特聘副研究员，博士/硕士研究生导师，人社部博士后国(境)外交流计划(引进项目)入选者，四川省高层次人才引进计划入选者
研究方向：工业互联网/工业控制系统/智能电网安全、数据安全与隐私计算、人工智能安全
电子邮箱：libeibei[AT]scu.edu.cn
个人主页：li-beibei.github.io 或 researchgate.net/profile/Beibei-Li-4
人才招募：欢迎对相关方向感兴趣的博士后、博士生、硕士生、本科生加入课题组开展合作研究
教育经历
Ø 新加坡南洋理工大学 (Nanyang Technological University, Singapore) 08/2014-03/2019
· 博士学位，电子电气工程学院 (School of Electrical and Electronic Engineering)
· 指导教授： Rongxing Lu 和 Gaoxi Xiao
· 研究方向：信息物理系统安全、智能电网安全
Ø 北京邮电大学 09/2010-07/2014
· 学士学位，通信工程，信息与通信工程学院
· 优秀毕业生，获得保送研究生资格
工作经历
Ø 特聘副研究员 @ 我校04/2019-至今
· 计算机网络与安全研究所，xhjc1188新黄金城
· 合作教授： 李涛
Ø 访问研究员 @ 加拿大新布伦瑞克大学 (University of New Brunswick, Canada) 03/2018-08/2018
· 加拿大网络安全研究所 (Candadian Institute for Cybersecurity)，计算机科学系 (Faculty of Computer Science)
· 指导教授：Rongxing Lu 和 Ali A. Ghorbani
项目资助
n “基于免疫的工业互联网未知网络威胁发现技术研究”，国家自然科学基金面上项目，国家自然科学基金委，2024.01 - 2027.12，主持。
n “基于基因演化的网络未知威胁自适应发现技术研究”，国家重点研发计划项目子课题，国家科学技术部，2020.11 - 2024.10，主持。
n “面向泛在电力物联网的网络威胁智能发现技术研究”，国家自然科学基金青年科学基金项目，国家自然科学基金委，2021.01 - 2023.12，主持。
n “智能电网网络威胁入侵检测技术研究”，博士后国(境)外交流计划(引进项目)，中国博士后科学基金会，2020.01 - 2021.12，主持。
n “针对智能电网中内网攻击威胁的检测和防御技术研究”，中国博士后科学基金特别资助(站前)项目，中国博士后科学基金会，2019.07 - 2021.06，主持。
n “基于人工免疫的电力系统网络风险评估技术研究”，中国博士后科学基金面上项目，中国博士后科学基金会，2020.07 - 2022.06，主持。
n “网络安全靶场演训平台开发”，四川省高新技术领域重点研发项目，四川省科学技术厅，2020.01 - 2021.12，主持。
n “工业互联网安全与智能管理平台关键技术研究与应用”，四川省高新技术领域重点研发项目，四川省科学技术厅，2023.01 - 2024.12，联合单位负责人。
n “不完备条件下基于免疫的网络安全态势自适应感知技术研究”，国家自然科学基金区域联合基金项目，国家自然科学基金委，2020.01 - 2023.12，核心骨干。
n “工业互联网多维异构数据管控平台关键技术研究”，四川省高新技术领域重点研发项目，四川省科学技术厅，2022.01 - 2023.12，核心骨干。
代表性学术成果
Ø 专著及章节
B1. Beibei Li, Rongxing Lu, and Gaoxi Xiao. "Detection of False Data Injection Attacks in Smart Grid Cyber-Physical Systems". Nov. 2020, Springer Nature.
B2. Beibei Li, Rongxing Lu, Haiyong Bao. "Behavior Rule Specification Based False Data Injection Detection Technique for Smart Grid". In Cyber Security for Industrial Control Systems: From the Viewpoint of Close-Loop, pp. 119-150, Apr. 2016, CRC Press.
Ø 期刊论文
J1. Beibei Li, Yuhao Wu, Jiarui Song, Rongxing Lu, Tao Li, Liang Zhao. "DeepFed: Federated Deep Learning for Intrusion Detection in Industrial Cyber-Physical Systems". IEEE Transactions on Industrial Informatics, vol. 17, no. 8, pp. 5615-5624, Aug. 2021. (ESI Hot Cited Paper、ESI Highly Cited Paper)
J2. Beibei Li, Gaoxi Xiao, Rongxing Lu, Ruilong Deng, Haiyong Bao. "On Feasibility and Limitations of Detecting False Data Injection Attacks on Smart Grids Using D-FACTS Devices". IEEE Transactions on Industrial Informatics, vol. 12, no. 2, pp. 854-864, Feb. 2020. (ESI Highly Cited Paper)
J3. Beibei Li, Rongxing Lu, Wei Wang, Kim-Kwang Raymond Choo. "DDOA: A Dirichlet-Based Detection Scheme for Opportunistic Attacks in Smart Grid Cyber-Physical System". IEEE Transactions on Information Forensics and Security, vol. 11, no. 11, pp. 2415-2425, Nov. 2016.
