Prospects of Cybersecurity in Smart Cities
Abstract
:1. Introduction
2. Literature Review
2.1. Information Security
2.2. Security Risks in Smart Cities
3. Methodology
4. Results
5. Discussion
“PANTHEON will design and develop a Community based Digital Ecosystem for Disaster Resilience utilizing Smart City Digital Twin (SCDT) technology and leveraging new and emerging technologies and innovations to improve risk assessment, reduce vulnerability, and building community disaster resilience.”(PANTHEON)
“Clean Aviation’s ambition to go over decisive impactful steps in demonstrated disruptive aircraft performance compatible with 2035 EIS will only be possible if the future regulatory framework is not an impediment to innovation.”(CONCERTO)
“Changes in climate extremes (e.g., heatwaves, floods and drought) require new breeding technologies to allow farmers to achieve high yields with climate-robust crops.”(3P-Tec)
“Future adopters will benefit from a DSS tool, supported by a capacity building programme, that offers the ideal mix of best technical solutions, optimal financing schemes and engagement tools and social innovation practice.”(EHHUR)
6. Conclusions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Toli, A.M.; Murtagh, N. The Concept of Sustainability in Smart City Definitions. Front. Built Environ. 2020, 6, 1–10. [Google Scholar] [CrossRef]
- Albino, V.; Berardi, U.; Dangelico, R.M. Smart Cities: Definitions, Dimensions, Performance, and Initiatives. J. Urban Technol. 2015, 22, 3–21. [Google Scholar] [CrossRef]
- Kozlowski, W.; Suwar, K. Smart City: Definitions, Dimensions, and Initiatives. Eur. Res. Studies J. 2021, XXIV, 509–520. [Google Scholar] [CrossRef]
- Joshi, S.; Saxena, S.; Godbole, T.; Shreya, S. Developing Smart Cities: An Integrated Framework. Proc. Comp. Sci. 2016, 93, 902–909. [Google Scholar] [CrossRef]
- Winkowska, J.; Szpilko, D.; Pejić, S. Smart city concept in the light of the literature review. Eng. Manag. Prod. Serv. 2019, 11, 70–86. [Google Scholar] [CrossRef]
- Corsi, A.; Pagani, R.; Cruz, T.B.; Souza, F.F.; Kovaleski, J.L. Smart Sustainable Cities: Characterization and Impacts for Sustainable Development Goals. J. Environ. Manag. Sust. 2022, 11, 1–32. [Google Scholar] [CrossRef]
- Lee, J.; Babcock, J.; Pham, T.S.; Bui, T.H.; Kang, M. Smart city as a social transition towards inclusive development through technology: A tale of four smart cities. Int. J. Urban Sci. 2023, 27, 75–100. [Google Scholar] [CrossRef]
- Czupich, M. The Role of ICT in the Smart City Concept. Olszt. Econ. J. 2019, 14, 63–74. [Google Scholar] [CrossRef]
- Yeh, H. The effects of successful ICT-based smart city services: From citizens’ perspectives. Gov. Inf. Q. 2017, 34, 556–565. [Google Scholar] [CrossRef]
- Myeong, S.; Jung, Y.; Lee, E. A Study on Determinant Factors in Smart City Development: An Analytic Hierarchy Process Analysis. Sustainability 2018, 10, 2606. [Google Scholar] [CrossRef]
- Nitika, G.; Deepam, G. Cyber crime in the society: Security issues, preventions and challenges. Res. J. Eng. Technol. 2017, 8, 73–80. [Google Scholar] [CrossRef]
- Verma, A.; Shri, C. Cyber Security: A Review of Cyber Crimes, Security Challenges and Measures to Control. Vision 2022, in press. [Google Scholar] [CrossRef]
- Alamer, M.; Almaiah, M.A. Cybersecurity in Smart City: A Systematic Mapping Study. In Proceedings of the 2021 International Conference on Information Technology (ICIT), Amman, Jordan, 14–15 July 2021; pp. 719–724. [Google Scholar] [CrossRef]
- Kim, K.; Alshenaifi, I.M.; Ramachandran, S.; Kim, J.; Zia, T.; Amorjan, A. Cybersecurity and Cyber Forensics for Smart Cities: A Comprehensive Literature Review and Survey. Sensors 2023, 23, 3681. [Google Scholar] [CrossRef] [PubMed]
- Gracias, J.S.; Parnell, G.S.; Specking, E.; Pohl, E.A.; Buchanan, R. Smart Cities—A Structured Literature Review. Smart Cities 2023, 6, 1719–1743. [Google Scholar] [CrossRef]
- Kollarova, M.; Granak, T.; Stricova, S.; Ristvej, J. Conceptual Model of Key Aspects of Security and Privacy Protection in a Smart City in Slovakia. Sustainability 2023, 15, 6926. [Google Scholar] [CrossRef]
- Alfouzan, F.A.; Kim, K.; Alzahrani, N.M. An Efficient Framework for Securing the Smart City Communication Networks. Sensors 2022, 22, 3053. [Google Scholar] [CrossRef] [PubMed]
- Megahed, N.A.; Abdel-Kader, R.F. Smart Cities after COVID-19: Building a conceptual framework through a multidisciplinary perspective. Sci. Afr. 2022, 17, e01374. [Google Scholar] [CrossRef]
- Neshenko, N.; Nader, C.; Bou-Harb, E.; Furht, B. A survey of methods supporting cyber situational awareness in the context of smart cities. J. Big Data 2020, 7, 92. [Google Scholar] [CrossRef]
- Rani, S.; Kataria, A.; Chauhan, M.; Rattan, P.; Kumar, R.; Sivaraman, A.K. Security and Privacy Challenges in the Deployment of Cyber-Physical Systems in Smart City Applications: State-of-Art Work. Mater. Proc. 2022, 62, 4671–4676. [Google Scholar] [CrossRef]
