Secure Internet of Things (IoT)-Based Smart-World Critical Infrastructures: Survey, Case Study and Research Opportunities
Open accessAbstract
The widespread adoption of the Internet of Things (IoT) technologies has drastically increased the breadth and depth of attack surfaces in networked systems, providing new mechanisms for the intrusion. In the context of smart-world critical infrastructures and cyber-physical systems, the rapid adoption of the IoT systems and infrastructures without thorough consideration for the risks and vulnerabilities has the potential for catastrophic damage to the privacy, safety, and security of individuals and corporations. While the IoT systems have the potential to increase productivity, accountability, traceability, and efficiency, their potential weaknesses are also more abundant. In this paper, we provide critical consideration of the security of the IoT systems as applied to smart-world critical infrastructures. Particularly, we carry out a detailed assessment of vulnerabilities in IoT-based critical infrastructures from the perspectives of applications, networking, operating systems, software, firmware, and hardware. In addition, we highlight the three key critical infrastructure IoT-based cyber-physical systems, namely the smart transportation, smart manufacturing, and smart grid. Moreover, we provide a broad collection of attack examples upon each of the key applications. Furthermore, we introduce a case study, in which we assess the impacts of potential attacks on critical IoT-based systems, using the smart transportation system as an example. Finally, we provide a set of best practices and address the necessary steps to enact countermeasures for any generic IoT-based critical infrastructure system.
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The emergence of the IoT in ICS has led to new security challenges, which will require newly developed expertise to prepare for a wide variety of attacks that may emerge from the integration of these systems.
“The emergence of the IoT in ICS has led to new security challenges, which will require newly developed expertise to prepare for a wide variety of attacks that may emerge from the integration of these systems [65,66,67,68,69].”
From Impact, Vulnerabilities, and Mitigation Strategies for Cyber-Secure Critical Infrastructure. (2023) · cites this paper as [68]
The Introduction (page unavailable) describes IoT vulnerabilities in critical infrastructure, including industrial systems, and calls for investigating a range of attacks and developing countermeasures. The Defensive Schemes section (page unavailable) calls for security best practices and further work, but does not say that newly developed expertise is required. That part of the attributed claim is unsupported. (LLM, conf=0.84)
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Cites
Internet of Things for Smart Cities
Zanella, A., Bui, N., Castellani, A. P., Vangelista, L., & Zorzi, M. (2014) · IEEE Internet of Things Journal · doi:10.1109/jiot.2014.2306328 · Cited by 6,385 · see citing works
Internet of Things in industries: A survey
Xu, L. D., He, W., & Li, S. (2014) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2014.2300753 · Cited by 5,172 · see citing works
Smart Grid — The New and Improved Power Grid: A Survey
Fang, X., Misra, S., Xue, G., & Yang, D. (2011) · IEEE Communications Surveys & Tutorials · doi:10.1109/surv.2011.101911.00087 · Cited by 3,418 · see citing works
Lin, J., Yu, W., Zhang, N., Yang, X., Zhang, H., & Zhao, W. (2017) · IEEE Internet of Things Journal · doi:10.1109/jiot.2017.2683200 · Cited by 2,793 · see citing works
Self-citationSecurity, privacy and trust in Internet of Things: The road ahead
Sicari, S., Rizzardi, A., Grieco, L. A., & Coen‐Porisini, A. (2014) · Computer Networks · doi:10.1016/j.comnet.2014.11.008 · Cited by 2,341 · see citing works
Research Directions for the Internet of Things
Stankovic, J. (2014) · IEEE Internet of Things Journal · doi:10.1109/jiot.2014.2312291 · Cited by 1,941 · see citing works
Data-driven smart manufacturing
Tao, F., Qi, Q., Liu, A., & Kusiak, A. (2018) · Journal of Manufacturing Systems · doi:10.1016/j.jmsy.2018.01.006 · Cited by 1,934 · see citing works
Experimental Security Analysis of a Modern Automobile
Koscher, K., Czeskis, A., Roesner, F., Patel, S., Kohno, T., Checkoway, S., McCoy, D., Kantor, B., Anderson, D., Shacham, H., et al. (2010) · IEEE Symposium on Security and Privacy (S&P) · doi:10.1109/sp.2010.34 · Cited by 1,897 · see citing works
The Transport Layer Security (TLS) Protocol Version 1.2
Dierks, T., & Rescorla, E. K. (2008) · doi:10.17487/rfc5246 · Cited by 1,577 · see citing works
A Survey on the Edge Computing for the Internet of Things
Yu, W., Liang, F., He, X., Hatcher, W. G., Lu, C., Lin, J., & Yang, X. (2018) · IEEE Access · doi:10.1109/access.2017.2778504 · Cited by 1,520 · cited 2× · see citing works
“) should also be considered and applied in detecting cyber-attacks in IoT-based systems [173], [174], together with the assistant of distributed computing infrastructure such as edge/fog computing [3].”
