Intrusion detection in cyber-physical system using rsa blockchain technology

被引:4
|
作者
Aljabri, Ahmed [1 ]
Jemili, Farah [1 ]
Korbaa, Ouajdi [1 ]
机构
[1] Univ Sousse, MARS Res Lab, ISITCom, LR17ES05, Hammam Sousse 4011, Tunisia
关键词
Cyber-Physical Systems; Intrusion Detection Systems; RSA; Deep Learning; Blockchain; SECURE;
D O I
10.1007/s11042-023-17576-z
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Connected cyber and physical elements exchange information through feedback in a cyber-physical system (CPS). Since CPS oversees the infrastructure, it is an integral part of modern living and is viewed as crucial to the development of cutting-edge smart devices. As the number of CPSs rises, so does the need for intrusion detection systems (IDS). The use of metaheuristic methods and Artificial Intelligence for feature selection and classification can offer solutions to some of the problems caused by the curse of dimensionality. In this research, we present a blockchain-based approach to data security in which blocks are generated using the RSA hashing method. Using Differential Evolution (DE), we first select the blockchain-secured data, and then we partition that data into train and testing datasets to use for training and testing our model. It is also permitted for the validated model to use a deep belief network (DBN) to predict attacks. The purpose of the simulation is to evaluate the safety and precision of the classifications. It turns out that the proposed strategy not only improves classification accuracy but also makes the data more resistant to attacks.
引用
收藏
页码:48119 / 48140
页数:22
相关论文
共 50 条
  • [1] Intrusion detection in cyber-physical system using rsa blockchain technology
    Ahmed Aljabri
    Farah Jemili
    Ouajdi Korbaa
    Multimedia Tools and Applications, 2024, 83 : 48119 - 48140
  • [2] Intrusion Detection System in Industrial Cyber-Physical System Using Clustered Federated Learning
    Jayagopal V.
    Elangovan M.
    Singaram S.S.
    Shanmugam K.B.
    Subramaniam B.
    Bhukya S.
    SN Computer Science, 4 (5)
  • [3] Cyber-Physical Intrusion Detection System for Unmanned Aerial Vehicles
    Hassler, Samuel Chase
    Mughal, Umair Ahmad
    Ismail, Muhammad
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 25 (06) : 6106 - 6117
  • [4] A cyber-physical model for SCADA system and its intrusion detection
    Sheng, Chuan
    Yao, Yu
    Fu, Qiang
    Yang, Wei
    COMPUTER NETWORKS, 2021, 185
  • [5] Hybrid Cyber-Physical Intrusion Detection System for Smart Manufacturing
    Department of Computer Science, College of Engineering, Tennessee Tech University, Cookeville
    TN, United States
    Proc. Int. Fla. Artif. Intell. Res. Soc. Conf., FLAIRS,
  • [6] Advanced Intrusion Detection System for Industrial Cyber-Physical Systems
    Bonagura, Valeria
    Foglietta, Chiara
    Panzieri, Stefano
    Pascucci, Federica
    IFAC PAPERSONLINE, 2022, 55 (40): : 265 - 270
  • [7] Blockchain for Cyber-Physical System in Manufacturing
    Ho, Nicholas
    Wong, Pooi-Mun
    Soon, Ren-Jun
    Chng, Chin-Boon
    Chui, Chee-Kong
    SOICT 2019: PROCEEDINGS OF THE TENTH INTERNATIONAL SYMPOSIUM ON INFORMATION AND COMMUNICATION TECHNOLOGY, 2019, : 385 - 392
  • [8] Robust Cyber-Physical System Enabled Smart Healthcare Unit Using Blockchain Technology
    Ch, Rupa
    Srivastava, Gautam
    Nagasree, Yarajarla Lakshmi Venkata
    Ponugumati, Akshitha
    Ramachandran, Sitharthan
    ELECTRONICS, 2022, 11 (19)
  • [9] A Cyber-Physical Power System Test Bed for Intrusion Detection Systems
    Adhikari, Uttam
    Morris, Thomas H.
    Pan, Shengyi
    2014 IEEE PES GENERAL MEETING - CONFERENCE & EXPOSITION, 2014,
  • [10] Anomaly-Based Intrusion Detection System for Cyber-Physical System Security
    Colelli, Riccardo
    Magri, Filippo
    Panzieri, Stefano
    Pascucci, Federica
    2021 29TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2021, : 428 - 434