李貝貝，博士，四川大學網路空間安全學院特聘副研究員。
基本介紹
- 中文名：李貝貝
- 國籍：中國
- 學位/學歷：博士
- 職業：教師
- 專業方向：工業網際網路安全、大數據安全與隱私保護、人工智慧及安全、智慧型電網安全
基本介紹,教育經歷,工作經歷,項目資助,專著及章節,期刊論文,會議論文,國家發明專利,國際學術服務,人才培養,
基本介紹
特聘副研究員，博士/碩士研究生導師，人社部博士後國外交流計畫(引進項目)入選者，四川省高層次人才引進計畫入選者
研究方向：工業網際網路安全、大數據安全與隱私保護、人工智慧及安全、智慧型電網安全
教育經歷
新加坡南洋理工大學（Nanyang Technological University）2014.08 - 2019.03
博士學位（本科直博、全額獎學金），電子電氣工程學院(School of Electrical and Electronic Engineering)
研究方向：信息物理系統安全、套用密碼學
北京郵電大學，北京，中國09/2010-07/2014
學士學位，通信工程，信息與通信工程學院
優秀畢業生，獲得保送研究生資格
工作經歷
特聘副研究員 @ 四川大學04/2019-至今
計算機網路安全研究所，網路空間安全學院
指導教授： 李濤
訪問研究員 @ 新布倫瑞克大學 (University of New Brunswick, Canada)，加拿大03/2018-08/2018
計算機科學系 (Faculty of Computer Science)
指導教授：Rongxing Lu 和 Ali A. Ghorbani
項目資助
“基於基因演化的網路未知威脅自適應發現技術研究”，國家重點研發計畫項目子課題，國家科學技術部，2020.11 - 2024.10，主持。
“面向泛在電力物聯網的網路威脅智慧型發現技術研究”，國家自然科學基金青年科學基金項目，國家自然科學基金委，2021.01 - 2023.12，主持。
“網路安全靶場演訓平台開發”，四川省高新技術領域重點研發項目，四川省科學技術廳，2020.01 - 2021.12，主持。
“針對智慧型電網中區域網路攻擊威脅的檢測和防禦技術研究”，中國博士後科學基金特別資助（站前）項目，中國博士後科學基金會，2019.07 - 2021.06 ，主持。
“基於人工免疫的電力系統網路風險評估技術研究”，中國博士後科學基金面上項目，中國博士後科學基金會，2020.07 - 2022.06，主持。
“不完備條件下基於免疫的網路安全態勢自適應感知技術研究”，國家自然科學基金區域聯合基金項目，國家自然科學基金委，2020.01 - 2023.12，核心參與。
“工業網際網路安全與智慧型管理平台關鍵技術研究與套用”，四川省高新技術領域重點研發項目，四川省科學技術廳，2023.01-2024.12，課題負責人。
“工業網際網路多維異構數據管控平台關鍵技術研究”，四川省高新技術領域重點研發項目，四川省科學技術廳，2022.01 - 2023.12，骨幹。
專著及章節
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.
期刊論文
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, Yuqing Guo, Qingyun Du, Ziqing Zhu, Xiaohui Li, Rongxing Lu. "P: 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.
J4. 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.
J5. 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.
J6. 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.
J7. 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.
J8. 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.
J9. 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.
J10. 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.
J11. 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.
J12. Min Meng, Gaoxi Xiao, Beibei Li. "Adaptive Consensus for Heterogeneous Multi-agent Systems under Sensor and Actuator Attacks". Automatica, vol. 122, Dec. 2020.
J13. 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.
J14. Yandong Zheng, Rongxing Lu, Beibei Li, Jun Shao, Haomiao Yang, Kim-Kwang Raymond Choo. "Efficient Privacy-Preserving Data Merging and Skyline Computation over Multi-Source Encrypted Data". Information Sciences, vol. 498, pp. 91-105, Sept. 2019.
J15. 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.
會議論文
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. Beibei Li, Yaxin Shi, Yuqing Guo, Qinglei Kong, Yukun Jiang. "Incentive-Based Adaptive Federated Knowledge Distillation for Cross-Silo Application". IEEE INFOCOM 2022 WORKSHOP, Virtual Conference, May 2-5, 2022.