BackgroundSelf-citationDeep Learning for IoT Big Data and Streaming Analytics: A Survey
Mohammadi, M., Al-Fuqaha, A., Sorour, S., & Guizani, M. (2018) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2018.2844341 · Cited by 1,471 · see citing works
Kusiak, A. (2018) · International Journal of Production Research · doi:10.1080/00207543.2017.1351644 · Cited by 1,330 · see citing works
False data injection attacks against state estimation in electric power grids
Liu, Y., Ning, P., & Reiter, M. K. (2009) · Proceedings of the ACM Conference on Computer and Communications Security · doi:10.1145/1653662.1653666 · Cited by 1,315 · see citing works
Battery Management System: An Overview of Its Application in the Smart Grid and Electric Vehicles
Rahimi-Eichi, H., Ojha, U., Baronti, F., & Chow, M. (2013) · IEEE Industrial Electronics Magazine · doi:10.1109/mie.2013.2250351 · Cited by 965 · see citing works
Demand Response as a Market Resource Under the Smart Grid Paradigm
Rahimi, F. A., & Ipakchi, A. (2010) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2010.2045906 · Cited by 853 · see citing works
Internet of vehicles: From intelligent grid to autonomous cars and vehicular clouds
Gerla, M., Lee, E.-K., Pau, G., & Lee, U. (2014) · 2014 IEEE World Forum on Internet of Things (WF-IoT) · doi:10.1109/wf-iot.2014.6803166 · Cited by 828 · see citing works
Attacks against process control systems: risk assessment, detection, and response
Cárdenas, A. A., Amin, S., Lin, Z.-S., Huang, Y.-L., Huang, C.-Y., & Sastry, S. (2011) · Proceedings of the 6th ACM Symposium on Information, Computer and Communications Security · doi:10.1145/1966913.1966959 · Cited by 699 · see citing works
Botnets and Internet of Things Security
Bertino, E., & Islam, N. (2017) · Computer · doi:10.1109/mc.2017.62 · Cited by 687 · see citing works
A Survey of Deep Learning: Platforms, Applications and Emerging Research Trends
Hatcher, W. G., & Yu, W. (2018) · IEEE Access · doi:10.1109/access.2018.2830661 · Cited by 654 · see citing works
Self-citationA Survey on Industrial Internet of Things: A Cyber-Physical Systems Perspective
Xu, H., Yu, W., Griffith, D., & Golmie, N. (2018) · IEEE Access · doi:10.1109/access.2018.2884906 · Cited by 637 · see citing works
Self-citationSmart Grid Privacy via Anonymization of Smart Metering Data
Efthymiou, C., & Kalogridis, G. (2010) · IEEE International Conference on Smart Grid Communications (SmartGridComm) · doi:10.1109/smartgrid.2010.5622050 · Cited by 611 · see citing works
Optimal Denial-of-Service Attack Scheduling With Energy Constraint
Zhang, H., Cheng, P., Shi, L., et al. (2015) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2015.2409905 · Cited by 609 · see citing works
Survey in Smart Grid and Smart Home Security: Issues, Challenges and Countermeasures
Komninos, N., Philippou, E., & Pitsillides, A. (2014) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2014.2320093 · Cited by 565 · see citing works
Towards secure industrial IoT: blockchain system with credit-based consensus mechanism
Huang, J., Kong, L., Chen, G., Wu, M.-Y., Liu, X., & Zeng, P. (2019) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2019.2903342 · Cited by 563 · see citing works
Self-citationFalse Data Injection on State Estimation in Power Systems—Attacks, Impacts, and Defense: A Survey
Deng, R., Xiao, G., Lu, R., Liang, H., & Vasilakos, A. V. (2016) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2016.2614396 · Cited by 555 · see citing works
Wolsink, M. (2011) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2011.09.006 · Cited by 552 · see citing works
Stuxnet worm impact on industrial cyber-physical system security
Karnouskos, S. (2011) · Annual Conference of the IEEE Industrial Electronics Society (IECON) · doi:10.1109/iecon.2011.6120048 · Cited by 542 · see citing works
A Practical Wireless Attack on the Connected Car and Security Protocol for In-Vehicle CAN
Woo, S., Jo, H. J., & Lee, D. H. (2014) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2014.2351612 · Cited by 502 · see citing works
Impact of Smart Grid on distribution system design
Brown, R. E. (2008) · doi:10.1109/pes.2008.4596843 · Cited by 478 · see citing works
Sii-Mobility: An IoT/IoE Architecture to Enhance Smart City Mobility and Transportation Services
Badii, C., Bellini, P., Difino, A., & Nesi, P. (2018) · Sensors · doi:10.3390/s19010001 · Cited by 472 · see citing works
Stellios, I., Kotzanikolaou, P., Psarakis, M., Alcaraz, C., & López, J. (2018) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2018.2855563 · Cited by 457 · see citing works
Event-Triggered Control Systems Under Denial-of-Service Attacks