- Efthymiopoulos, M.P. Cyber-security in smart cities: The case of Dubai. J. Innov. Entrep. 2016, 5, 11. [Google Scholar] [CrossRef]
- Eskhita, R.; Manda, V.K.; Hlali, A. Dubai and Barcelona as Smart Cities: Some Reflections on Data Protection Law and Privacy. Environ. Policy Law 2021, 51, 403–407. [Google Scholar] [CrossRef]
- Cui, Q.; Chen, R.; Wei, R.; Hu, X.; Wang, G. Smart Mega-City Development in Practice: A Case of Shanghai, China. Sustainability 2023, 15, 1591. [Google Scholar] [CrossRef]
- Fabrègue, B.; Bogoni, A. Privacy and Security Concerns in the Smart City. Smart Cities 2023, 6, 586–613. [Google Scholar] [CrossRef]
- Lepore, D.; Testi, N.; Pasher, E. Building Inclusive Smart Cities through Innovation Intermediaries. Sustainability 2023, 15, 4024. [Google Scholar] [CrossRef]
- Quan, X.; Solheim, M. Public-private partnerships in smart cities: A critical survey and research agenda. City Cult. Soc. 2023, 32, 100491. [Google Scholar] [CrossRef]
- Li, Y.; Liu, Q. A comprehensive review study of cyber-attacks and cyber security; Emerging trends and recent developments. Energy Rep. 2021, 7, 8176–8186. [Google Scholar] [CrossRef]
- Lambauer, D. Taking on the Challenge of Public Sector Cyber Security. Available online: https://www.nao.org.uk/insights/taking-on-the-challenge-of-public-sector-cyber-security/ (accessed on 27 June 2023).
- Reed, J. Cyberattacks Rise Sharply Against Governments and Schools. Available online: https://securityintelligence.com/news/cyberattacks-rise-sharply-against-governments-schools/ (accessed on 27 June 2023).
- Lippert, K.J.; Cloutier, R. Cyberspace: A Digital Ecosystem. Systems 2021, 9, 48. [Google Scholar] [CrossRef]
- Knell, M. The digital revolution and digitalized network society. Rev. Evol. Polit. Econ. 2021, 2, 9–25. [Google Scholar] [CrossRef]
- Pereira, C.S.; Durão, N.; Moreira, F.; Veloso, B. The Importance of Digital Transformation in International Business. Sustainability 2022, 14, 834. [Google Scholar] [CrossRef]
- Bleier, A.; Goldfarb, A.; Tucker, C. Consumer privacy and the future of data-based innovation and marketing. Int. J. Res. Mark. 2020, 37, 466–480. [Google Scholar] [CrossRef]
- Lundgren, B.; Möller, N. Defining Information Secuirty. Sci. Eng. Ethics 2019, 25, 419–441. [Google Scholar] [CrossRef] [PubMed]
- Rath, D.K.; Kumar, A. Information privacy concern at individual, group, organization and societal level—A literature review. Vilakshan-XIMB J. Manag. 2021, 18, 171–186. [Google Scholar] [CrossRef]
- Egoshin, N.S.; Konev, A.A.; Shelupanov, A.A. Model of Threats to the Integrity and Availability of Information Processed in Cyberspace. Symmetry 2023, 15, 431. [Google Scholar] [CrossRef]
- Qadir, S.; Quadri, S.M.K. Information Availability: An Insight into the Most Important Attribute of Information Security. J. Inf. Sec. 2016, 7, 185–194. [Google Scholar] [CrossRef]
- Sarker, I.H. Data Science and Analytics: An Overview from Data-Driven Smart Computing, Decision-Making and Applications Perspective. SN Comp. Sci. 2021, 2, 377. [Google Scholar] [CrossRef]
- Xu, Z.; Tang, N.; Xu, C.; Cheng, X. Data science: Connotation, methods, technologies, and development. Data Sci. Manag. 2021, 1, 32–37. [Google Scholar] [CrossRef]
- Hazim, K.; Khan, A.M. Cloud Computing: Revolution of the Internet. Int. J. Eng. Res. Tech. 2014, 2, 236–239. [Google Scholar]
- Brataas, G.; Herbst, N.; Ivansek, S.; Polutnik, J. Scalability Analysis of Cloud Software Services. In Proceedings of the IEEE International Conference on Autonomic Computing (ICAC), Columbus, OH, USA, 17–21 July 2017; pp. 285–292. [Google Scholar] [CrossRef]
- Biswas, A.; Majumdar, S.; Nandy, B.; El-Haraki, A. A hybrid auto-scaling technique for clouds processing applications with service level agreements. J. Cloud Comp. 2017, 6, 29. [Google Scholar] [CrossRef]
- Soni, D.; Kumar, N. Machine learning techniques in emerging cloud computing integrated paradigms: A survey and taxonomy. J. Netw. Comput. Appl. 2022, 205, 103419. [Google Scholar] [CrossRef]
- Peng, Z.; Gong, Q.; Duan, Y.; Wang, Y. The Research of the Parallel Computing Development from the Angle of Cloud Computing. J. Phys. Conf. Ser. 2017, 910, 012002. [Google Scholar] [CrossRef]
- Nastjuk, I.; Trang, S.; Papageorgiou, E.I. Smart cities and smart governance models for future cities. Electron. Mark. 2022, 32, 1917–1924. [Google Scholar] [CrossRef]
- Eckhoff, D.; Wagner, I. Privacy in the smart city—Applications, technologies, challenges, and solutions. IEEE Comm. Surv. Tutor. 2018, 20, 489–516. [Google Scholar] [CrossRef]
- Demertzi, V.; Demertzis, S.; Demertzis, K. An Overview of Cyber Threats, Attacks and Countermeasures on the Primary Domains of Smart Cities. Appl. Sci. 2023, 13, 790. [Google Scholar] [CrossRef]
- Wray, S. International Agencies Issue Smart City Cybersecurity Guide. Available online: https://cities-today.com/international-agencies-issue-smart-city-cybersecurity-guide/ (accessed on 29 June 2023).