J4. Beibei Li, Rongxing Lu, Gaoxi Xiao, Tao Li, Kim-Kwang Raymond Choo. "Detection of False Data Injection Attacks on Smart Grids: A Resilience-Enhanced Scheme". IEEE Transactions on Power Systems, vol. 37, no. 4, pp. 2679-2692, Jul. 2022.
J5. Beibei Li, Yukun Jiang, Qingqi Pei, Tao Li, Liang Liu, Rongxing Lu. "FEEL: Federated End-to-End Learning with Non-IID Data for Vehicular Ad Hoc Networks". IEEE Transactions on Intelligent Transportation Systems, vol. 23, no. 9, pp. 16728-16740, Sept. 2022.
J6. Beibei Li, Yuqing Guo, Qingyun Du, Ziqing Zhu, Xiaohui Li, Rongxing Lu. "P3: Privacy-Preserving Prediction of Real-time Energy Demands in EV Charging Networks". IEEE Transactions on Industrial Informatics, vol. 19, no. 3, pp. 3029-3038, Mar. 2023.
J7. Beibei Li, Yaxin Shi, Qinglei Kong, Qingyun Du, Rongxing Lu. "Incentive-Based Federated Learning for Digital Twin Driven Industrial Mobile Crowdsensing". IEEE Internet of Things Journal, May 2023, DOI: 10.1109/JIOT.2023.3279657.
J8. Beibei Li, Shang Ma, Ruilong Deng, Kim-Kwang Raymond Choo, Jin Yang. "Federated Anomaly Detection on System Logs for the Internet of Things: A Customizable and Communication-Efficient Approach". IEEE Transactions on Network and Service Management, vol. 19, no. 2, pp. 1705-1716, Jun. 2022.
J9. Beibei Li, Rongxing Lu, Kim-Kwang Raymond Choo, Wei Wang, Sheng Luo. "On Reliability Analysis of Smart Grids under Topology Attacks: A Stochastic Petri Net Approach". ACM Transactions on Cyber-Physical Systems, vol. 3, no. 1, pp. 1-25, Jan. 2019.
J10. Beibei Li, Rongxing Lu, Wei Wang, Kim-Kwang Raymond Choo. "Distributed Host-based Collaborative Detection for False Data Injection Attacks in Smart Grid Cyber-Physical System". Journal of Parallel and Distributed Computing, vol. 103, pp. 32-41, May 2017.
J11. Beibei Li, Ziqing Zhu, Linghao Zhang, Zhengwei Chang, Liang Zhao, Arun Kumar. "EPPSQ: Achieving Efficient and Privacy-Preserving Statistics Queries over Encrypted Data in Smart Grids". Future Generation Computer Systems, vol. 149, pp. 265-279, Dec. 2023.
J12. Beibei Li, Yujie Chang, Hanyuan Huang, Wenshan Li, Tao Li, Wen Chen. "Artificial Immunity Based Distributed and Fast Anomaly Detection for Industrial Internet of Things". Future Generation Computer Systems, vol. 148, no. 2023, pp. 367-379, Nov. 2023.
J13. Beibei Li, Peiran Wang, Zerui Shao, Ao Liu, Yukun Jiang, Yizhou Li. "Defending Byzantine Attacks in Ensemble Federated Learning: A Reputation-Based Phishing Approach". Future Generation Computer Systems, vol. 147, pp. 136-148, Oct. 2023.
J14. Beibei Li, Yue Xiao, Yaxin Shi, Yuhao Wu, Qinglei Kong, Haiyong Bao. "Anti-Honeypot Enabled Optimal Attack Strategy for Industrial Cyber-Physical Systems". IEEE Open Journal of the Computer Society, vol. 1, pp. 250-261, Oct. 2020.
J15. Ao Liu, Beibei Li*, Tao Li, Pan Zhou, Rui Wang. "AN-GCN: An Anonymous Graph Convolutional Network Against Edge-Perturbing Attacks". IEEE Transactions on Neural Networks and Learning Systems, May 2022, DOI: 10.1109/ TNNLS.2022.3172296.