Dolk, V. S., Tesi, P., Persis, C. D., & Heemels, W. P. M. H. (2016) · IEEE Transactions on Control of Network Systems · doi:10.1109/tcns.2016.2613445 · Cited by 450 · see citing works
A survey of attacks and detection mechanisms on intelligent transportation systems: VANETs and IoV
Sakiz, F., & Şen, S. (2017) · Ad Hoc Networks · doi:10.1016/j.adhoc.2017.03.006 · Cited by 422 · see citing works
Security of smart manufacturing systems
Tuptuk, N., & Hailes, S. (2018) · Journal of Manufacturing Systems · doi:10.1016/j.jmsy.2018.04.007 · Cited by 416 · see citing works
Toward Social Internet of Vehicles: Concept, Architecture, and Applications
Alam, K. M., Saini, M. K., & Saddik, A. E. (2015) · IEEE Access · doi:10.1109/access.2015.2416657 · Cited by 408 · see citing works
On False Data-Injection Attacks against Power System State Estimation: Modeling and Countermeasures
Yang, Q., Yang, J., Yu, W., An, D., Zhang, N., & Zhao, W. (2013) · IEEE Transactions on Parallel and Distributed Systems · doi:10.1109/tpds.2013.92 · Cited by 407 · see citing works
Self-citationSybil Attacks and Their Defenses in the Internet of Things
Zhang, K., Liang, X., Lu, R., & Shen, X. (2014) · IEEE Internet of Things Journal · doi:10.1109/jiot.2014.2344013 · Cited by 403 · see citing works
AMOEBA: Robust Location Privacy Scheme for VANET
Sampigethaya, K., Li, M., Huang, L., & Poovendran, R. (2007) · IEEE Journal on Selected Areas in Communications · doi:10.1109/jsac.2007.071007 · Cited by 392 · see citing works
Rouf, I., Miller, R., Mustafa, H. A., Taylor, T. S., Oh, S.-H., Xu, W., Gruteser, M., Trappe, W. K., & Seskar, I. (2010) · USENIX Security Symposium · Cited by 388 · see citing works
Unscented Kalman filter for power system dynamic state estimation
Valverde, G., & Terzija, V. V. (2010) · IET Generation Transmission & Distribution · doi:10.1049/iet-gtd.2010.0210 · Cited by 383 · see citing works
Key Reinstallation Attacks: Forcing Nonce Reuse in WPA2
Vanhoef, M., & Piessens, F. (2017) · Proceedings of the 2017 ACM SIGSAC Conference on Computer and Communications Security · doi:10.1145/3133956.3134027 · Cited by 380 · see citing works
A Survey on Internet of Things: Security and Privacy Issues
Sathishkumar, J., & Patel, D. (2014) · International Journal of Computer Applications · doi:10.5120/15764-4454 · Cited by 368 · see citing works
Next-Generation Monitoring, Analysis, and Control for the Future Smart Control Center
Zhang, P., Li, F. F., & Bhatt, N. B. (2010) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2010.2053855 · Cited by 354 · see citing works
Security of IoT systems: Design challenges and opportunities
Xu, T., Wendt, J. B., & Potkonjak, M. (2014) · doi:10.1109/iccad.2014.7001385 · Cited by 341 · see citing works
SCADA security in the light of cyber-warfare
Nicholson, A., Webber, S., Dyer, S., Patel, T., & Janicke, H. (2012) · Computers & Security · doi:10.1016/j.cose.2012.02.009 · Cited by 334 · see citing works
Time Synchronization Attack in Smart Grid: Impact and Analysis
Zhang, Z., Gong, S., Dimitrovski, A., et al. (2013) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2012.2227342 · Cited by 325 · see citing works
IoT-enabled smart grid via SM: An overview
Al-Turjman, F. M., & Abujubbeh, M. (2019) · Future Generation Computer Systems · doi:10.1016/j.future.2019.02.012 · Cited by 321 · see citing works
Internet of Things (IoT): Taxonomy of security attacks
Nawir, M., Amir, A., Yaakob, N., & Lynn, O. B. (2016) · International Conference on Electronic Design · doi:10.1109/iced.2016.7804660 · Cited by 294 · see citing works
Distributed Internet-Based Load Altering Attacks Against Smart Power Grids
Mohsenian-Rad, A.-H., & Leon‐Garcia, A. (2011) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2011.2160297 · Cited by 282 · see citing works
Key Management Systems for Smart Grid Advanced Metering Infrastructure: A Survey
Ghosal, A., & Conti, M. (2019) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2019.2907650 · Cited by 273 · see citing works
Proposed embedded security framework for Internet of Things (IoT)
Babar, S. D., Stango, A., Prasad, N. R., Sen, J., & Prasad, R. (2011) · International Conference on Wireless Communication, Vehicular Technology, Information Theory and Aerospace & Electronic Systems Technology · doi:10.1109/wirelessvitae.2011.5940923 · Cited by 262 · see citing works
Schneier, B. (2005) · Communications of the ACM · doi:10.1145/1053291.1053327 · Cited by 250 · see citing works
Mobile Crowd Sensing for Traffic Prediction in Internet of Vehicles
Wan, J., Liu, J., Shao, Z., Vasilakos, A. V., Imran, M. A., & Zhou, K. (2016) · Sensors · doi:10.3390/s16010088 · Cited by 233 · see citing works
Denial-of-Service (dos) attacks on load frequency control in smart grids
