An In-Depth Analysis of IoT Security Requirements, Challenges, and Their Countermeasures via Software-Defined Security
Abstract
Internet of Things (IoT) is transforming everyone's life by providing features, such as controlling and monitoring of the connected smart objects. IoT applications range over a broad spectrum of services including smart cities, homes, cars, manufacturing, e-healthcare, smart control system, transportation, wearables, farming, and much more. The adoption of these devices is growing exponentially, that has resulted in generation of a substantial amount of data for processing and analyzing. Thus, besides bringing ease to the human lives, these devices are susceptible to different threats and security challenges, which do not only worry the users for adopting it in sensitive environments, such as e-health, smart home, etc., but also pose hazards for the advancement of IoT in coming days. This article thoroughly reviews the threats, security requirements, challenges, and the attack vectors pertinent to IoT networks. Based on the gap analysis, a novel paradigm that combines a network-based deployment of IoT architecture through software-defined networking (SDN) is proposed. This article presents an overview of the SDN along with a thorough discussion on SDN-based IoT deployment models, i.e., centralized and decentralized. We further elaborated SDN-based IoT security solutions to present a comprehensive overview of the software-defined security (SDSec) technology. Furthermore, based on the literature, core issues are highlighted that are the main hurdles in unifying all IoT stakeholders on one platform and few findings that emphases on a network-based security solution for IoT paradigm. Finally, some future research directions of SDN-based IoT security technologies are discussed.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The detection mechanisms are similar in all environments (IT, IoT, OT, IIoT), but the concepts of using a dedicated SOC in combination with SIEMs and EDRs are more advanced in an IT environment.
“Based on this research, it can be concluded that the detection mechanisms are similar in all environments, but the concepts of using a dedicated SOC in combination with SIEMs and EDRs are more advanced in an IT environment.”
From Mapping of Industrial IoT to IEC 62443 Standards (2025) · cites this paper as [17]
Cites
Internet of Things: A Survey on Enabling Technologies, Protocols, and Applications
Al-Fuqaha, A., Guizani, M., Mohammadi, M., Aledhari, M., & Ayyash, M. (2015) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2015.2444095 · Cited by 8,630 · see citing works
McKeown (2008) · doi:10.1145/1355734.1355746 · Cited by 8,513 · see citing works
Software-Defined Networking: A Comprehensive Survey
Kreutz, D., Ramos, F. M. V., Esteves Verissimo, P., Esteve Rothenberg, C., Azodolmolky, S., & Uhlig, S. (2015) · Proceedings of the IEEE · doi:10.1109/jproc.2014.2371999 · Cited by 5,050 · see citing works
The EU General Data Protection Regulation (GDPR)
Voigt, P., & von dem Bussche, A. (2017) · doi:10.1007/978-3-319-57959-7 · Cited by 3,001 · see citing works
PRESENT: An Ultra-Lightweight Block Cipher
Bogdanov, A., Knudsen, L. R., Leander, G., Paar, C., Poschmann, A., Robshaw, M. J. B., Seurin, Y., & Vikkelsoe, C. (2007) · Lecture Notes in Computer Science · doi:10.1007/978-3-540-74735-2_31 · Cited by 2,867 · see citing works
That ‘Internet of Things’ Thing
Ashton, K. J. (1999) · Medical Entomology and Zoology · Cited by 2,581 · see citing works
Gude, N. S., Koponen, T., Pettit, J., Pfaff, B., Casado, M., McKeown, N., & Shenker, S. J. (2008) · ACM SIGCOMM Computer Communication Review · doi:10.1145/1384609.1384625 · Cited by 1,447 · see citing works
Physical Unclonable Functions and Applications: A Tutorial
Herder, C. H., Yu, M.-D., Koushanfar, F., & Devadas, S. (2014) · Proceedings of the IEEE · doi:10.1109/jproc.2014.2320516 · Cited by 1,370 · see citing works
Security of the Internet of Things: perspectives and challenges
Jing, Q., Vasilakos, A. V., Wan, J., Lu, J., & Qiu, D. (2014) · Wireless Networks · doi:10.1007/s11276-014-0761-7 · Cited by 1,257 · see citing works
