特聘副研究员，博士/硕士研究生导师，四川省高层次人才引进计划特聘专家，四川大学好未来优秀****
研究方向：物联网安全、大数据安全与隐私保护、人工智能与人工免疫、工业互联网安全、智能电网安全
电子邮箱：libeibei[AT]scu.edu.cn 或 bli012[AT]e.ntu.edu.sg
个人主页：li-beibei.github.io 或 researchgate.net/profile/Beibei_Li11
人才招募：课题组常年招收勤奋优秀的本科生、研究生（保研/考研）、博士生、博士后等，欢迎对相关研究方向感兴趣的同学与我联系！

教育经历
? 新加坡南洋理工大学 (Nanyang Technological University, Singapore) 08/2014-03/2019
· 博士学位（本科直博，全额奖学金），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、应用密码学
? 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
· 指导教授： 王励成
· 优秀毕业生，获得保送研究生资格

工作经历
? 特聘副研究员 @ 四川大学04/2019-至今
· 计算机网络安全研究所，网络空间安全学院
· 指导教授： 李涛
? 访问研究员 @ 浙江大学02/2019-04/2019
· 工业控制技术国家重点实验室，控制科学与工程学院
· 指导教授： 陈积明 和 程鹏
? 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 “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 “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 “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，核心参与。
n “网络空间数字虚拟资产保护基础科学问题研究”，国家重点研发计划项目，国家科学技术部，2016.07 - 2019.06，重要参与。

代表性学术成果
? 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.
? 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.
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.
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, 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.
J5. 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.
J6. Beibei Li, Rongxing Lu, Gaoxi Xiao, Haiyong Bao, Ali A. Ghorbani. "Towards Insider Threats Detection in Smart Grid Communication Systems". IET Communications, vol. 13, no. 12, pp. 1728-1736, July 2019.
J7. Beibei Li, Yue Xiao, Yaxin Shi, Yuhao Wu, Qinglei Kong, and Haiyong Bao. "Anti-Honeypot Enabled Optimal Attack Strategy for Industrial Cyber-Physical Systems". IEEE Open Journal of the Computer Society, Oct. 2020, DOI: 10.1109/OJCS.2020.**.
J8. 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, Apr. 2021.
J9. Junjiang He, Tao Li, Beibei Li*, Xiaolong Lan, Zhiyong Li, Yunpeng Wang. "An Immune-Based Risk Assessment Method for Digital Virtual Assets". Computers & Security, vol. 102, Dec. 2020.
J10. 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.
? 会议论文
C1. 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.
C2. 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.
C3. Beibei Li, Peiran Wang, Hanyuan Huang, Shang Ma, Yukun Jiang. "FLPhish: Reputation-Based Phishing Byzantine Defense in Ensemble Federated Learning". IEEE ISCC 2021, Accepted.
C4. 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, Accepted.
C5. 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, Accepted.
C6. 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, Accepted.
C7. 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, Sdyney, Australia, Nov 16-19, 2020 (Virtual).
C8. 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, USA, May 20-24, 2018.
? 国家发明专利
P1. 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，ZL6.5.
P2. 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：2021.05.06，ZL0.9.
P3. 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：2021.05.18, ZL4.5.
P4. 李贝贝，宋佳芮，武玉豪，朱永彬，黄猛，石雅歆. 面向工业信息物理系统的入侵检测模型建立方法，公开时间：2020.08.19，5.9.

国际学术服务
? 国际会议组委会委员（Conference Organizing Committee Member）
· 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
? 国际会议技术委员会委员（TPC Member）
· IEEE Global Communications Conference (GLOBECOM) 2021
· IEEE International Conference on Communications (ICC) 2021
· International Conference on Computing, Networking and Communications (ICNC) 2020
· International Conference on Networking and Services (ICNS) 2020
· International Conference on Machine Learning for Cyber Security (ML4CS) 2020
· International Conference on Wireless Communications and Signal Processing (WCSP) 2018
· IEEE Global Communications Conference (GLOBECOM) 2016
? 国际学会技术委员会委员（Society TC Member）
· Communications and Information Security Technical Committee, IEEE ComSoc Society
· Smart Grid Communications Technical Committee Member, IEEE ComSoc Society
? 国际学术期刊和会议审稿人（Reviewer）
· IEEE Transactions on Systems, Man and Cybernetics: Systems (TSMCA)
· IEEE Transactions on Dependable and Secure Computing (TDSC)
· IEEE Transactions on Smart Grid (TSG)
· IEEE Internet of Things Journal (IoT-J)
· IEEE Journal on Selected Areas in Communications (JSAC)
· IEEE Transactions on Power Systems (TPS)
· IEEE Transactions on Network Science and Engineering (TNSE)
· The Conference on Computer Vision and Pattern Recognition (CVPR)
· IEEE International Conference on Communications (ICC)
· IEEE Global Communications Conference (GLOBECOM)
· IEEE International Conference on Smart Grid Communications (SmartGridComm)

人才培养
课程讲授：为本科生讲授《网络空间安全新技术专题》、《网络安全综合实验》、《计算机组成与体系结构 Computer Organization and Architecture》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。