J16. Qinglei Kong, Feng Yin*, Rongxing Lu, Beibei Li*, Xiaohong Wang, Shuguang Cui, Ping Zhang. "Privacy-Preserving Aggregation for Federated Learning-Based Navigation in Vehicular Fog". IEEE Transactions on Industrial Informatics, vol. 17, no. 12, pp. 8453-8463, Dec. 2021.
J17. Haiyong Bao, Binbin Ren, Beibei Li, Qinglei Kong. "BBNP: A Blockchain-based Novel Paradigm for Fair and Secure Smart Grid Communications". IEEE Internet of Things Journal, vol. 9, no. 15, pp. 12984-12996, Aug. 2022.
J18. Min Meng, Gaoxi Xiao, Beibei Li. "Adaptive Consensus for Heterogeneous Multi-agent Systems under Sensor and Actuator Attacks". Automatica, vol. 122, Dec. 2020.
J19. Haiyong Bao, Rongxing Lu, Beibei Li, Ruilong Deng. "BLITHE: Behavior Rule Based Insider Threat Detection for Smart Grid". IEEE Internet of Things Journal, vol. 3, no. 2, pp. 190-205, Apr. 2016.
J20. Yuchuan Deng, Hao Jiang, Peijing Cai, Tong Wu, Pan Zhou, Beibei Li, Jing Wu, Xin Chen, Hao Lu, Kehao Wang. "Resource Provisioning for Mitigating Edge DDoS Attacks in MEC-Enabled SDVN". IEEE Internet of Things Journal, vol. 9, no. 23, pp. 24264-24280, Dec. 2022.
Ø 会议论文
C1. Beibei Li, Peiran Wang, Hanyuan Huang, Shang Ma, Yukun Jiang. "FLPhish: Reputation-Based Phishing Byzantine Defense in Ensemble Federated Learning". IEEE ISCC 2021, Athens, Greece, Sept. 5-8, 2021. (Best Paper Award)
C2. Xinghua Liu, Xiang Yang, Beibei Li*, Yanbin Xu, Hanyuan Huang, Jiaqi Li. "Resilience Enhancement for Transmission Lines with Circuit Breakers under Exogenous Uncertainties". IEEE ICICN 2023, Xi'an, China, Aug. 17-20, 2023. (Best Paper Award)
C3. Beibei Li, Yaxin Shi, Yuqing Guo, Qinglei Kong, Yukun Jiang. "Incentive and Knowledge Distillation Based Federated Learning for Cross-Silo Applications". IEEE INFOCOM WKSHPS 2022, New York, United States, May 2-5, 2022 (Virtual).
C4. Beibei Li, Qingyun Du, Jiarui Song, Aohan Li, Xiaoxia Ma. "Locating False Data Injection Attacks on Smart Grids Using D-FACTS Devices". ICSOC 2021, Dubai, Nov. 22-25, 2021 (Virtual).
C5. Beibei Li, Yaxin Shi, Qinglei Kong, Chao Zhai, Yuankai Ouyang. "Honeypot-Enabled Optimal Defense Strategy Selection for Smart Grids". IEEE GLOBECOM 2021, Madrid, Spain, Dec. 7-11, 2021.
C6. Beibei Li, Yukun Jiang, Wenbin Sun, Weina Niu, Peiran Wang. "FedVANET: Efficient Federated Learning with Non-IID Data for Vehicular Ad Hoc Netoworks". IEEE GLOBECOM 2021, Madrid, Spain, Dec. 7-11, 2021.
C7. Beibei Li, Rongxing Lu, Gaoxi Xiao, Zhou Su, Ali A. Ghorbani. "PAMA: A Proactive Approach to Mitigate False Data Injection Attacks in Smart Grids". IEEE GLOBECOM 2018, Abu Dhabi, UAE, Dec. 9-13, 2018.
C8. Beibei Li, Rongxing Lu, Gaoxi Xiao. "HMM-Based Fast Detection of False Data Injections in Advanced Metering Infrastructure". IEEE GLOBECOM 2017, Singapore, Dec. 4-8, 2017.
C9. Xinkai Wang, Beibei Li, Wanying Dai, Rongkuan Ma, Hanyuan Huang. "A Lightweight Few-Shot Attack Detection Scheme for Industrial Cognitive Radio Networks". IEEE GLOBECOM 2023, Kuala Lumpur, Malaysia, Dec. 4-8, 2023.
C10. Xiaoxia Ma, Beibei Li, Qinglei Kong, Yuankai Ouyang, Rongxing Lu. "On Secure and Efficient Data Sharing for Smart Grids: An Anti-Collusion Scheme". IEEE ICC 2021, Montreal, QC, Canada, Jun. 14-23, 2021.