C3. Beibei Li, Qingyun Du, Jiarui Song, Aohan Li, Xiaoxia Ma. "Locating False Date Injection Attacks on Smart Grids Using D-FACTS Devices". ICSOC 2021, Dubai, Nov. 22-25, 2021.
C4. 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.
C5. 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.
C6. 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.
C7. 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.
C8. 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.
C9. 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.
C10. 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).
國家發明專利
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. 李貝貝，郭宇清，毛紅晶，李濤，何俊江. "人工免疫模型獲得方法和終端設備", 授權時間：2023.02.10，專利號：ZL202110893763.3.
P3. 李貝貝，陳又銅，印一聰，趙輝，歐陽遠凱. "基於區塊鏈的數據完整性驗證方法、系統、設備及介質", 授權時間：2022.01.04，專利號：ZL202111111851.X.
P4. 李貝貝，石雅歆，徐彥斌，印一聰，李志勇. "一種基於區塊鏈的數據備份方法、裝置、設備及存儲介質", 授權時間：2021.12.31，專利號：ZL202111110619.4.
P5. 李貝貝，馬小霞，李濤，劉曉潔，趙輝，印一聰. "一種面向智慧型電網共謀性虛假數據注入攻擊的檢測方法", 授權時間：2021.06.22，專利號：ZL201911278060.9.
P6. 李貝貝，印一聰，武玉豪，宋佳芮，歐陽遠凱，馬小霞. "一種面向能源網際網路的入侵檢測系統及其方法", 授權時間：2021.06.22，專利號：ZL202010737804.5.
P7. 李貝貝，歐陽遠凱，馬小霞，蘭小龍，趙亮，楊進. "一種基於小樣本學習的工業控制系統入侵檢測方法", 授權時間：2020.12.25，專利號：ZL202011007316.5.
P8. 李貝貝，簡欣婭，王海林，張文彧，朱君. "一種基於智慧型契約的 Token 化電子處方流轉方法", 申請時間：2021.08.06，申請號：202110899198.1.
P9. 李貝貝，周計，徐可意，李濤，朱永彬. "一種數據增量備份方法、裝置、設備及存儲介質", 申請時間：2021.08.05，申請號：202110900545.8.
P10. 李濤，李貝貝，劉翱，李汶珊，蘭小龍，何俊江，趙輝，陳文. "基於基因進化演化的未知網路威脅自適應發現方法", 申請時間：2023.02.17，申請號：202310126391.0.
國際學術服務
國際會議組委會委員（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
國際會議技術委員會委員（TPC Member）
· IEEE INFOCOM Workshop on AI-Driven Trustworthy, Secure, and Privacy-Preserving Computing (AidTSP) 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
國際學會技術委員會委員（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
國際學術期刊和會議審稿人（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)
人才培養
課程講授：為本科生講授《計算機組成與體系結構 Computer Organization and Architecture》、《網路空間安全新技術專題》、《網路安全綜合實驗》以及吳玉章學院《Seminar研討課程》等課程，為博士研究生講授《工業控制系統安全 Cybersecurity for Industrial Control Systems》等課程。
科研指導：指導本科生、碩士生、博士生參與科學研究工作，指導本科生參加全國大學生信息安全競賽作品賽、中國高校計算機大賽-網路技術挑戰賽、中國軟體杯-大學生軟體設計大賽、大學生創新創業訓練計畫等競賽活動。指導的本科生共同在IEEE TII、IEEE TITS、IEEE TNSM、IEEE ISCC、IEEE LCN等學術期刊和會議發表研究成果，部分論文獲評ESI高被引論文及會議最佳論文等；指導的本科生到清華大學、中國科學技術大學、香港科技大學（HKUST）、澳門大學（UM）、德國亥姆霍茲信息安全中心（CISPA）、美國聖路易斯華盛頓大學（WUSTL）及新加坡國立大學（NUS）等國(境)內外知名高校繼續深造。
