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2021 | OriginalPaper | Buchkapitel

Internet of Things and Artificial Intelligence-Enabled Secure Autonomous Vehicles for Smart Cities

verfasst von : D. A. Janeera, S. Sheeba Rani Gnanamalar, K. C. Ramya, A. G. Aneesh Kumar

Erschienen in: Automotive Embedded Systems

Verlag: Springer International Publishing

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Abstract

The ever-increasing count of vehicles wrecks several cities in the global scenario. Smart cities have evolved as a winning strategy that helps to cope up with this issue and overcome the urban problems such as pollution, traffic, waste management, optimization of energy consumption, and so on. Technologies such as machine learning (ML), Internet of Things (IoT), artificial intelligence (AI), big data analytics, cloud computing, and smart sensors serve as tools that provide enormous possibilities in the smart revolution. Several researchers are working on developing a complete system that performs information gathering, alternate identification, smart predictions, review of choices, decision-making, and taking suitable actions. These systems impose various challenges in terms of governance, economy, mobility, environment, people, and living. This chapter provides an in-depth analysis of these challenges in smart cities with respect to autonomous vehicles and also offers real-time solutions to overcome these challenges. A comparative analysis of the existing algorithms is done, and the optimal algorithms that can help in implementation of the system with a user-friendly approach and linguistic flexibility are proposed. Factors such as use of unmanned aerial vehicles (UAV), vehicle-to-vehicle and vehicle-to-infrastructure communication, deployment of location and path planning, data routing, dynamic coordination, data transmission, privacy, and cybersecurity are also considered while designing the system.

