计算机科学 ›› 2025, Vol. 52 ›› Issue (1): 383-392.doi: 10.11896/jsjkx.231200083
刘浩含, 陈泽茂
LIU Haohan, CHEN Zemao
摘要: 针对工业控制网络(Industrial Control Network,ICN)远程接入场景下未经授权访问、拒绝服务攻击、欺骗攻击以及信息披露等安全问题,通过STRIDE威胁建模方法对该场景下的潜在威胁进行分析,提出一种基于动态贝叶斯博弈的接入检测框架。该方法能够将试图接入ICN的非法、恶意请求筛选出来并阻断,同时利用持续进行的多轮博弈迭代以及SDN灵活动态的特性对策略参数进行实时调整,以防止相同恶意接入源的再次访问。仿真实验结果表明,随着博弈轮数的增加,相比于现有的两类恶意接入防御方法,该框架的检测准确性提升了3%以上,假阳性比例下降了1.2%以上,检测效率提升了14.7%以上,且具有较好的鲁棒性。
中图分类号:
[1]DORASWAMY B,KRISHNA K L.A Deep Learning Approach for Anomaly Detection in Industrial Control Systems[C]//2022 International Conference on Augmented Intelligence and Sustainable Systems(ICAISS).IEEE,2022:442-448. [2]MUBARAK S,HABAEBI M H,ISLAM M R,et al.ICS cyber attack detection with ensemble machine learning and dpi using cyber-kit datasets[C]//2021 8th International Conference on Computer and Communication Engineering(ICCCE).IEEE,2021:349-354. [3]YOUM S,KIM Y K,SHIN K S,et al.An authorized access attack detection method for realtime intrusion detection system[C]//2020 IEEE 17th Annual Consumer Communications & Networking Conference(CCNC).IEEE,2020:1-6. [4]OUYANG Y,LI B,KONG Q,et al.FS-IDS:a novel few-shot learning based intrusion detection system for scada networks[C]//IEEE International Conference on Communications.IEEE,2021:1-6. [5]FERDIANA R.Performance of Intrusion Detection SystemUsing Bagging Ensemble with SDN-BaseClassifier[C]//2022 IEEE 7th International Conference on Information Technology and Digital Applications(ICITDA).IEEE,2022:1-7. [6]SEBOPELO R,ISONG B,GASELA N,et al.A review of intrusion detection techniques in the SDN environment[C]//2021 3rd International Multidisciplinary Information Technology and Engineering Conference(IMITEC).IEEE,2021:1-9. [7]FERDIANA R.New Approach of Ensemble Method to Improve Performance of IDS using S-SDN Classifier[C]//2022 IEEE International Conference on Communication,Networks and Satellite(COMNETSAT).IEEE,2022:463-468. [8]FAUSTO A,GAGGERO G,PATRONE F,et al.Reduction ofthe Delays Within an Intrusion Detection System(IDS) Based on Software Defined Networking(SDN)[J].IEEE Access,2022,10:109850-109862. [9]BURCH Z C.Credential Theft Powered Unauthorized Login Detection through Spatial Augmentation[D].Virginia Tech,2018. [10]KUNIMOTO M,OKUBO T.Analysis and Consideration of Detection Methods to Prevent Fraudulent Access by Utilizing Attribute Information and the Access Log History[J].Journal of Information Processing,2023,31:602-608. [11]LIU P,LIU Y,WANG X,et al.Channel-state-based fingerprin-ting against physical access attack in industrial field bus network[J].IEEE Internet of Things Journal,2021,9(12):9557-9573. [12]PASHAEI A,AKBARI M E,LIGHVAN M Z,et al.Improving the IDS performance through early detection approach in local area networks using industrial control systems of honeypot[C]//2020 IEEE International Conference on Environment and Electrical Engineering and 2020 IEEE Industrial and Commercial Power Systems Europe(EEEIC/I&CPS Europe).IEEE,2020:1-5. [13]CHAVEZ A,LAI C,JACOBS N,et al.Hybrid intrusion detection system design for distributed energy resource systems[C]//2019 IEEE CyberPELS(CyberPELS).IEEE,2019:1-6. [14]ZHANG Z X,ZONG X J,HE K,et al.Research on Abnormal Traffic Detection in Industrial Control Network Based on CVAE-CatBoost[J].Computer Engineering,2023,49(5):173-180. [15]LI S M,ZHANG Y H,WANG Y H,et al.Semi-quantitative Information Industry Control Heterogeneous Network Security Assessment[J].Journal of Chinese Computer Systems,2024,45(5):1218-1227. [16]NOBAKHT M,SIVARAMAN V,BORELI R.A host-based intrusion detection and mitigation framework for smart home IoT using OpenFlow[C]//2016 11th International Conference on Availability,Reliability and Security(ARES).IEEE,2016:147-156. [17]ALI A,YOUSAF M M.Novel three-tier intrusion detection and prevention system in software defined network[J].IEEE Access,2020,8:109662-109676. [18]SALAM R,BHATTACHARYA A.Performance evaluation of SDN architecture through D-ITG platform for distributed controller over single controller[C]//2021 12th International Conference on Computing Communication and Networking Techno-logies(ICCCNT).IEEE,2021:1-6. [19]KAUR K,SINGH J,GHUMMAN N S.Mininet as software defined networking testing platform[C]//International Conference on Communication,Computing & Systems(ICCCS).2014:139-142. [20]BADOTRA S,SINGH J.Open Daylight as a Controller for Software Defined Networking[J].International Journal of Advanced Research in Computer Science,2017,8(5):1105-1111. |
|