Digital Twin based What-if Simulation of Security Attacks in Smart Irrigation Systems

被引:0
|
作者
Ramesh, Karan [1 ]
Sasirekha, G. V. K. [1 ]
Rao, Madhav [1 ]
Bapat, Jyotsna [1 ]
Das, Debabrata [1 ]
机构
[1] Int Inst Informat Technol, Networking & Commun Res Lab, Bangalore, India
关键词
Smart Irrigation System; Digital Twin; Anomaly detection; Internet of Things (IoT); Intrusion Detection System; Security attacks;
D O I
10.1109/CONECCT62155.2024.10677126
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The rapid integration of Internet of Things (IoT), machine learning and big data technologies in smart irrigation systems has significantly enhanced the agricultural efficiency and water resource management. However, it is vital to secure the smart irrigation systems against all types of security attacks. This paper introduces a novel approach, leveraging digital twin technology, for simulating security attacks in smart irrigation systems. Towards achieving this goal, a digital twin, mirroring a physical irrigation system has been built, and a simulation model has been included into it to mimic the perception layer and personal area network attacks. Such a digital twin helps in what-if analysis, to understand the impact of these attacks, on the performance of smart irrigation system. An Amazon Web Services (AWS) based prototype, combining real-time data from sensors with simulation model of the impact of potential security breaches, has been successfully developed. Further, how the digital twin can be used in detecting intrusions, thus enhancing the overall resilience and security of smart irrigation systems, has been presented. This work contributes to the growing field of cybersecurity for IoT applications, specifically addressing the unique challenges posed by the security attacks in smart irrigation.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] What-if Game Simulation in Agent-based Strategic Production Planners
    Leitao, Paulo
    Rodrigues, Nelson
    Barbosa, Jose
    PROCEEDINGS OF 2015 IEEE 20TH CONFERENCE ON EMERGING TECHNOLOGIES & FACTORY AUTOMATION (ETFA), 2015,
  • [22] A novel predictive control based management strategy considering smart PHEV in digital twin simulation
    Zhan, Jinsong
    Dong, Shaofeng
    Hu, Wei
    SOLAR ENERGY, 2023, 252 : 291 - 308
  • [23] AN ACTOR BASED SIMULATION DRIVEN DIGITAL TWIN FOR ANALYZING COMPLEX BUSINESS SYSTEMS
    Barat, Souvik
    Kulkarni, Vinay
    Clark, Tony
    Barn, Balbir
    2019 WINTER SIMULATION CONFERENCE (WSC), 2019, : 157 - 168
  • [24] Architecting Digital Twin for Smart City Systems: A Case Study
    Kanigolla, Likhith
    Pal, Gaurav
    Vaidhyanathan, Karthik
    Gangadharan, Deepak
    Vattern, Anuradha
    IEEE 21ST INTERNATIONAL CONFERENCE ON SOFTWARE ARCHITECTURE COMPANION, ICSA-C 2024, 2024, : 326 - 334
  • [25] Edge Computing and Digital Twin Based Smart Manufacturing
    Protner, Jernej
    Pipan, Miha
    Zupan, Hugo
    Resman, Matevz
    Simic, Marko
    Herakovic, Niko
    IFAC PAPERSONLINE, 2021, 54 (01): : 831 - 836
  • [26] What-if Model Construction and Validation of Web Systems Based on Log Mining
    Hu, Jianpeng
    Huang, Linpeng
    Huang, Juan
    Sun, Tianqi
    Ouyang, Yingjun
    2017 24TH ASIA-PACIFIC SOFTWARE ENGINEERING CONFERENCE (APSEC 2017), 2017, : 505 - 512
  • [27] Modeling, analyzing and predicting security cascading attacks in smart buildings systems-of-systems
    EL Hachem, Jamal
    Chiprianov, Vanea
    Babar, Muhammad Ali
    AL Khalil, Tarek
    Aniorte, Philippe
    JOURNAL OF SYSTEMS AND SOFTWARE, 2020, 162
  • [28] Process Algebraic Approach for Probabilistic Verification of Safety and Security Requirements of Smart IoT (Internet of Things) Systems in Digital Twin
    Song, Junsup
    Lee, Sunghyun
    Karagiannis, Dimitris
    Lee, Moonkun
    SENSORS, 2024, 24 (03)
  • [29] ROS-based architecture for fast digital twin development of smart manufacturing robotized systems
    Saavedra Sueldo, Carolina
    Perez Colo, Ivo
    De Paula, Mariano
    Villar, Sebastian A.
    Acosta, Gerardo G.
    ANNALS OF OPERATIONS RESEARCH, 2023, 322 (01) : 75 - 99
  • [30] CommandFence: A Novel Digital-Twin-Based Preventive Framework for Securing Smart Home Systems
    Xiao, Yinhao
    Jia, Yizhen
    Hu, Qin
    Cheng, Xiuzhen
    Gong, Bei
    Yu, Jiguo
    IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, 2023, 20 (03) : 2450 - 2465