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Literatur
1.
Zurück zum Zitat K.-F. Wu, L. Sasidharan, C.P. Thorc, S.-Y. Chena, Crash sequence based risk matrix for motorcycle crashes. Accident Anal. Prevent. 117, 21–31 (2018)CrossRef K.-F. Wu, L. Sasidharan, C.P. Thorc, S.-Y. Chena, Crash sequence based risk matrix for motorcycle crashes. Accident Anal. Prevent. 117, 21–31 (2018)CrossRef
3.
Zurück zum Zitat S.A. Beiker, Legal aspects of autonomous driving. Santa Clara L Rev. 52(4), 1145–1156 (2012) S.A. Beiker, Legal aspects of autonomous driving. Santa Clara L Rev. 52(4), 1145–1156 (2012)
4.
Zurück zum Zitat S.J. Russell, P. Norvig, Artificial Intelligence: A Modern Approach, 3rd edn. (Prentice Hall, Englewood Cliffs, 2010)MATH S.J. Russell, P. Norvig, Artificial Intelligence: A Modern Approach, 3rd edn. (Prentice Hall, Englewood Cliffs, 2010)MATH
5.
Zurück zum Zitat B.V. Philip, T. Alpcan, J. Jin, M. Palaniswami, Distributed real-time IoT for autonomous vehicles. IEEE Trans. Ind. Inf. 15(2), 1131–1140 (2018)CrossRef B.V. Philip, T. Alpcan, J. Jin, M. Palaniswami, Distributed real-time IoT for autonomous vehicles. IEEE Trans. Ind. Inf. 15(2), 1131–1140 (2018)CrossRef
6.
Zurück zum Zitat A. Kankanhalli, Y. Charalabidis, S. Mellouli, IoT and AI for smart government: a research agenda. Gov. Inf. Q., 304–309 (2019) A. Kankanhalli, Y. Charalabidis, S. Mellouli, IoT and AI for smart government: a research agenda. Gov. Inf. Q., 304–309 (2019)
7.
Zurück zum Zitat S. Soomro, M.H. Miraz, A. Prasanth, M. Abdullah, Artificial intelligence enabled IoT: traffic congestion reduction in smart cities. IET Smart Cities Symp., 13–16 (2018) S. Soomro, M.H. Miraz, A. Prasanth, M. Abdullah, Artificial intelligence enabled IoT: traffic congestion reduction in smart cities. IET Smart Cities Symp., 13–16 (2018)
8.
Zurück zum Zitat H. Lu, Q. Liu, D. Tian, Y. Li, H. Kim, S. Serikawa, The cognitive internet of vehicles for autonomous driving. IEEE Network 33(3), 65–73 (2019)CrossRef H. Lu, Q. Liu, D. Tian, Y. Li, H. Kim, S. Serikawa, The cognitive internet of vehicles for autonomous driving. IEEE Network 33(3), 65–73 (2019)CrossRef
9.
Zurück zum Zitat J. Pan, Z. Yang, Cybersecurity “challenges and opportunities in the new” Edge Computing+ IoT “World”, in Proceedings of the 2018 ACM International Workshop on Security in Software Defined Networks & Network Function Virtualization (2018), pp. 29–32 J. Pan, Z. Yang, Cybersecurity “challenges and opportunities in the new” Edge Computing+ IoT “World”, in Proceedings of the 2018 ACM International Workshop on Security in Software Defined Networks & Network Function Virtualization (2018), pp. 29–32
10.
Zurück zum Zitat F. Al-Turjman, H. Zahmatkesh, R. Shahroze, An overview of security and privacy in smart cities’. IoT Commun. 2019, e3677 (2019) F. Al-Turjman, H. Zahmatkesh, R. Shahroze, An overview of security and privacy in smart cities’. IoT Commun. 2019, e3677 (2019)
11.
Zurück zum Zitat L. Trotter, M. Harding, M. Mikusz, N. Davies, IoT-enabled highway maintenance: understanding emerging cybersecurity threats. IEEE Pervas. Comput. 17(3), 23–34 (2018)CrossRef L. Trotter, M. Harding, M. Mikusz, N. Davies, IoT-enabled highway maintenance: understanding emerging cybersecurity threats. IEEE Pervas. Comput. 17(3), 23–34 (2018)CrossRef
12.
Zurück zum Zitat J. Joy, M. Gerla, Internet of vehicles and autonomous connected car-privacy and security issues, in 2017 26th International Conference on Computer Communication and Networks (ICCCN) (IEEE, 2017), pp. 1–9 J. Joy, M. Gerla, Internet of vehicles and autonomous connected car-privacy and security issues, in 2017 26th International Conference on Computer Communication and Networks (ICCCN) (IEEE, 2017), pp. 1–9
13.
Zurück zum Zitat J. Cui, L.S. Liew, G. Sabaliauskaite, F. Zhou, A review on safety failures, security attacks, and available countermeasures for autonomous vehicles. Ad Hoc Netw. 90, 101823 (2019)CrossRef J. Cui, L.S. Liew, G. Sabaliauskaite, F. Zhou, A review on safety failures, security attacks, and available countermeasures for autonomous vehicles. Ad Hoc Netw. 90, 101823 (2019)CrossRef
14.
Zurück zum Zitat D. Lu, D. Huang, A. Walenstein, D. Medhi, A secure microservice framework for iot, in 2017 IEEE Symposium on Service-Oriented System Engineering (SOSE) (IEEE, 2017), pp. 9–18 D. Lu, D. Huang, A. Walenstein, D. Medhi, A secure microservice framework for iot, in 2017 IEEE Symposium on Service-Oriented System Engineering (SOSE) (IEEE, 2017), pp. 9–18
15.
Zurück zum Zitat L.N. Long, S.D. Hanford, O. Janrathitikarn, G.L. Sinsley, J.A. Miller, A review of intelligent systems software for autonomous vehicles, in 2007 IEEE Symposium on Computational Intelligence in Security and Defense Applications (IEEE, Piscataway, 2007), pp. 69–76 L.N. Long, S.D. Hanford, O. Janrathitikarn, G.L. Sinsley, J.A. Miller, A review of intelligent systems software for autonomous vehicles, in 2007 IEEE Symposium on Computational Intelligence in Security and Defense Applications (IEEE, Piscataway, 2007), pp. 69–76
16.
Zurück zum Zitat M. Hengstler, E. Enkel, S. Duelli, Applied artificial intelligence and trust—the case of autonomous vehicles and medical assistance devices. Technol. Forecast. Soc. Change 105, 105–120 (2016)CrossRef M. Hengstler, E. Enkel, S. Duelli, Applied artificial intelligence and trust—the case of autonomous vehicles and medical assistance devices. Technol. Forecast. Soc. Change 105, 105–120 (2016)CrossRef
17.