Liu, S., Liu, X. P., & Saddik, A. E. (2013) · IEEE PES Innovative Smart Grid Technologies Conference (ISGT) · doi:10.1109/isgt.2013.6497846 · Cited by 210 · see citing works
Self-citationSecurity Vulnerabilities of Internet of Things: A Case Study of the Smart Plug System
Ling, Z., Luo, J., Xu, Y., et al. (2017) · IEEE Internet of Things Journal · doi:10.1109/jiot.2017.2707465 · Cited by 208 · see citing works
Statistical process monitoring as a big data analytics tool for smart manufacturing
He, Q. P., & Wang, J. (2017) · Journal of Process Control · doi:10.1016/j.jprocont.2017.06.012 · Cited by 201 · see citing works
BlackIoT: IoT botnet of high wattage devices can disrupt the power grid
Soltan, S., Mittal, P., & Poor, H. V. (2018) · USENIX Security Symposium · Cited by 201 · see citing works
A Multi-Level DDoS Mitigation Framework for the Industrial Internet of Things
Yan, Q., Huang, W., Luo, X., Gong, Q., & Yu, F. R. (2018) · IEEE Communications Magazine · doi:10.1109/mcom.2018.1700621 · Cited by 189 · see citing works
Review and evaluation of security threats on the communication networks in the smart grid
Lu, Z., Lu, X., Wang, W., & Wang, C. X. (2010) · IEEE Military Communications Conference (MILCOM) · doi:10.1109/milcom.2010.5679551 · Cited by 188 · see citing works
On SCADA control system command and response injection and intrusion detection
Gao, W., Morris, T. H., Reaves, B., & Richey, D. (2010) · eCrime Researchers Summit (eCrime) · doi:10.1109/ecrime.2010.5706699 · Cited by 187 · see citing works
Real-Time Detection of Hybrid and Stealthy Cyber-Attacks in Smart Grid
Kurt, M. N., Yilmaz, Y., & Wang, X. (2018) · IEEE Transactions on Information Forensics and Security · doi:10.1109/tifs.2018.2854745 · Cited by 185 · see citing works
Secure Message Communication Protocol Among Vehicles in Smart City
Dua, A., Kumar, N., Das, A. K., & Susilo, W. (2018) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2017.2780183 · Cited by 180 · see citing works
Internet of Vehicles: Sensing-Aided Transportation Information Collection and Diffusion
Wang, J., Jiang, C., Han, Z., et al. (2018) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2018.2796443 · Cited by 170 · see citing works
Bad data injection in smart grid: attack and defense mechanisms
Huang, Y., Esmalifalak, M., Nguyen, H. T., et al. (2013) · IEEE Communications Magazine · doi:10.1109/mcom.2013.6400435 · Cited by 168 · see citing works
Do not snoop my habits: preserving privacy in the smart grid
Mármol, F. G., Sorge, C., Ugus, O., & Pérez, G. M. (2012) · IEEE Communications Magazine · doi:10.1109/mcom.2012.6194398 · Cited by 160 · see citing works
Cybersecurity for digital manufacturing
Wu, D., Ren, A., Zhang, W., Fan, F., Liu, P., Fu, X., & Terpenny, J. P. (2018) · Journal of Manufacturing Systems · doi:10.1016/j.jmsy.2018.03.006 · Cited by 160 · see citing works
DDoS-Capable IoT Malwares: Comparative Analysis and Mirai Investigation
Donno, M. D., Dragoni, N., Giaretta, A., & Spognardi, A. (2018) · Security and Communication Networks · doi:10.1155/2018/7178164 · Cited by 157 · see citing works
On False Data Injection Attacks against Distributed Energy Routing in Smart Grid
Lin, J., Yu, W., Yang, X., et al. (2012) · doi:10.1109/iccps.2012.26 · Cited by 155 · see citing works
Self-citationZhang, Y., Deng, R. H., Zheng, D., Li, J., Wu, P., & Cao, J. P. (2019) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2019.2894108 · Cited by 154 · see citing works
On Optimal PMU Placement-based Defense against Data Integrity Attacks in Smart Grid
Yang, Q., An, D., Min, R., et al. (2017) · IEEE Transactions on Information Forensics and Security · doi:10.1109/tifs.2017.2686367 · Cited by 152 · see citing works
Towards Integrating Distributed Energy Resources and Storage Devices in Smart Grid
Xu, G., Yu, W., GRIFFITH, D. W. T., Golmie, N., & Moulema, P. (2016) · IEEE Internet of Things Journal · doi:10.1109/jiot.2016.2640563 · Cited by 141 · see citing works
Self-citationReal-Time Detection of Denial-of-Service Attacks in IEEE 802.11p Vehicular Networks
Lyamin, N. V., Vinel, A. V., Jönsson, M., & Loo, J. K. K. (2013) · IEEE Communications Letters · doi:10.1109/lcomm.2013.102213.132056 · Cited by 133 · see citing works
Distributed Attack Detection in a Water Treatment Plant: Method and Case Study
Adepu, S., & Mathur, A. P. (2018) · IEEE Transactions on Dependable and Secure Computing · doi:10.1109/tdsc.2018.2875008 · Cited by 132 · see citing works
An integrated security system of protecting Smart Grid against cyber attacks
Wei, D. X., Lu, Y., Jafari, M. A., Skare, P. M., & Rohde, K. W. (2010) · IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT) · doi:10.1109/isgt.2010.5434767 · Cited by 129 · see citing works