- Elliott, D.; Soifer, E. AI Technologies, Privacy, and Security. Front. Artif. Intell. 2022, 5, 1–8. [Google Scholar] [CrossRef] [PubMed]
- Federspiel, F.; Mitchell, R.; Asokan, A.; Umana, C.; McCoy, D. Threats by artificial intelligence to human health and human existence. BMJ Global Health 2023, 8, e010435. [Google Scholar] [CrossRef]
- Ayaburi, E.W.; Andoh-Baidoo, F.K.; Dwivedi, Y.K.; Lal, B. Editorial: Special Issue on “Bright ICT: Security, Privacy and Risk Issues”. Inf. Syst. Front. 2022, 24, 371–373. [Google Scholar] [CrossRef]
- Ghazizadeh, M.; Peng, Y.; Lee, J.D.; Boyle, L.N. Augmenting the Technology Acceptance Model with Trust: Commercial Drivers’ Attitudes towards Monitoring and Feedback. Proc. Hum. Factors Ergon. Soc. Annu. Meet. 2012, 56, 2286–2290. [Google Scholar] [CrossRef]
- Huang, D.L.; Rau, P.L.; Salvendy, G.; Gao, F.; Zhou, J. Factors affecting perception of information security and their impacts on IT adoption and security practices. Int. J. Hum. Comp. Stud. 2011, 69, 870–883. [Google Scholar] [CrossRef]
- Edwards, A.; Calaresu, M. Smart cities and security: Editorial preface. City Territ. Arch. 2018, 5, 19. [Google Scholar] [CrossRef]
- Drev, M.; Delak, B. Conceptual Model of Privacy by Design. J. Comp. Inf. Syst. 2022, 62, 888–895. [Google Scholar] [CrossRef]
- Romanou, A. The necessity of the implementation of Privacy by Design in sectors where data protection concerns arise. Comp. Law Sec. Rev. 2018, 34, 99–110. [Google Scholar] [CrossRef]
- Kalinin, M.; Krundyshev, V.; Zegzhda, P. Cybersecurity Risk Assessment in Smart City Infrastructures. Machines 2021, 9, 78. [Google Scholar] [CrossRef]
- Gupta, K.; Zhang, W.; Hall, R.P. Risk priorities and their co-occurrences in smart city project implementation: Evidence from India’s Smart Cities Mission (SCM). Env. Plann. Urban Analyt. City Sci. 2021, 48, 880–894. [Google Scholar] [CrossRef]
- Kuang, Z.; Chen, C. Research on smart city data encryption and communication efficiency improvement under federated learning framework. Egypt. Inf. J. 2023, 24, 217–227. [Google Scholar] [CrossRef]
- Daoudagh, S.; Marchetti, E.; Savarino, V.; Bernabe, J.B.; Garcia-Rodríguez, J.; Moreno, R.T.; Martinez, J.A.; Skarmeta, A.F. Data Protection by Design in the Context of Smart Cities: A Consent and Access Control Proposal. Sensors 2021, 21, 7154. [Google Scholar] [CrossRef]
- Liu, Q.; Zhang, H.; Wan, J.; Chen, X. An Access Control Model for Resource Sharing Based on the Role-Based Access Control Intended for Multi-Domain Manufacturing Internet of Things. IEEE Access 2017, 5, 7001–7011. [Google Scholar] [CrossRef]
- Rahouti, M.; Xiong, K.; Xin, Y. Secure Software-Defined Networking Communication Systems for Smart Cities: Current Status, Challenges, and Trends. IEEE Access 2021, 9, 12083–12113. [Google Scholar] [CrossRef]
- Almagrabi, A.O. Challenges and vulnerability evaluation of smart cities in IoT device based on cybersecurity mechanism. Expert Syst. 2023, 40, e13113. [Google Scholar] [CrossRef]
- Ometov, A.; Petrov, V.; Bezzateev, S.; Andreev, S.; Koucheryavy, Y.; Gerla, M. Challenges of Multi-Factor Authentication for Securing Advanced IoT Applications. IEEE Netw. 2019, 33, 82–88. [Google Scholar] [CrossRef]
- Paul, R.; Ghosh, N.; Sau, S.; Chakrabarti, A.; Mohapatra, P. Blockchain based secure smart city architecture using low resource IoTs. Comp. Netw. 2021, 196, 108234. [Google Scholar] [CrossRef]
- Gong, S.; Tcydenova, E.; Jo, J.; Lee, Y.; Park, J.H. Blockchain-Based Secure Device Management Framework for an Internet of Things Network in a Smart City. Sustainability 2019, 11, 3889. [Google Scholar] [CrossRef]
- Prazeres, N.; Costa, R.; Santos, L.; Rabadão, C. Engineering the application of machine learning in an IDS based on IoT traffic flow. Intell. Syst. Appl. 2023, 17, 200189. [Google Scholar] [CrossRef]
