Security Modeling of Autonomous Systems: A Survey

被引:31
|
作者
Jahan, Farha [1 ]
Sun, Weiqing [1 ]
Niyaz, Quamar [2 ]
Alam, Mansoor [1 ]
机构
[1] Univ Toledo, Toledo, OH 43606 USA
[2] Purdue Univ Northwest, Hammond, IN 46323 USA
关键词
Cybersecurity; modeling; autonomous system (AS); Unmanned Aerial Vehicles (UAVs); driverless car; robots; CYBER-PHYSICAL SYSTEMS; GOAL-DRIVEN AUTONOMY; SITUATION AWARENESS; UNMANNED SYSTEMS; AUTOMATION; FRAMEWORK; PERFORMANCE; CHALLENGES; WORKLOAD; ATTACKS;
D O I
10.1145/3337791
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Autonomous systems will soon be integrating into our lives as home assistants, delivery drones, and driverless cars. The implementation of the level of automation in these systems from being manually controlled to fully autonomous would depend upon the autonomy approach chosen to design these systems. This article reviews the historical evolution of autonomy, its approaches, and the current trends in related fields to build robust autonomous systems. Toward such a goal and with the increased number of cyberattacks, the security of these systems needs special attention from the research community. To gauge the extent to which research has been done in this area, we discuss the cybersecurity of these systems. It is essential to model the system from a security perspective, identify the threats and vulnerabilities, and then model the attacks. A survey in this direction explores the theoretical/analytical system and attack models that have been proposed over the years and identifies the research gap that needs to be addressed by the research community.
引用
收藏
页数:34
相关论文
共 50 条
  • [41] A Survey on Trust Metrics for Autonomous Robotic Systems
    DiLuoffo, Vincenzo
    Michalson, William R.
    ADVANCES IN ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING, 2023, 3 (01): : 895 - 946
  • [42] Survey on Communication and Networks for Autonomous Marine Systems
    Artur Zolich
    David Palma
    Kimmo Kansanen
    Kay Fjørtoft
    João Sousa
    Karl H. Johansson
    Yuming Jiang
    Hefeng Dong
    Tor A. Johansen
    Journal of Intelligent & Robotic Systems, 2019, 95 : 789 - 813
  • [43] A Survey on Collaborative Learning for Intelligent Autonomous Systems
    Dos Anjos, Julio C. S.
    Matteussi, Kassiano J.
    Orlandi, Fernanda C.
    Barbosa, Jorge L. V.
    Silva, Jorge Sa
    Bittencourt, Luiz F.
    Geyer, Claudio F. R.
    ACM COMPUTING SURVEYS, 2024, 56 (04)
  • [44] Survey on Testing of Intelligent Systems in Autonomous Vehicles
    Zhu X.-L.
    Wang H.-C.
    You H.-M.
    Zhang W.-H.
    Zhang Y.-Y.
    Liu S.
    Chen J.-J.
    Wang Z.
    Li K.-Q.
    Ruan Jian Xue Bao/Journal of Software, 2021, 32 (07): : 2056 - 2077
  • [45] IT-security challenges in IoT environments and autonomous systems
    Heun, Ulrich
    MICRO- AND NANOTECHNOLOGY SENSORS, SYSTEMS, AND APPLICATIONS IX, 2017, 10194
  • [46] Computational intelligence in context of autonomous vehicle modeling: A survey
    Rauf, Rabia
    Riaz, Faisal
    Niazi, Muaz A.
    2018 1ST IEEE INTERNATIONAL CONFERENCE ON POWER, ENERGY AND SMART GRID (ICPESG), 2018,
  • [47] Modeling of information systems to their security evaluation
    Zegzhda, D.
    Zegzhda, P.
    Pechenkin, A.
    Poltavtseva, M.
    SIN'17: PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE ON SECURITY OF INFORMATION AND NETWORKS, 2017, : 295 - 298
  • [48] Architecture Modeling and Analysis of Security in Systems
    Schmerl, Bradley
    Gennari, Jeff
    Sadeghi, Alireza
    Bagheri, Hamid
    Malek, Sam
    Camara, Javier
    Garlan, David
    SOFTWARE ARCHITECTURE, ECSA 2016, 2016, 9839 : 274 - 290
  • [49] Approaches to Modeling the Security of Cyberphysical Systems
    Zegzhda, D. P.
    Vasil'ev, Yu. S.
    Poltavtseva, M. A.
    AUTOMATIC CONTROL AND COMPUTER SCIENCES, 2018, 52 (08) : 1000 - 1009
  • [50] Security and Privacy Issues in Autonomous Vehicles: A Layer-Based Survey
    Hataba, Muhammad
    Sherif, Ahmed
    Mahmoud, Mohamed
    Abdallah, Mohamed
    Alasmary, Waleed
    IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY, 2022, 3 : 811 - 829