C11. Yuankai Ouyang, Beibei Li, Qinglei Kong, Han Song, Tao Li. "FS-IDS: A Novel Few-Shot Learning Based Intrusion Detection System for SCADA Networks". IEEE ICC 2021, Montreal, QC, Canada, Jun. 14-23, 2021.
C12. Jiarui Song, Beibei Li, Yuhao Wu, Yaxin Shi, Aohan Li. "ReAL: A New ResNet-ALSTM Based Intrusion Detection System for the Internet of Energy". IEEE LCN 2020, Sydney, Australia, Nov. 16-19, 2020 (Virtual).
C13. Qinglei Kong, Feng Yin, Yue Xiao, Beibei Li, Xuejia Yang, Shuguang Cui. "Achieving Blockchain-Based Privacy-Preserving Location Proofs under Federated Learning". IEEE ICC 2021, Montreal, QC, Canada, Jun. 14-23, 2021.
C14. Mi Wen, Donghuan Yao, Beibei Li, Rongxing Lu. "State Estimation Based Energy Theft Detection Scheme with Privacy Preservation in Smart Grid". IEEE ICC 2018, Kansas City, MO, United States, May 20-24, 2018.
C15. Chuhan Liu, Wei Yan, Fengkai Xu, Wenlong Yang, Beibei Li. "User Behavior Simulation in ICS Cyber Ranges". PST 2022, Fredericton, NB, Canada, Aug. 22-24, 2022.
Ø 发明专利
P1. Beibei Li, Tao Li, Yuankai Ouyang, Xiaoxia Ma, Hanyuan Huang, Qingyun Du. "Few-shot Learning Based Intrusion Detection Method of Industrial Control System", Date of Patent: 2021.09.20, Patent ID: US11218502B1, U.S Patent.
P2. 李贝贝，周计，徐可意，李涛，朱永彬. "一种数据增量备份方法、装置、设备及存储介质"，授权时间：2023.06.29，专利号：ZL202110899198.1.
P3. 李贝贝，郭宇清，毛红晶，李涛，何俊江. "人工免疫模型获得方法和终端设备"，授权时间：2023.02.10，专利号：ZL202110893763.3.
P4. 李贝贝，陈又铜，印一聪，赵辉，欧阳远凯. "基于区块链的数据完整性验证方法、系统、设备及介质"，授权时间：2022.01.04，专利号：ZL202111111851.X.
P5. 李贝贝，石雅歆，徐彦斌，印一聪，李志勇. "一种基于区块链的数据备份方法、装置、设备及存储介质"，授权时间：2021.12.31，专利号：ZL202111110619.4.
P6. 李贝贝，马小霞，李涛，刘晓洁，赵辉，印一聪. "一种面向智能电网共谋性虚假数据注入攻击的检测方法"，授权时间：2021.06.22，专利号：ZL201911278060.9.
P7. 李贝贝，印一聪，武玉豪，宋佳芮，欧阳远凯，马小霞. "一种面向能源互联网的入侵检测系统及其方法"，授权时间：2021.06.22，专利号：ZL202010737804.5.
P8. 李贝贝，欧阳远凯，马小霞，兰小龙，赵亮，杨进. "一种基于小样本学习的工业控制系统入侵检测方法"，授权时间：2020.12.25，专利号：ZL202011007316.5.
P9. 李贝贝，简欣娅，王海林，张文彧，朱君. "一种基于智能合约的 Token 化电子处方流转方法"，申请时间：2021.08.06，申请号：202110899198.1.
P10. 李贝贝，杜卿芸，李涛，高飞, 黄猛. "一种工业物联网入侵检测方法、装置、设备及存储介质"，申请时间：2021.08.06，申请号：202110906425.9.
P11. 徐彦斌，李贝贝，李涛，黄瀚媛，刘翱. "一种数据恢复方法、装置、设备及存储介质"，授权时间：2021.12.31，专利号：ZL202111110656.5.
P12. 李涛，李贝贝，刘翱，李汶珊，兰小龙，何俊江，赵辉，陈文. "基于基因进化演化的未知网络威胁自适应发现方法"，申请时间：2023.02.16，申请号：202310126391.0.
P13. 李涛，黄云华，李贝贝，兰小龙，王运鹏. "一种基于语境分析的Web攻击检测方法"，授权时间：2022.07.12，专利号：ZL202110012910.1.
P14. 李涛，李汶珊，李贝贝，陈阳，兰小龙，何俊江，赵辉，陈文. "未知网络威胁的风险描述方法、装置、设备及存储介质"，申请时间：2023.12.13，申请号：202211614507.7.