- Clement, J.; Manjon, M.; Crutzen, N. Factors for collaboration amongst smart city stakeholders: A local government perspective. Gov. Inf. Q. 2022, 39, 101746. [Google Scholar] [CrossRef]
- Williamson, B. Educating the smart city: Schooling smart citizens through computational urbanism. Big Data Soc. 2015, 2, 1–13. [Google Scholar] [CrossRef]
- Hammarberg, K.; Kirkman, M.; de Lacey, S. Qualitative research methods: When to use them and how to judge them. Human Reprod. 2016, 31, 498–501. [Google Scholar] [CrossRef]
- Ponelis, S.R. Using Interpretive Qualitative Case Studies for Exploratory Research in Doctoral Studies: A Case of Information Systems Research in Small and Medium Enterprises. Int. J. Dr. Stud. 2015, 10, 535–550. [Google Scholar] [CrossRef] [PubMed]
- European Commission. CORDIS Is the Primary Source of Results from EU-Funded Projects Since 1990. Available online: https://cordis.europa.eu/projects (accessed on 26 June 2023).
- Zamawe, F.C. The Implication of Using NVivo Software in Qualitative Data Analysis: Evidence-Based Reflections. Malawi Med. J. 2015, 27, 13–15. [Google Scholar] [CrossRef]
- Lupton, B.; Zappe, M.; Thom, J.; Sengupta, S.; Feil-Seifer, D. Analysis and Prevention of Security Vulnerabilities in a Smart City. In Proceedings of the IEEE 12th Annual Computing and Communication Workshop and Conference (CCWC), Las Vegas, NV, USA, 26–29 January 2022; pp. 702–708. [Google Scholar] [CrossRef]
- Telo, J. Smart City Security Threats and Countermeasures in the Context of Emerging Technologies. Int. J. Intell. Autom. Comp. 2023, 6, 31–45. Available online: https://research.tensorgate.org/index.php/IJIAC/article/view/18 (accessed on 1 July 2023).
- Herath, H.; Mittal, M. Adoption of artificial intelligence in smart cities: A comprehensive review. Int. J. Inform. Manag. Data Insights 2022, 2, 100076. [Google Scholar] [CrossRef]
- Hui, P. Construction of Information Security Risk Assessment Model in Smart City. In Proceedings of the 2020 IEEE Conference on Telecommunications, Optics and Computer Science (TOCS), Shenyang, China, 11–13 December 2020; pp. 393–396. [Google Scholar] [CrossRef]
- Younus, A.M. Smart City in Urban Innovation: Concept, Management, Policy and Technology. Int. J. Adv. Eng. Res. Sci. 2021, 8, 1–14. [Google Scholar] [CrossRef]
- Faisal, K. Applying the Purpose Limitation Principle in Smart-City Data-Processing Practices: A European Data Protection Law Perspective. Comm. Law Policy 2023, 28, 67–97. [Google Scholar] [CrossRef]
- Burlacu, M.; Boboc, R.G.; Butila, E.V. Smart Cities and Transportation: Reviewing the Scientific Character of the Theories. Sustainability 2022, 14, 8109. [Google Scholar] [CrossRef]
- Almihat, M.; Kahn, M.; Aboalez, K.; Almaktoof, A. Energy and Sustainable Development in Smart Cities: An Overview. Smart Cities 2022, 5, 1389–1408. [Google Scholar] [CrossRef]
- Cremer, F.; Sheehan, B.; Fortmann, M.; Kia, A.N.; Mullins, M.; Murphy, F.; Materne, S. Cyber risk and cybersecurity: A systematic review of data availability. Geneva Pap. Risk Insur. Issues Pract. 2022, 47, 698–736. [Google Scholar] [CrossRef]
- Ismagilova, E.; Hughes, L.; Rana, N.P.; Dwivedi, Y. Security, Privacy and Risks Within Smart Cities: Literature Review and Development of a Smart City Interaction Framework. Inf. Syst. Front. 2022, 24, 393–414. [Google Scholar] [CrossRef]
- Anthi, E.; Williams, L.; Rhode, M.; Burnap, P.; Wedgbury, A. Adversarial attacks on machine learning cybersecurity defences in Industrial Control Systems. J. Inform. Sec. Applic. 2021, 58, 102717. [Google Scholar] [CrossRef]
- Anwar, R.W.; Ali, S. Smart Cities Security Threat Landscape: A Review. Comp. Inform. 2022, 41, 405–423. [Google Scholar] [CrossRef]
- Madsen, A.K. Data in the smart city: How incongruent frames challenge the transition from ideal to practice. Big Data Soc. 2018, 5, 1–13. [Google Scholar] [CrossRef]
- Borghys, K.; van der Graaf, S.; Walravens, N.; Van Compernolle, M. Multi-Stakeholder Innovation in Smart City Discourse: Quadruple Helix Thinking in the Age of “Platforms”. Front. Sustain. Cities 2020, 2, 5. [Google Scholar] [CrossRef]
