9. 寧濱，朱力,唐濤，步兵，一種測量切換時間的方法和設備，專利類型：發明；專利授權號，ZL200710119596.7

朱力獲獎記錄

朱力，CBTC車地通信系統跨層設計，北京市優秀博士學位論文，導師：寧濱。

朱力社會任職

  1. Lead Guest Editor, (Wiley) Wireless Communications and Mobile Computing , Special Section on Communications and Networking for Connected Vehicles
  2. TPC Co-Chair, IEEE ITSC’15 - Wireless Vehicular Communications, Qingdao, Oct. 2015.
  3. TPC Co-Chair, IEEE ITSC’16 - Wireless Vehicular Communications, Rio de Janeiro, Nov. 2016.
  4. TPC Co-Chair, IEEE ITSC’19 - Control, Communication and Emerging Technologies in Smart Rail Systems, Auckland, Nov. 2019.
  5. TPC Co-Chair, IEEE ITSC’20 - Control, Communication and Emerging Technologies in Smart Rail Systems, Greece, Sep. 2020.
  6. TPC member for IEEE ICC, IEEE Globecom
參考資料