P15. 李涛，李汶珊，兰小龙，黄翰媛，李贝贝，何俊江，赵辉，陈文. "未知网络威胁的风险控制方法、装置、设备及存储介质"，申请时间：2023.12.13，申请号：202211603865.8.
国际学术服务
Ø 国际会议组委会委员（Conference Organizing Committee Member）
· Track Chair, IEEE International Conference on Information, Communication and Networks (ICICN) 2023
· Track Chair, Annual International Conference on Privacy, Security and Trust (PST) 2022
· Publicity Co-Chair, IEEE International Conference on High Performance Computing & Communications (HPCC) 2021
· Publicity Chair, IEEE International Conference on Advanced and Trusted Computing (ATC) 2021
· Publication Co-Chair, International Annual Conference on Privacy, Security and Trust (PST) 2020
Ø 国际会议技术委员会委员（TPC Member）
· IEEE International Conference on Communications (ICC) 2024
· IEEE International Symposium on Parallel and Distributed Processing with Applicaitons (ISPA) 2023
· IEEE Global Communications Conference (GLOBECOM) 2023
· IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom) 2023
· IEEE International Conference on Communications (ICC) 2023
· International Conference on Computing, Networking and Communications (ICNC) 2023
· IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm) 2022
· IEEE Symposium on Computers and Communications (ISCC) 2022
· International Conference on Knowledge Science, Engineering and Management (KSEM) 2022
· IEEE Global Communications Conference (GLOBECOM) 2022
· IEEE International Conference on Communications (ICC) 2022
· IEEE Global Communications Conference (GLOBECOM) 2021
· IEEE International Conference on Communications (ICC) 2021
Ø 国际学会技术委员会委员（Society TC Member）
· Communications and Information Security Technical Committee, IEEE Computer Society
· Smart Grid Communications Technical Committee, IEEE Computer Society
· Security and Privacy Technical Community, IEEE Computer Society
· Electronic Power Grid Systems Security Technical Committee, IEEE Power Electronics Society
· Control and Modeling of Power Electronics Technical Committee, IEEE Power Electronics Society
Ø 国际学术期刊和会议审稿人（Reviewer）
· IEEE Transactions on Information Forensics and Security (TIFS)
· IEEE Transactions on Dependable and Secure Computing (TDSC)
· IEEE Transactions on Systems, Man and Cybernetics: Systems (TSMCA)
· IEEE Transactions on Industrial Informatics (TII)
· IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
· IEEE Journal on Selected Areas in Communications (JSAC)
· IEEE Transactions on Smart Grid (TSG)
· IEEE Transactions on Power Systems (TPWRS)
· IEEE Transactions on Wireless Communications (TWC)
· IEEE Internet of Things Journal (IoT-J)
· IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
· International Joint Conference on Artificial Intelligence (IJCAI)
· The AAAI Conference on Artificial Intelligence (AAAI)
· IEEE Global Communications Conference (GLOBECOM)
· IEEE International Conference on Communications (ICC)
人才培养
课程讲授：为本科生讲授《计算机组成与体系结构 Computer Organization and Architecture》、《网络空间安全新技术专题》、《网络安全综合实验》以及吴玉章学院《Seminar研讨课程》等课程，为博士研究生讲授《工业控制系统安全 Cybersecurity for Industrial Control Systems》等课程，荣获我校“课堂教学质量优秀奖”等称号。
竞赛指导：指导本科生多次获得全国大学生信息安全竞赛作品赛、中国高校计算机大赛-网络技术挑战赛、中国软件杯-大学生软件设计大赛、大学生创新创业训练计划等竞赛活动的国家级、区域级奖励，荣获我校“大学生创新创业与实践教育优秀指导教师”、竞赛主办方“优秀指导老师”等称号。
科研指导：指导的本科生共同在IEEE TII、IEEE TITS、IEEE TNSM、IEEE ISCC、IEEE LCN等学术期刊和会议发表高水平研究成果，多次入选ESI热点论文、高被引论文及会议最佳论文等，学生多次获得“本科优秀毕业论文（设计）奖”；指导的本科生到清华大学、中国科学技术大学、香港科技大学（HKUST）、澳门大学（UM）、德国亥姆霍茲信息安全中心（CISPA）、美国圣路易斯华盛顿大学（WUSTL）及新加坡国立大学（NUS）等国(境)内外知名高校继续深造，荣获“我校好未来优秀学者奖” 、“本科优秀毕业论文（设计）指导教师” 等称号。
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