- Pereira, G.V.; Cunha, M.A.; Lampoltshammer, T.J.; Parycek, P.; Testa, M.G. Increasing collaboration and participation in smart city governance: A cross-case analysis of smart city initiatives. Inf. Technol. Develop. 2017, 23, 526–553. [Google Scholar] [CrossRef]
- Ziosi, M.; Hewitt, B.; Juneja, P.; Taddeo, M.; Floridi, L. Smart cities: Reviewing the debate about their ethical implications. AI Soc. 2022, in press. [Google Scholar] [CrossRef] [PubMed]
- Deren, L.; Wenbo, Y.; Zhenfeng, S. Smart city based on digital twins. Comput. Urban Sci. 2021, 1, 4. [Google Scholar] [CrossRef]
- Caprari, G.; Castelli, G.; Montuori, M.; Camardelli, M.; Malvezzi, R. Digital Twin for Urban Planning in the Green Deal Era: A State of the Art and Future Perspectives. Sustainability 2022, 14, 6263. [Google Scholar] [CrossRef]
- Cheng, R.; Hou, L.; Xu, S. A Review of Digital Twin Applications in Civil and Infrastructure Emergency Management. Buildings 2023, 13, 1143. [Google Scholar] [CrossRef]
- Timperley, J. The Six Problems Aviation Must Fix to Hit Net Zero. 2021. Available online: https://www.theguardian.com/environment/2021/sep/05/the-six-problems-aviation-must-fix-to-hit-net-zero (accessed on 9 July 2023).
- Peeters, P.; Higham, J.; Kutzner, D.; Cohen, S.; Gössling, S. Are technology myths stalling aviation climate policy? Transp. Res. Part D Transp. Environ. 2016, 44, 30–42. [Google Scholar] [CrossRef]
- Gössling, S.; Lyle, C. Transition policies for climatically sustainable aviation. Transp. Rev. 2021, 41, 643–658. [Google Scholar] [CrossRef]
- Bergero, C.; Gosnell, G.; Gielen, D.; Kang, S.; Bazilian, M.; Davis, S.J. Pathways to net-zero emissions from aviation. Nat. Sustain. 2023, 6, 404–414. [Google Scholar] [CrossRef]
- Syrmakesis, A.D.; Alcaraz, C.; Hatziargyriou, N.D. Classifying resilience approaches for protecting smart grids against cyber threats. Int. J. Inform. Sec. 2022, 21, 1189–1210. [Google Scholar] [CrossRef]
- Huang, Z.; Chen, J.; Lin, Y.; You, P.; Peng, Y. Minimizing data redundancy for high reliable cloud storage systems. Comp. Netw. 2015, 81, 164–177. [Google Scholar] [CrossRef]
- Kosmowski, K.T.; Piesik, E.; Piesik, J.; Sliwinski, M. Integrated Functional Safety and Cybersecurity Evaluation in a Framework for Business Continuity Management. Energies 2022, 15, 3610. [Google Scholar] [CrossRef]
- Yazdinejad, A.; Zolfaghari, B.; Azmoodeh, A.; Dehghantanha, A.; Karimipour, H.; Fraser, E.; Green, A.G.; Russell, C.; Duncan, E. A Review on Security of Smart Farming and Precision Agriculture: Security Aspects, Attacks, Threats and Countermeasures. Appl. Sci. 2021, 11, 7518. [Google Scholar] [CrossRef]
- Ting, L.; Khan, M.; Sharma, A.; Ansari, M.D. A secure framework for IoT-based smart climate agriculture system: Toward blockchain and edge computing. J. Intell. Syst. 2022, 31, 221–236. [Google Scholar] [CrossRef]
- Zanella, A.R.; Silva, E.; Albini, L.C.P. Security challenges to smart agriculture: Current state, key issues, and future directions. Array 2020, 8, 100048. [Google Scholar] [CrossRef]
- Mahmood, O.A.; Abdellah, A.R.; Muthanna, A.; Koucheryavy, A. Distributed Edge Computing for Resource Allocation in Smart Cities Based on the IoT. Information 2022, 13, 328. [Google Scholar] [CrossRef]
- Osman, A.; Elragal, A. Smart Cities and Big Data Analytics: A Data-Driven Decision-Making Use Case. Smart Cities 2021, 4, 286–313. [Google Scholar] [CrossRef]
- Aiyer, B.; Caso, J.; Russell, P.; Sorel, M. New Survey Reveals $2 Trillion Market Opportunity for Cybersecurity Technology and Service Providers. 2022. Available online: https://www.mckinsey.com/capabilities/risk-and-resilience/our-insights/cybersecurity/new-survey-reveals-2-trillion-dollar-market-opportunity-for-cybersecurity-technology-and-service-providers (accessed on 9 July 2023).
