Two-Layer Deception Model Based on Signaling Games Against Cyber Attacks on Cyber-Physical Systems

被引:0
|
作者
Kamdem, Priva Chassem [1 ]
Zemkoho, Alain B. [2 ]
Njilla, Laurent [3 ]
Nkenlifack, Marcellin [1 ]
Kamhoua, Charles A. [4 ]
机构
[1] Univ Dschang, Dept Math & Comp Sci, Dschang, Cameroon
[2] Univ Southampton, Sch Math Sci, Southampton SO17 1BJ, England
[3] Air Force Res Lab, Informat Assurance Branch, Rome, NY 13441 USA
[4] DEVCOM Army Res Lab, Charles Kamhoua Network Secur Branch, Adelphi, MD 20783 USA
来源
IEEE ACCESS | 2024年 / 12卷
关键词
Games; Cyber-physical systems; Bayes methods; Physical layer; Hardware; Cyberattack; Uncertainty; Government; Adaptation models; Vehicle dynamics; cyberattacks; deception-based techniques; defender's action space; signaling games; perfect Bayesian Nash equilibrium;
D O I
10.1109/ACCESS.2024.3478808
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cyber-physical systems (CPS) are increasingly vulnerable to sophisticated cyber-attacks that can target multiple layers within the system. To strengthen defenses against these complex threats, deception-based techniques have emerged as a promising solution. While previous research has primarily focused on single-layer deception strategies, the authors argue that a multi-layer approach is essential for effectively countering advanced attackers capable of perceiving information across both the application and network layers. In this work, we propose a two-layer deception model based on signaling games to enhance the defense of CPS. Our model captures the dynamic, non-cooperative interactions between the attacker and defender under conditions of incomplete information. Unlike existing approaches, our model expands the defender's action space to incorporate deception at both the application and network layers, while maintaining the attacker's uncertainty about the true system type. Through analytical and simulation results, we identify the Perfect Bayesian Nash Equilibrium (PBNE) strategies for both players. Our findings demonstrate that the two-layer deception model significantly outperforms single-layer deception in deceiving the attacker and improving system resilience, particularly against sophisticated adversaries capable of perceiving information across multiple layers.
引用
收藏
页码:171559 / 171570
页数:12
相关论文
共 50 条
  • [1] Synthesis of sensor deception attacks at the supervisory layer of Cyber-Physical Systems
    Meira-Goes, Romulo
    Kang, Eunsuk
    Kwong, Raymond H.
    Lafortune, Stephane
    AUTOMATICA, 2020, 121
  • [2] On the Security of Cyber-Physical Systems Against Stochastic Cyber-Attacks Models
    Abu Al-Haija, Qasem
    2021 IEEE INTERNATIONAL IOT, ELECTRONICS AND MECHATRONICS CONFERENCE (IEMTRONICS), 2021, : 155 - 160
  • [3] Identification and analysis of stochastic deception attacks on cyber-physical systems
    Barchinezhad, Soheila
    Haghighi, Mohammad Sayad
    Puig, Vicenc
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2024, 361 (08):
  • [4] Cloud-Edge Model Predictive Control of Cyber-Physical Systems Under Cyber Attacks
    Guo, Yaning
    Sun, Qi
    Wang, Yintao
    Pan, Quan
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2024,
  • [5] Stabilizing Control for Cyber-Physical Systems against Energy-Constrained Deception Attacks
    He, Jing
    Liang, Yan
    Xu, Linfeng
    Yan, Shi
    ICCAIS 2019: THE 8TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND INFORMATION SCIENCES, 2019,
  • [6] Security Against Communication Network Attacks of Cyber-Physical Systems
    Públio Macedo Lima
    Marcos Vinícius Silva Alves
    Lilian Kawakami Carvalho
    Marcos Vicente Moreira
    Journal of Control, Automation and Electrical Systems, 2019, 30 : 125 - 135
  • [7] Cyber Attacks in Cyber-Physical Microgrid Systems: A Comprehensive Review
    Suprabhath Koduru, Sriranga
    Machina, Venkata Siva Prasad
    Madichetty, Sreedhar
    ENERGIES, 2023, 16 (12)
  • [8] Truncated predictive control for delayed cyber-physical systems under deception attacks
    Anusuya, S.
    Sakthivel, R.
    Mohammadzadeh, A.
    Kwon, O. M.
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2025, 362 (01):
  • [9] Security Against Communication Network Attacks of Cyber-Physical Systems
    Lima, Publio Macedo
    Silva Alves, Marcos Vinicius
    Carvalho, Lilian Kawakami
    Moreira, Marcos Vicente
    JOURNAL OF CONTROL AUTOMATION AND ELECTRICAL SYSTEMS, 2019, 30 (01) : 125 - 135
  • [10] Reachability Analysis for Safety Assurance of Cyber-Physical Systems Against Cyber Attacks
    Kwon, Cheolhyeon
    Hwang, Inseok
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2018, 63 (07) : 2272 - 2279