Learning Internet-of-Things Security "Hands-On"
Kolias, C., Stavrou, A., Voas, J. M., Bojanova, I., & Kuhn, R. (2016) · IEEE Security & Privacy · doi:10.1109/msp.2016.4 · Cited by 125 · see citing works
A Real-Time En-Route Route Guidance Decision Scheme for Transportation-Based Cyberphysical Systems
Lin, J., Yu, W., Yang, X., et al. (2016) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2016.2572123 · Cited by 125 · see citing works
Self-citationGope, P., & Sikdar, B. (2018) · IEEE Transactions on Information Forensics and Security · doi:10.1109/tifs.2018.2881730 · Cited by 123 · see citing works
A Game-Theoretic Analysis of Cyber Switching Attacks and Mitigation in Smart Grid Systems
Farraj, A. K., Hammad, E. M., Daoud, A. A., et al. (2015) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2015.2440095 · Cited by 114 · see citing works
Cloud-based manufacturing process monitoring for smart diagnosis services
Caggiano, A. (2018) · International Journal of Computer Integrated Manufacturing · doi:10.1080/0951192x.2018.1425552 · Cited by 112 · see citing works
Runtime Semantic Security Analysis to Detect and Mitigate Control-Related Attacks in Power Grids
Lin, H., Slagell, A., Kalbarczyk, Z., et al. (2016) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2016.2547742 · Cited by 108 · see citing works
Huda, S., Yearwood, J. L., Hassan, M. M., & Almogren, A. (2018) · Applied Soft Computing · doi:10.1016/j.asoc.2018.06.017 · Cited by 105 · see citing works
Advances in Position Based Routing Towards ITS Enabled FoG-Oriented VANET–A Survey
Ullah, A., Yao, X., Shaheen, S., & Ning, H. (2019) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2019.2893067 · Cited by 105 · see citing works
Yang, X., Lin, J., Yu, W., Moulema, P.-M., Fu, X., & Zhao, W. (2013) · IEEE Transactions on Computers · doi:10.1109/tc.2013.177 · Cited by 102 · see citing works
Self-citationAn integrated detection system against false data injection attacks in the Smart Grid
Yu, W., GRIFFITH, D. W. T., Ge, L., Bhattarai, S., & Golmie, N. (2014) · Security and Communication Networks · doi:10.1002/sec.957 · Cited by 98 · see citing works
Self-citationA Risk-Based Optimization Model for Electric Vehicle Infrastructure Response to Cyber Attacks
Mousavian, S., Erol‐Kantarci, M., Wu, L., et al. (2017) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2017.2705188 · Cited by 95 · see citing works
Ullah, A., Yaqoob, S., Imran, M. A., et al. (2018) · IEEE Access · doi:10.1109/access.2018.2887075 · Cited by 95 · see citing works
Editorial: Special Issue on Security and Privacy of IoT
Wang, H., Zhang, Z., & Taleb, T. (2017) · World Wide Web · doi:10.1007/s11280-017-0490-9 · Cited by 92 · see citing works
A taxonomy of security and privacy requirements for the Internet of Things (IoT)
Alqassem, I., & Svetinović, D. (2014) · doi:10.1109/ieem.2014.7058837 · Cited by 91 · see citing works
A novel ID-based authentication framework with adaptive privacy preservation for VANETs
Lu, H., Li, J., & Guizani, M. (2012) · Computing, Communications and IoT Applications (ComComAp) · doi:10.1109/comcomap.2012.6154869 · Cited by 90 · see citing works
Towards Multistep Electricity Prices in Smart Grid Electricity Markets
Lin, J., Yu, W., & Yang, X. (2015) · IEEE Transactions on Parallel and Distributed Systems · doi:10.1109/tpds.2015.2388479 · Cited by 88 · see citing works
Self-citationMitigating DoS attacks against signature-based authentication in VANETs
He, L., & Zhu, W. (2012) · IEEE International Conference on Computer Science and Automation Engineering · doi:10.1109/csae.2012.6272951 · Cited by 86 · see citing works
Tactical supply planning in smart manufacturing supply chain
Oh, J., & Jeong, B. (2018) · Robotics and Computer-Integrated Manufacturing · doi:10.1016/j.rcim.2018.04.003 · Cited by 81 · see citing works
A Center-Based Secure and Stable Clustering Algorithm for VANETs on Highways
Cheng, X., & Huang, B. (2019) · Wireless Communications and Mobile Computing · doi:10.1155/2019/8415234 · Cited by 80 · see citing works
Lin, J., Yu, W., Zhang, N., et al. (2018) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2018.2845744 · Cited by 78 · see citing works
Self-citationOn false data injection attacks against Kalman filtering in power system dynamic state estimation
Yang, Q., Chang, L., & Yu, W. (2013) · Security and Communication Networks · doi:10.1002/sec.835 · Cited by 77 · see citing works
Self-citationEffect of Imbalanced Datasets on Security of Industrial IoT Using Machine Learning
Zolanvari, M., Teixeira, M. A., & Jain, R. K. (2018) · IEEE International Conference on Intelligence and Security Informatics (ISI) · doi:10.1109/isi.2018.8587389 · Cited by 77 · see citing works