- Alspach, K. Thanks to the Economy, Cybersecurity Consolidation is Coming. CISOs Are More than Ready. 2022. Available online: https://www.protocol.com/enterprise/cybersecurity-startups-acquisitionss-tools (accessed on 9 July 2023).
Project | Start Date | End Date | Goal |
---|---|---|---|
3P-Tec | 1 July 2022 | 31 October 2025 | Evolving three-parent technology to improve crops and seed varieties. |
ACHILLEUS | 1 November 2022 | 31 October 2025 | Develop a new phenotypic drug discovery platform for targeting cancer stem cell signaling. |
ALLEGRO | 1 January 2023 | 30 June 2026 | Turning the future innovative, safe and low-energy optical networks. |
ARTRIGEL | 1 March 2022 | 29 February 2024 | Provide a new innovative injectable treatment for osteoarthritis. |
ASCEND | 1 January 2023 | 31 December 2027 | Building cities healthier and climate neutral. |
B-BRIGHTER | 1 October 2022 | 31 March 2025 | A novel top-down lithography approach to bioprinting will overcome current challenges. |
BoSS | 1 January 2023 | 31 December 2025 | Demonstrate and archive solutions for climate neutrality with a particular focus on coastal cities as an interface to healthy seas, ocean, and water bodies. |
CLIMABOROUGH | 1 January 2023 | 31 December 2026 | Supporting cities to take up the carbon-neutral challenge. |
CODECO | 1 January 2023 | 31 December 2025 | Privacy-preserving and innovative edge-cloud management framework. |
CONCERTO | 1 January 2023 | 31 December 2026 | Safer and greener skies for EU air travel. |
CONNECTINGHEALTH | 15 June 2022 | 14 June 2024 | Promoting innovative ecosystems in digital health. |
CULTUURCAMPUS | 1 October 2022 | 31 December 2025 | Shaping a better future for Rotterdam South. |
DECICE | 1 December 2022 | 30 November 2025 | An open and portable management framework with smart scheduling. |
DESIRE | 1 October 2022 | 30 September 2024 | Creation of an alternative way forward for the built environment supporting the EU mission of “100 climate-neutral and smart cities”. |
DiaDEM | 1 May 2022 | 30 April 2025 | Provide a digital discovery platform for organic electronics materials. |
E.T.PACK-F | 1 September 2022 | 28 February 2025 | Provide a ready-to-fly deorbit device based on electrodynamic tether technology. |
Ebeam4therapy | 1 August 2022 | 31 July 2025 | A compact device for effective delivery of radiotherapy. |
EDGELESS | 1 January 2023 | 31 December 2025 | Developing groundbreaking serverless computing technology. |
EHHUR | 1 October 2022 | 30 September 2025 | A sustainable, inclusive, and aesthetically beautiful urban revolution. |
ENGINEER | 1 October 2022 | 30 September 2025 | Provide a cultural heritage at the heart of development in Cyprus. |
EV4EU | 1 June 2022 | 30 November 2025 | Vehicle-to-everything strategies facilitate mass uptake of electric vehicles. |
EXTRACT | 1 January 2023 | 31 December 2025 | Optimization and improvement of extreme data mining. |
FIBREX | 1 August 2022 | 31 May 2024 | RNA therapeutics for prevention of heart failure. |
FOR-FREIGHT | 1 September 2022 | 31 December 2025 | Green, cost-efficient, and adaptable multimodal freight transport. |
GA-VAX | 1 June 2022 | 31 January 2025 | A vaccine against Amyotrophic lateral sclerosis (ALS). |
GoodMobility | 1 January 2023 | 31 December 2027 | A new logistics approach to urban goods mobility. |
HYPERIA | 1 September 2022 | 31 August 2024 | High-sensitivity camera sees across the visible and infrared light spectrum. |
INCYPROnext | 1 June 2022 | 31 May 2025 | Innovative protein stabilization solution for biotechnological and biomedical applications. |
INSPIRE | 1 April 2022 | 31 March 2024 | En route to the first programmable integrated photonics circuits. |
L2D2 | 1 October 2022 | 30 September 2025 | Optimizing and standardizing 2D material growth and wafer-scale integration. |
LEAF | 1 March 2022 | 31 October 2023 | Making science accessible and fun for everyone. |
LUCERO-BIO | 1 January 2023 | 31 December 2025 | Innovative 3D cell-culture handling platform for preclinical drug screening. |
MobiSpaces | 1 September 2022 | 31 August 2025 | Moving towards mobility-optimized data governance. |
MIRACLE | 1 May 2022 | 30 April 2025 | Novel diagnostic platform for virtual biopsy. |
MITI | 1 April 2022 | 30 September 2024 | Non-ionizing metabolic imaging for predicting the effect of and guiding therapeutic interventions. |
MLSysOps | 1 January 2023 | 31 December 2025 | Pushing the technological boundaries of autonomic systems through AI/ML. |
MoSS | 1 May 2022 | 30 April 2024 | Develop an automated DNA storage system based on a novel enzymatic technique for the high-throughput synthesis of DNA. |
NanoVision | 1 June 2022 | 31 May 2025 | Innovative super-resolution optical microscopy platform. |
NEBourhoods | 1 October 2022 | 31 March 2025 | Making the Green Deal beneficial for all in Neuperlach. |
NEB-STAR | 1 October 2022 | 30 September 2025 | New European Bauhaus for green urban transformation. |
NEMILIES | 1 June 2022 | 31 May 2024 | Provide a room-temperature high-sensitivity infrared detector. |
NEUTRALPATH | 1 January 2023 | 31 December 2027 | Positive clean energy districts to tackle climate change. |
NEXUS | 1 June 2022 | 31 May 2025 | Extracellular vesicles as a source for liquid biopsy assay. |
PANTHEON | 1 January 2023 | 31 December 2025 | Smart city digital twin platform for improved disaster management. |