Zurück zum Zitat S. Poudel, Internet of Things: underlying technologies, interoperability, and threats to privacy and security. Berkeley Technol. Law J. 31(2), 997–1022 (2016) S. Poudel, Internet of Things: underlying technologies, interoperability, and threats to privacy and security. Berkeley Technol. Law J. 31(2), 997–1022 (2016)
18.
Zurück zum Zitat A. Alheeti, M. Khattab, K. McDonald-Maier, Intelligent intrusion detection in external communication systems for autonomous vehicles. Syst. Sci. Contr. Eng. 6(1), 48–56 (2018)CrossRef A. Alheeti, M. Khattab, K. McDonald-Maier, Intelligent intrusion detection in external communication systems for autonomous vehicles. Syst. Sci. Contr. Eng. 6(1), 48–56 (2018)CrossRef
19.
Zurück zum Zitat M. Wolf, A. Weimerskirch, C. Paar, Secure in-vehicle communication, in Embedded Security in Cars (Springer, Berlin, 2006), pp. 95–109 M. Wolf, A. Weimerskirch, C. Paar, Secure in-vehicle communication, in Embedded Security in Cars (Springer, Berlin, 2006), pp. 95–109
20.
Zurück zum Zitat S. Parkinson, P. Ward, K. Wilson, J. Miller, Cyber threats facing autonomous and connected vehicles: future challenges. IEEE Trans. Intell. Transport. Syst. 18(11), 2898–2915 (2017)CrossRef S. Parkinson, P. Ward, K. Wilson, J. Miller, Cyber threats facing autonomous and connected vehicles: future challenges. IEEE Trans. Intell. Transport. Syst. 18(11), 2898–2915 (2017)CrossRef
21.
Zurück zum Zitat S. Tayeb, M. Pirouz, G. Esguerra, K. Ghobadi, J. Huang, R. Hill, D. Lawson, et al., Securing the positioning signals of autonomous vehicles, in 2017 IEEE International Conference on Big Data (Big Data) (IEEE, Piscataway, 2017), pp. 4522–4528 S. Tayeb, M. Pirouz, G. Esguerra, K. Ghobadi, J. Huang, R. Hill, D. Lawson, et al., Securing the positioning signals of autonomous vehicles, in 2017 IEEE International Conference on Big Data (Big Data) (IEEE, Piscataway, 2017), pp. 4522–4528
22.
Zurück zum Zitat D. Grewe, M. Wagner, M. Arumaithurai, I. Psaras, D. Kutscher, Information-centric mobile edge computing for connected vehicle environments: Challenges and research directions, in Proceedings of the Workshop on Mobile Edge Communications (2017), pp. 7–12 D. Grewe, M. Wagner, M. Arumaithurai, I. Psaras, D. Kutscher, Information-centric mobile edge computing for connected vehicle environments: Challenges and research directions, in Proceedings of the Workshop on Mobile Edge Communications (2017), pp. 7–12
23.
Zurück zum Zitat S. Garg, A. Singh, S. Batra, N. Kumar, L.T. Yang, UAV-empowered edge computing environment for cyber-threat detection in smart vehicles. IEEE Netw. 32(3), 42–51 (2018)CrossRef S. Garg, A. Singh, S. Batra, N. Kumar, L.T. Yang, UAV-empowered edge computing environment for cyber-threat detection in smart vehicles. IEEE Netw. 32(3), 42–51 (2018)CrossRef
24.
Zurück zum Zitat M. Bojarski, D. Del Testa, D. Dworakowski, B. Firner, B. Flepp, P. Goyal, L.D. Jackel, et al., End to end learning for self-driving cars. arXiv preprint arXiv:1604.07316 (2016) M. Bojarski, D. Del Testa, D. Dworakowski, B. Firner, B. Flepp, P. Goyal, L.D. Jackel, et al., End to end learning for self-driving cars. arXiv preprint arXiv:1604.07316 (2016)
25.
Zurück zum Zitat A. Hars, Self-driving cars: the digital transformation of mobility, in Marktplätze im Umbruch (Springer, Berlin, 2015), pp. 539–549 A. Hars, Self-driving cars: the digital transformation of mobility, in Marktplätze im Umbruch (Springer, Berlin, 2015), pp. 539–549
26.
Zurück zum Zitat A. Ndikumana, N.H. Tran, C.S. Hong, Deep learning based caching for self-driving car in multi-access edge computing. arXiv preprint arXiv:1810.01548 (2018) A. Ndikumana, N.H. Tran, C.S. Hong, Deep learning based caching for self-driving car in multi-access edge computing. arXiv preprint arXiv:1810.01548 (2018)
27.
Zurück zum Zitat D. Phan, A. Bab-Hadiashar, C.Y. Lai, B. Crawford, R. Hoseinnezhad, R.N. Jazar, H. Khayyam, Intelligent energy management system for conventional autonomous vehicles. Energy 191, 116476 (2020)CrossRef D. Phan, A. Bab-Hadiashar, C.Y. Lai, B. Crawford, R. Hoseinnezhad, R.N. Jazar, H. Khayyam, Intelligent energy management system for conventional autonomous vehicles. Energy 191, 116476 (2020)CrossRef
28.
Zurück zum Zitat P.A. Hancock, Some pitfalls in the promises of automated and autonomous vehicles. Ergonomics 62(4), 479–495 (2019)CrossRef P.A. Hancock, Some pitfalls in the promises of automated and autonomous vehicles. Ergonomics 62(4), 479–495 (2019)CrossRef
29.
Zurück zum Zitat S. Gong, A. Zhou, S. Peeta, Cooperative adaptive cruise control for a platoon of connected and autonomous vehicles considering dynamic information flow topology. Transport. Res. Record 2673(10), 185–198 (2019)CrossRef S. Gong, A. Zhou, S. Peeta, Cooperative adaptive cruise control for a platoon of connected and autonomous vehicles considering dynamic information flow topology. Transport. Res. Record 2673(10), 185–198 (2019)CrossRef
30.
Zurück zum Zitat K. Mayilsamy, N. Ramachandran, V.S. Raj, An integrated approach for data security in vehicle diagnostics over internet protocol and software update over the air. Comput. Electr. Eng. 71, 578–593 (2018)CrossRef K. Mayilsamy, N. Ramachandran, V.S. Raj, An integrated approach for data security in vehicle diagnostics over internet protocol and software update over the air. Comput. Electr. Eng. 71, 578–593 (2018)CrossRef
Metadaten
Titel
Internet of Things and Artificial Intelligence-Enabled Secure Autonomous Vehicles for Smart Cities
verfasst von
D. A. Janeera
S. Sheeba Rani Gnanamalar
K. C. Ramya
A. G. Aneesh Kumar
Copyright-Jahr
2021
DOI
https://doi.org/10.1007/978-3-030-59897-6_11

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