SODA: Strategy-Proof Online Double Auction Scheme for Multimicrogrids Bidding
An, D., Yang, Q., Yu, W., et al. (2017) · IEEE Transactions on Systems Man and Cybernetics Systems · doi:10.1109/tsmc.2017.2651072 · Cited by 71 · see citing works
Self-citationDDoS attack on WAVE-enabled VANET through synchronization
Biswas, S. K., Mišić, J., & Mišić, V. B. (2012) · Globecom · doi:10.1109/glocom.2012.6503256 · Cited by 68 · see citing works
Toward Data Integrity Attacks Against Optimal Power Flow in Smart Grid
Yang, Q., Li, D., Yu, W., Liu, Y., An, D., Yang, X., & Lin, J. (2017) · IEEE Internet of Things Journal · doi:10.1109/jiot.2017.2709252 · Cited by 66 · see citing works
Self-citationEffect of inspection performance in smart manufacturing system based on human quality control system
Kang, C. W., Ramzan, M. B., Sarkar, B., et al. (2017) · The International Journal of Advanced Manufacturing Technology · doi:10.1007/s00170-017-1069-4 · Cited by 65 · see citing works
Manufacturing Supply Chain and Product Lifecycle Security in the Era of Industry 4.0
Chhetri, S. R., Faezi, S., Rashid, N., & Faruque, M. A. A. (2017) · Journal of Hardware and Systems Security · doi:10.1007/s41635-017-0031-0 · Cited by 63 · see citing works
Social cooperation for information-centric multimedia streaming in highway VANETs
Quan, W., Xu, C., Guan, J., Zhang, H., & Grieco, L. A. (2014) · IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM) · doi:10.1109/wowmom.2014.6918992 · Cited by 61 · see citing works
From jammer to gambler: Modeling and detection of jamming attacks against time-critical traffic
Lu, Z., Wang, W., & Wang, C. (2011) · IEEE Conference on Computer Communications (INFOCOM) · doi:10.1109/infcom.2011.5934989 · Cited by 60 · see citing works
Cameron, C. D., Patsios, C., Taylor, P., et al. (2018) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2018.2817046 · Cited by 59 · see citing works
Biometric Security and Internet of Things (IoT)
Obaidat, M. S., Rana, S. P., Maitra, T., Giri, D., & Dutta, S. (2018) · Springer eBooks · doi:10.1007/978-3-319-98734-7_19 · Cited by 58 · see citing works
Realistic case studies of wireless structural control
Li, B., Sun, Z., Mechitov, K. A., et al. (2013) · ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS) · doi:10.1145/2502524.2502549 · Cited by 55 · see citing works
Lin, J., Yu, W., Yang, X., et al. (2015) · IEEE International Conference on Distributed Computing Systems (ICDCS) · doi:10.1109/icdcs.2015.15 · Cited by 52 · see citing works
Self-citationRealistic urban traffic simulation as vehicular Ad-hoc network (VANET) via Veins framework
Noori, H. (2012) · Conference of Open Innovations Association (FRUCT) · doi:10.23919/fruct.2012.8122092 · Cited by 49 · see citing works
Manipulating the electricity power market via jamming the price signaling in smart grid
Li, H., & Han, Z. (2011) · IEEE Globecom Workshops (GC Wkshps) · doi:10.1109/glocomw.2011.6162363 · Cited by 48 · see citing works
Chen, R., Li, X., Zhong, H., et al. (2019) · Neurocomputing · doi:10.1016/j.neucom.2018.09.094 · Cited by 48 · see citing works
On Data Integrity Attacks Against Real-Time Pricing in Energy-Based Cyber-Physical Systems
Zhang, X., Yang, X., Lin, J., Xu, G., & Yu, W. (2016) · IEEE Transactions on Parallel and Distributed Systems · doi:10.1109/tpds.2016.2546259 · Cited by 47 · see citing works
Self-citationSpatio-Temporal Characterization of Synchrophasor Data Against Spoofing Attacks in Smart Grids
Cui, Y., Bai, F., Liu, Y., Fuhr, P. L., & Morales-Rodríguez, M. E. (2019) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2019.2891852 · Cited by 47 · see citing works
Plaga, S., Wiedermann, N., Antón, S. D. D., Tatschner, S., Schotten, H. D., & Newe, T. (2018) · Future Generation Computer Systems · doi:10.1016/j.future.2018.11.008 · Cited by 45 · see citing works
Holistic Cyber-Physical Management for Dependable Wireless Control Systems
Ma, Y., Gunatilaka, D., Li, B., et al. (2018) · ACM Transactions on Cyber-Physical Systems · doi:10.1145/3185510 · Cited by 36 · see citing works
The Application of Self-Healing Technology in Smart Grid
Gao, X., & Ai, X. (2011) · Asia-Pacific Power and Energy Engineering Conference (APPEEC) · doi:10.1109/appeec.2011.5748373 · Cited by 34 · see citing works
Lin, J., Yu, W., & Yang, X. (2013) · Globecom · doi:10.1109/glocom.2013.6831164 · Cited by 34 · see citing works
Self-citationIIoT-SIDefender: Detecting and defense against the sensitive information leakage in industry IoT
Sha, L., Xiao, F., Chen, W., et al. (2017) · World Wide Web · doi:10.1007/s11280-017-0459-8 · Cited by 34 · see citing works