PCAVISION | 1 April 2022 | 31 March 2024 | Modern ultrasound imaging for comprehensive prostate cancer diagnostics. |
PRe-ART-2T | 1 June 2022 | 31 May 2025 | PRe-ART-2T intends to replace low-quality, commercial animal-derived reagent mAbs with high-performing synthetic alternatives. |
PRISMA | 1 July 2022 | 30 June 2025 | Treating diabetes with a thin-film micropump. |
PureSurf | 1 May 2022 | 30 April 2025 | Bio-based surfactants from renewable waste streams for the circular economy. |
Re-Value | 1 January 2023 | 31 December 2026 | Development of climate-neutral solutions for waterfront cities. |
REWIRE | 1 October 2022 | 30 September 2025 | New framework for around-the-clock data protection. |
SELFY | 1 June 2022 | 31 May 2025 | Toolbox for more secure, robust, and resilient connected vehicles. |
SHINTO | 1 October 2022 | 30 September 2025 | Soft, self-healing recyclable materials to support intelligent robotics applications. |
SiMulTox | 1 April 2022 | 31 March 2024 | Novel platform for multiparametric assessment of drug-related cardiotoxicity. |
SISHOT | 1 September 2022 | 31 August 2025 | Development of an immediate, real-time single-shot ultrashort laser pulse characterization. |
SPECTRUM | 1 May 2022 | 30 April 2025 | Innovative switch could solve quantum computer cable problem. |
SPINE | 1 January 2023 | 31 December 2026 | Looking for smart, green, and inclusive public transport solutions. |
TAONas-LUAD | 1 April 2022 | 31 December 2025 | Antisense oligonucleotide technology in the treatment of lung adenocarcinoma. |
TREASoURcE | 1 June 2022 | 31 May 2026 | Turning trash into treasure through a circular economy approach. |
TrialsNet | 1 January 2023 | 31 December 2025 | Deploy full large-scale trials to implement a heterogenous and comprehensive set of innovative 6G applications. |
TWIN2EXPAND | 1 January 2023 | 31 December 2025 | Urban planning and design to achieve the EU Green Deal. |
UP2030 | 1 January 2023 | 31 December 2025 | Urban planning with a focus on climate change. |
VRP | 1 June 2022 | 31 May 2024 | Robot programming technology that enables automation of high-mix, low-volume production. |
Phase | Description |
---|---|
Data preparation | The data collected on the CORDIS platform for each project are compiled into an individual report. Information on project name, implementation dates, summary, objectives, and technical description are extracted. These elements are available in “fact sheet” and “reporting” sections on CORDIS platform. A script written in Python was developed to automatically collect this information. |
Codification | NVivo v12.2 software is used to assign codes to text segments or significant units of data that represent a specific theme. |
Identification of initial themes | Initial emerging themes are identified and highlighted by Nvivo v12.2 software. Themes represent groups of codes that share similar characteristics. |
Review of themes | This step aims to review the identified themes to ensure that they are aligned in the cybersecurity domain and are appropriately relevant and comprehensive. It is also relevant to ensure that the themes correctly capture the perspectives of each project. |
Definition and naming of themes | Each theme is associated with a descriptive name to assist in the analysis and production of the final report. |
Analysis of themes | The themes identified in the previous step are analyzed to understand the relationships between them and to highlight how they contribute to the research questions formulated in the study. |
Interpretation of results | The results obtained are discussed considering the research objectives and the literature in the field. Implications of the themes are noted to guide the discussion of the findings. |
Reporting of results | A detailed report of the identified themes and their definitions is produced. Original citations are also collected from the studies that support each theme. The implications of the research are also noted. |
Final Theme | Associated Terms | Absolute Frequency | Relative Frequency |
---|---|---|---|
Smart cities | Intelligent cities, digital cities, future cities | 96 | 0.1605 |
Data-driven | Big data, data analytics, data-based, data-centric | 74 | 0.1237 |
Artificial intelligence | Intelligence, AI-driven systems, intelligent agents, neural networks | 53 | 0.0886 |
Machine learning | Machine, automation, data mining | 44 | 0.0736 |
Digital environments | Virtual environments, human-center, behavior, cyberspace | 41 | 0.0686 |
Privacy | Secure, confidentiality, cyber-attack, private data | 40 | 0.0669 |
Sensors | IoT, network, monitoring | 36 | 0.0602 |
Education | Learning, training | 33 | 0.0552 |
Sustainability | Sustainable, green practices, circular economy, renewable | 21 | 0.0351 |
Collaborative environment | Collaboration, empowerment, co-creating, stakeholders, community, co-design | 17 | 0.0284 |
Dimension | Mitigation Action | Project Vision |
---|---|---|
Infrastructure vulnerabilities | Vulnerability assessment | “…promote the conduct of comprehensive surveys on multi-hazard disaster risks and the development of regional disaster risk assessments and maps” (PANTHEON) “Solutions include innovative urban design, behavioral nudging, smart technological and data-driven solutions to reduce actual and perceived road safety risks…” (REALLOCATE) “Co-creating co-benefits for the neighborhood and city through multi-functional use of spaces and infrastructures.” (NEB-STAR) |
Risk management plan | ||
