Affiliation:
1. Department of Computer Systems, Networks and Cybersecurity, National Aerospace University “KhAI”, 17, Chkalov Str., 61070 Kharkiv, Ukraine
2. Software Engineering & Dependable Computing Lab, Istituto di Scienza e Tecnologie dell’Informazione “Alessandro Faedo”, Area della Ricerca CNR di Pisa, Via G. Moruzzi 1, 56124 Pisa, Italy
Abstract
The entropy-oriented approach called security- or cybersecurity-informed safety (SIS or CSIS, respectively) is discussed and developed in order to analyse and evaluate the safety and dependability of autonomous transport systems (ATSs) such as unmanned aerial vehicles (UAVs), unmanned maritime vehicles (UMVs), and satellites. This approach allows for extending and integrating the known techniques FMECA (Failure Modes, Effects, and Criticality Analysis) and IMECA (Intrusion MECA), as well as developing the new SISMECA (SIS-based Intrusion Modes, Effects, and Criticality Analysis) technique. The ontology model and templates for SISMECA implementation are suggested. The methodology of safety assessment is based on (i) the application and enhancement of SISMECA considering the particularities of various ATSs and roles of actors (regulators, developers, operators, customers); (ii) the development of a set of scenarios describing the operation of ATS in conditions of cyberattacks and physical influences; (iii) AI contribution to system protection for the analysed domains; (iv) scenario-based development and analysis of user stories related to different cyber-attacks, as well as ways to protect ATSs from them via AI means/platforms; (v) profiling of AI platform requirements by use of characteristics based on AI quality model, risk-based assessment of cyberattack criticality, and efficiency of countermeasures which actors can implement. Examples of the application of SISMECA assessment are presented and discussed.
Subject
General Physics and Astronomy
Reference55 articles.
1. Javed, M.A., Ben Hamida, E., and Znaidi, W. (2016). Security in Intelligent Transport Systems for Smart Cities: From Theory to Practice. Sensors, 16.
2. Zeddini, B., Maachaoui, M., and Inedjaren, Y. (2022). Security Threats in Intelligent Transportation Systems and Their Risk Levels. Risks, 10.
3. Smart Grid, and Wind Generators: An Overview of Cyber Threats and Vulnerabilities of Power Supply Networks;Fursov;Radioelectron. Comput. Syst.,2022
4. Weaponized AI for cyber attacks;Yamin;J. Inform. Secur. Appl.,2021
5. The AI-based Cyber Threat Landscape: A survey;Kaloudi;ACM Comput. Surv.,2020
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