Smart Transportation Systems: Architecture, Enabling Technologies, and Open Issues
Xu, H., Lin, J., & Yu, W. (2017) · SpringerBriefs in computer science · doi:10.1007/978-981-10-3892-1_2 · Cited by 30 · see citing works
Self-citationA contextual-adaptive Location Disclosure Agent for general devices in the Internet of Things
Elkhodr, M., Shahrestani, S. A., & Cheung, H. (2013) · IEEE Conference on Local Computer Networks Workshops (LCN Workshops) · doi:10.1109/lcnw.2013.6758522 · Cited by 29 · see citing works
Security Issues on Smart Grid and Blockchain-based Secure Smart Energy Management System
Kim, S. M., Lee, T., Kim, S., et al. (2019) · MATEC Web of Conferences · doi:10.1051/matecconf/201926001001 · Cited by 28 · see citing works
A novel architecture against false data injection attacks in smart grid
Bhattarai, S., Ge, L., & Yu, W. (2012) · International Conference on Communications · doi:10.1109/icc.2012.6364511 · Cited by 27 · see citing works
Self-citationOn Effectiveness of Smart Grid Applications Using Co-Simulation
Moulema, P., Yu, W., GRIFFITH, D. W. T., et al. (2015) · International Conference on Computer Communication and Networks (ICCCN) · doi:10.1109/icccn.2015.7288438 · Cited by 26 · see citing works
Self-citationSecure Communication Architecture for Dynamic Energy Management in Smart Grid
Khan, S., Khan, R., & Al-Bayatti, A. H. (2019) · IEEE Power and Energy Technology Systems Journal · doi:10.1109/jpets.2019.2891509 · Cited by 25 · see citing works
Towards a systematic survey of industrial IoT security requirements
Tange, K., Donno, M. D., Fafoutis, X., & Dragoni, N. (2019) · doi:10.1145/3313150.3313228 · Cited by 25 · see citing works
Demo: Do Not Trust Your Neighbors! A Small IoT Platform Illustrating a Man-in-the-Middle Attack
Navas, R. E., Le Bouder, H., Cuppens, N., Cuppens, F., & Papadopoulos, G. Z. (2018) · Lecture Notes in Computer Science · doi:10.1007/978-3-030-00247-3_11 · Cited by 24 · see citing works
Efficient Holistic Control over Industrial Wireless Sensor-Actuator Networks
Ma, Y., & Lu, C. (2018) · doi:10.1109/icii.2018.00018 · Cited by 21 · see citing works
A Gaussian-Mixture Model Based Detection Scheme against Data Integrity Attacks in the Smart Grid
Yang, X., Zhang, X., Lin, J., et al. (2016) · International Conference on Computer Communication and Networks (ICCCN) · doi:10.1109/icccn.2016.7568478 · Cited by 20 · see citing works
The Forgotten I in IIoT: a vulnerability scanner for industrial internet of things
Antrobus, R., Green, B., Frey, S., & Rashid, A. (2019) · IET Living in the Internet of Things (IoT) · doi:10.1049/cp.2019.0126 · Cited by 20 · see citing works
Madhawa, S., Balakrishnan, P., & Umamakeswari, A. (2019) · Journal of Intelligent & Fuzzy Systems · doi:10.3233/jifs-169946 · Cited by 18 · see citing works
DDoS Reflection Attack Based on IoT: A Case Study
Šimon, M., Huraj, L., & Horák, T. (2018) · Advances in intelligent systems and computing · doi:10.1007/978-3-319-91192-2_5 · Cited by 17 · see citing works
Vehicle Security: Risk Assessment in TransportationPreprint
Kelarestaghi, K. B., Foruhandeh, M., Heaslip, K. P., & Gerdes, R. (2018) · arXiv (Cornell University) · doi:10.48550/arxiv.1804.07381 · Cited by 17 · see citing works
Data integrity attacks against the distributed real-time pricing in the smart grid
Yang, X., Zhang, X., Lin, J., et al. (2016) · IEEE International Performance, Computing, and Communications Conference · doi:10.1109/pccc.2016.7820657 · Cited by 13 · see citing works
Rahimifard, S., Stone, J. A., Lumsakul, P., et al. (2018) · Procedia Manufacturing · doi:10.1016/j.promfg.2018.02.088 · Cited by 12 · see citing works
Performance and Execution Evaluation of VANETs Routing Protocols in different Scenarios
Rehman, M. U., Ahmed, S., Khan, S. U., et al. (2018) · EAI Endorsed Transactions on Energy Web · doi:10.4108/eai.10-4-2018.154458 · Cited by 11 · see citing works
SMART Security Alert System for Monitoring and Controlling Container Transportation
Mahmood, S., Hasan, R., Ullah, A., et al. (2019) · MEC International Conference on Big Data and Smart City (ICBDSC) · doi:10.1109/icbdsc.2019.8645574 · Cited by 11 · see citing works
A Survey on Sybil Attack Detection in Vehicular ad hoc Networks (VANET)
Abdulkader, Z. A., & Abdullah, A. (2018) · Cited by 10 · see citing works
Blockchain‐based Dynamic Key Management for IoT‐Transportation Security Protection
Lei, A., Cao, Y., Bao, S., Asuquom, P., Cruickshank, H. S., & Sun, Z. (2019) · Wiley eBooks · doi:10.1002/9781119519621.ch6 · Cited by 9 · see citing works
General vulnerability aspects of Internet of Things
