International Journal of Advances in Applied Computational Intelligence
Journal DOI
2833-5600ISSN (Online)
Volume 6 , Issue 2 , PP: 28-36, 2024 | Cite this article as | XML | Html | PDF | Full Length Article
Sara Sawalmeh 1 *
Doi: https://doi.org/10.54216/IJAACI.060203
This paper is concerned with the study of some novel techniques that using artificial intelligence to protect networks of CAVs from cyberattacks, where we use some machine learning algorithms to detect attacks and compare the machine learning algorithms used for this in terms of accuracy and required operating time. Also, WEKA tool will be used for the desired comparison, as the experiments are carried out on a new dataset, which is a dataset abbreviated from the KDD99 dataset.
Cybersecurity , Deep learning , Machine learning , CAVs , Cyberattack
[1] Guerra, E. Planning for cars that drive themselves: Metropolitan Planning Organizations, regional transportation plans, and autonomous vehicles. J. Plan. Educ. Res. 2016, 36, 210–224.
[2] Gov.UK. Center for Connected and Autonomous Vehicles. 2018. Available online: https://www.gov.uk/government/organisations/centre-for-connected-and-autonomous-vehicles (accessed on 9 December 2018).
[3] Petit, J.; Shladover, S.E. Potential cyberattacks on automated vehicles. IEEE Trans. Intell. Transp. Syst. 2015, 16, 546–556.
[4] He, Q.; Meng, X.; Qu, R. Survey on cyber security of CAV. In Cooperative Positioning and Service (CPGPS); IEEE: Harbin, China, 2017; pp. 351–354.
[5] Integrating Autonomous Vehicle Safety and Security, 2017. Available online: https://www.researchgate.net/publication/321323032_Integrating_Autonmous_Vehicle_Safety_and_Security (accessed on 10March 2022).
[6] Qayyum, A.; Usama, M.; Qadir, J.; Al-Fuqaha, A. Securing Connected Autonomous Vehicles: Challenges Posed by Adversarial Machine Learning and theWay Forward. IEEE Commun. Surv. Tutor. 2020, 22, 998–1026.
[7] Kumar, S.; Singh, K.; Kumar, S.; Kaiwartya, O.; Cao, Y.; Zhou, H. Delimitated Anti Jammer Scheme for Internet of Vehicle: Machine Learning based Security Approach. IEEE Access 2019, 7, 113311–113323.
[8] Cybersecurity Concerns with Self-Driving and Conventional Vehicles, 2017. Available online: http://umich.edu/~umtriswt/PDF/SWT-2017-3.pdf (accessed on 26 March 2019).
[9] Cyber Security and Space Based Services—ESA Business Applications, 2019 Available online: https://business.esa.int/funding/invitation-to-tender/cyber-security and-space-based-services (accessed on 31 May 2022).
[10] Hall, M.; Frank, E.; Holmes, G.; Pfahringer, B.; Reutemann, P.; Witten, I.H. The WEKA data mining software: An update. ACM SIGKDD Explor. Newsl. 2009, 11, 10–18.
[11] Arockia Panimalar.S, GiriPai.U, Salman Khan.K, ―ARTIFICIAL INTELLIGENCE TECHNIQUES FOR CYBER SECURITY‖, International Research Journal of Engineering and Technology (IRJET), Volume: 05 Issue:03 | Mar-2018, e-ISSN: 2395-0056, p-ISSN: 2395- 0072.
[12] Chung, S. (2021). AI-Based CYBERSECURITY: Benefits and Limitations.]
[13] Ansari, Dash, Sharma, &Yathiraju. (2022). The Impact and Limitations of Artificial Intelligence in Cybersecurity: A Literature Review.
[14] Das, Rammanohar & Sandhane, Raghav. (2021). Artificial Intelligence in Cyber Security. Journal of Physics: Conference Series. 1964. 042072. 10.1088/1742- 6596/1964/4/042072.
[15] Atiku, Shidawa.B., Aaron, Achi.U., Job, Goteng.K., Shittu, Fatima, Yakubu, Ismail.Z. (2020). Survey On The Applications Of Artificial Intelligence In Cyber Security, International Journal of Scientific & Technology Research, 9,10, 165-170.
[16] GOV.UK. The Key Principles of Vehicle Cyber Security for Connected and Automated Vehicles. 2017. Available online: https://www.gov.uk/government/publications/principles-of-cyber-security-for-connectedandautomated-vehicles/the-key-principles-of vehicle-cyber-security-for-connected-and-automated-vehicles (accessed on 6 August 2022).
[17] The Pathway to Driverless Cars Summary Report and Action Plan. 2018. Available online: https://assets.publishing.service.gov.uk/government/uploads/system/uplods/attachment_data/file/401562/pathway-driverless-cars-summary.pdf (accessed on 6 August 2022).
[18] Parkinson, S.; Ward, P.; Wilson, K.; Miller, J. Cyber threats facing autonomous and connected vehicles: Future challenges. IEEE Trans. Intell. Transp. Syst. 2017, 18, 2898–2915.
[19] Schatz, D.; Bashroush, R.;Wall, J. Towards a more representative definition of cyber security. J. Digit. Forensics Secur. Law. 2017, 12, 8.
[20] UCI kdd cup 1999 Data Data Set, 1999. Available online:https://archive.ics.uci.edu/ml/datasets (accessed on 1 June 2022).
[21] Arora, I.S.; Bhatia, G.K.; Singh, A.P. Comparative Analysis of Classification Algorithms on KDD’99 Data Set. Int. J. Comput. Netw. Inf. Secur. 2016, 8, 34.
[22] Charchekhandra, B. (2023). Align and fusion two thermal and visual images. Pure Mathematics for Theoretical Computer Science, 1(1), 17-31. DOI: https://doi.org/10.54216/PMTCS.010102