Ethical hacking | ||
Continuous monitoring | ||
Data privacy | Privacy by design | “The SPINE approach involves the creation of (a) innovative simulation and Digital Twining (DT) tools, along with open data and behavioral models, that will allow the building of scenarios combining different mobility interventions…” (SPINE) “…data sharing, advanced processing for detection of malicious events and decision-making…” (SELFY) “Specifically, the platform will feature enhanced data infrastructures and AI and big-data frameworks, novel data-driven orchestration and distributed monitoring mechanisms, a unified continuum abstraction and cybersecurity and digital privacy across all software layers.” (EXTRACT) |
Data minimization | ||
Transparent data practices | ||
User control and rights | ||
Network vulnerabilities | Risk assessment | “…resilience, increased ability to adapt and respond to cyber-threats and cyber-attacks…” (SELFY) “…a scalable AI/ML assisted control and orchestration system, responsible for autonomous networking, dynamic and constrained service provisioning…” (ALLEGRO) “This ambitious challenge will be met via distributed computing solutions to partition the edge environment in clusters, each managed as a local decentralized serverless platform.” (EDGELESS) |
Prevention systems | ||
Access control | Intrusion detection | “Clusters will cooperate with each other and with all the layers in the edge-cloud continuum to compose complex applications on-demand through a FaaS paradigm.” (EDGELESS) “MLSysOps will employ a hierarchical agent-based AI architecture to interface with the underlying resource management and application deployment/orchestration mechanisms of the continuum.” (MLSysOps) “…the camera will be able to capture visible features, key SWIR ?fingerprints? for physiochemical analysis and fluorescence signals from non-visible features.” (HYPERIA) |
Authentication and authorization mechanisms | ||
Secure device management | ||
Role-based access controls | ||
IoT devices | Secure access controls and protocols | “…platform and technologies will be combined with IoT infrastructure, multi-source data (satellite and in situ data, social networks, historical data) to create a tool for assessment of risks, vulnerability and capacity assessment.” (PANTHEON) “The proposed scalable and multifunctional cybersecurity platform will ensure the security throughout the life of the IoT devices with continuous security auditing, trust computing and theorem proofs for defining an hw-based microarchitecture for enhanced protection targeting to open-hardware/software vulnerabilities.” (REWIRE) “…we developed an uncooled IR sensor prototype based on a nanoelectromechanical system (NEMS), called NEMILIE, which can reach unprecedented sensitivity at room temperature.” (NEMILIES) |
Secure communications protocols | ||
Security monitoring | ||
Security standards and regulation | Adoption of international standards | “The project develops the 5UP methodological framework that supports cities in (i) UP-dating those policies, codes, regulations that need to be left behind to make room for the new vision.” (UP2030) “REWIRE envisions a holistic framework for continuous security assessment of open-source and open-specification hardware and software for IoT devices and the development of cybersecurity certification in accordance with the requirements and guidelines of recent EU regulation Cyber security Act3.” (REWIRE) “…compliance applicable to the three “thrusts” of Clean Aviation and a first status of comprehensive digital framework of formalized collaborative tooled and model/simulation-based processes for certification.” (CONCERTO) |
Smart grid security standards | ||
Articulate with local and national frameworks | ||
Human behavior | Education and awareness | “By this, we will set the foundation for a school of thought and practice, and establish a scaling framework for widespread learning across the EU utilizing digital infrastructure, stakeholder involvement and empowerment across a partner community of European cities, youth organizations, NGOs, academia, etc.” (DESIRE) “Combining co-creation and entrepreneurship, putting culture and creativity at the core of the transformation process, the project will deliver accessible and empowering solutions to make the EU-Green Deal beneficial for all in NPL and beyond” (NEBourhoods) “TWIN2EXPAND embraces the international networking ethos of the SDGs to achieve scientific excellence in the R&I of the built environment, fully embedding it within the quadruple helix by fostering collaboration with local authorities and other stakeholders.” (TWIN2EXPAND) |
Ethical guidelines | ||
Behavioral analytics and predictive models | ||
Collaboration and partnerships | ||
Community engagement |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the author. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Almeida, F. Prospects of Cybersecurity in Smart Cities. Future Internet 2023, 15, 285. https://doi.org/10.3390/fi15090285
Almeida F. Prospects of Cybersecurity in Smart Cities. Future Internet. 2023; 15(9):285. https://doi.org/10.3390/fi15090285
Chicago/Turabian StyleAlmeida, Fernando. 2023. "Prospects of Cybersecurity in Smart Cities" Future Internet 15, no. 9: 285. https://doi.org/10.3390/fi15090285
APA StyleAlmeida, F. (2023). Prospects of Cybersecurity in Smart Cities. Future Internet, 15(9), 285. https://doi.org/10.3390/fi15090285