Čisar, P., & Čisar, S. M. (2015) · IEEE International Symposium on Computational Intelligence and Informatics (CINTI) · doi:10.1109/cinti.2015.7382906 · Cited by 8 · see citing works
Advancements in Data Security and Privacy Techniques Used in IoT-Based Hospital Applications
Tiwari, A., Tripathi, R. P., & Bhatia, D. (2019) · Advances in bioinformatics and biomedical engineering book series · doi:10.4018/978-1-5225-7952-6.ch010 · Cited by 8 · see citing works
Security Problems and Attacks on Smart Cars
Okul, Ş., Aydın, M. A., & Keleş, F. (2018) · Lecture notes in electrical engineering · doi:10.1007/978-981-13-0408-8_17 · Cited by 7 · see citing works
Defending against Energy Dispatching Data integrity attacks in smart grid
He, X., Yang, X., Lin, J., et al. (2015) · IEEE International Performance, Computing, and Communications Conference · doi:10.1109/pccc.2015.7410291 · Cited by 6 · see citing works
VANET/ITS cybersecurity threats: Analysis, categorization and forecasting
Stolyarova, E. S., Shiryaev, D. M., Vladyko, A. G., & Buinevich, M. (2018) · IEEE Conference of Russian Young Researchers in Electrical and Electronic Engineering · doi:10.1109/eiconrus.2018.8317048 · Cited by 6 · see citing works
Dynamic En-Route Eco-Navigation: Strategy Design, Implementation and Evaluation
Li, W., Wu, G., Yao, D., et al. (2018) · International Conference on Intelligent Transportation Systems · doi:10.1109/itsc.2018.8569444 · Cited by 5 · see citing works
Secure Smart Vehicle Cloud Computing System for Smart Cities
Limbasiya, T., & Das, D. (2018) · Studies in big data · doi:10.1007/978-3-319-73676-1_15 · Cited by 4 · see citing works
Toward Resilient Operation of Smart Grid
Gusrialdi, A., & Qu, Z. (2018) · Power electronics and power systems · doi:10.1007/978-3-319-98310-3_17 · Cited by 3 · see citing works
Designing Data Protection for GDPR Compliance into IoT Healthcare SystemsPreprint
Kammüller, F., Ogunyanwo, O. O., & Probst, C. W. (2019) · arXiv (Cornell University) · doi:10.48550/arxiv.1901.02426 · Cited by 3 · see citing works
Key Management Systems for Smart Grid Advanced Metering Infrastructure: A SurveyPreprint
Ghosal, A., & Conti, M. (2018) · arXiv (Cornell University) · doi:10.48550/arxiv.1806.00121 · Cited by 1 · see citing works
Flagged first, then by citations
Research works printed but not linked: 5
- H. Xu, J. Lin, and W. Yu, Secure and Trustworthy Transportation Cyber- Physical Systems. 2017, pp. 23-49.
- C.-S. Wang and P. Li, ''Development and challenges of distributed gen- eration, the micro-grid and smart distribution system,'' Automat. Electr. Power Syst., vol. 34, pp. 10-14 and 23, 2010.
- A. N. Upadhyaya and J. Shah, ''Attacks on VANET security,'' Int. J. Comput. Eng. Inf. Tech., vol. 9, no. 1, pp. 8-19, 2018.
- H. Noori, ''Realistic urban traffic simulation as vehicular Ad-hoc network (VANET) via Veins framework,'' in Proc. 12th Conf. Open Innov. Assoc. (FRUCT), Nov. 2012, pp. 1-7.
- W. Yu, ''False data injection attacks in smart grid: Challenges and solu- tions,'' in Proc. NIST Cyber Secur. Cyber-Phys. Syst. Workshop (CPS), 2012, pp. 1-51.
Cited by
Sorted by citations
Impact, Vulnerabilities, and Mitigation Strategies for Cyber-Secure Critical Infrastructure.
Riggs, H., Tufail, S., Parvez, I., Tariq, M., Khan, M. A., Amir, A., Vuda, K. V., & Sarwat, A. I. (2023) · Sensors · doi:10.3390/s23084060 · Cited by 124 · see citing works
David Echeverría López, A., Amor Pinilla, M., & Carvajal Mora, H. R. (2025) · IEEE Access · doi:10.1109/access.2025.3609252 · Cited by 1 · see citing works
- Authors
- Liu, X., Qian, C., Hatcher, W. G., Xu, H., Liao, W., & Yu, W.
- Affiliations
- Towson University (US)
- Venue
- IEEE Access
- Published
- 2019
- Volume
- 7
- Pages
- 79523-79544
- ISSN
- 2169-3536 (ISSN-L)
- OpenAlex
- W2948502305
- Cited by
- 152
- References
- 147
- Citations by year
- 2026: 12 · 2025: 20 · 2024: 29 · 2023: 32 · 2022: 20 · 2021: 18 · 2020: 16 · 2019: 5
- FWCI
- 8.08
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- IEEE Access (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Division of Computer and Network Systems (CNS 1350145)
- Topics
- Physical Sciences › Computer Science › Computer Networks and Communications › IoT and Edge/Fog Computing
- Physical Sciences › Computer Science › Information Systems › Internet of Things and AI
- Physical Sciences › Computer Science › Computer Networks and Communications › Network Security and Intrusion Detection
- Keywords
- Internet of Things security, critical infrastructure, smart world, cyber-physical systems, IoT vulnerabilities, smart transportation, smart manufacturing, smart grid, security countermeasures, best practices, operating system vulnerabilities
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