Security for the Internet of Things: A Survey of Existing Protocols and Open Research Issues
Granjal, J., Monteiro, E., & Silva, J. S. (2015) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2015.2388550 · Cited by 1,133 · see citing works
A survey of machine learning for big data processing
Qiu, J., Wu, Q., Ding, G., Xu, Y., & Feng, S. (2016) · EURASIP Journal on Advances in Signal Processing · doi:10.1186/s13634-016-0355-x · Cited by 925 · see citing works
Security and privacy challenges in industrial internet of things
Sadeghi, A., Wachsmann, C., & Waidner, M. (2015) · Proceedings - ACM IEEE Design Automation Conference · doi:10.1145/2744769.2747942 · Cited by 920 · see citing works
A Comprehensive Study of Security of Internet-of-Things
Mosenia, A., & Jha, N. K. (2016) · IEEE Transactions on Emerging Topics in Computing · doi:10.1109/tetc.2016.2606384 · Cited by 817 · see citing works
Casado, M., Freedman, M. J., Pettit, J., Luo, J., McKeown, N., & Shenker, S. J. (2007) · ACM SIGCOMM Conference (SIGCOMM) · doi:10.1145/1282380.1282382 · Cited by 756 · see citing works
IoT SENTINEL: Automated Device-Type Identification for Security Enforcement in IoT
Miettinen, M., Marchal, S., Hafeez, I., Asokan, N., Sadeghi, A., & Tarkoma, S. (2017) · IEEE International Conference on Distributed Computing Systems (ICDCS) · doi:10.1109/icdcs.2017.283 · Cited by 721 · see citing works
Internet of Things security and forensics: Challenges and opportunities
Conti, M., Dehghantanha, A., Franke, K., & Watson, S. (2018) · Future Generation Computer Systems · doi:10.1016/j.future.2017.07.060 · Cited by 720 · see citing works
SWATT: software-based attestation for embedded devices
Seshadri, A., Perrig, A., van Doorn, L., et al. (2004) · Proceedings - IEEE Symposium on Security and Privacy/Proceedings of the ... IEEE Symposium on Security and Privacy · doi:10.1109/secpri.2004.1301329 · Cited by 708 · see citing works
KATAN and KTANTAN — A Family of Small and Efficient Hardware-Oriented Block Ciphers
De Cannière, C., Dunkelman, O., & Knežević, M. (2009) · Lecture Notes in Computer Science · doi:10.1007/978-3-642-04138-9_20 · Cited by 678 · see citing works
Privacy in the Internet of Things: threats and challenges
Ziegeldorf, J. H., Morchon, O. G., & Wehrle, K. (2013) · Security and Communication Networks · doi:10.1002/sec.795 · Cited by 625 · see citing works
Foster, N., Harrison, R., Freedman, M. J., Monsanto, C., Rexford, J., Story, A. S., & Walker, D. (2011) · ACM SIGPLAN Notices · doi:10.1145/2034574.2034812 · Cited by 585 · see citing works
LBlock: A Lightweight Block Cipher
Wu, W., & Zhang, L. (2011) · Lecture notes in computer science · doi:10.1007/978-3-642-21554-4_19 · Cited by 559 · see citing works
A roadmap for security challenges in the Internet of Things
Sfar, A. R., Natalizio, E., Challal, Y., & Chtourou, Z. (2017) · Digital Communications and Networks · doi:10.1016/j.dcan.2017.04.003 · Cited by 490 · see citing works
Security attacks in IoT: A survey
Deogirikar, J., & Vidhate, A. V. (2017) · International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC) · doi:10.1109/i-smac.2017.8058363 · Cited by 470 · see citing works
Pushing the Limits: A Very Compact and a Threshold Implementation of AES
Moradi, A., Poschmann, A. Y., Ling, S., Paar, C., & Wang, H. (2011) · Lecture notes in computer science · doi:10.1007/978-3-642-20465-4_6 · Cited by 466 · see citing works
Scott-Hayward, S., O'Callaghan, G., & Sezer, S. (2013) · doi:10.1109/sdn4fns.2013.6702553 · Cited by 434 · see citing works
Anatomy of Threats to the Internet of Things
Makhdoom, I., Abolhasan, M., Lipman, J., Liu, R. P., & Ni, W. (2018) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2018.2874978 · Cited by 418 · see citing works
An Architectural Approach Towards the Future Internet of Things
Uckelmann, D., Harrison, M. G., & Michahelles, F. (2011) · Springer eBooks · doi:10.1007/978-3-642-19157-2_1 · Cited by 412 · see citing works
Software‐defined networking (SDN): a survey
Benzekki, K., Fergougui, A. E., & Alaoui, A. E. B. E. (2016) · Security and Communication Networks · doi:10.1002/sec.1737 · Cited by 410 · see citing works
A Software Defined Networking architecture for the Internet-of-Things
Qin, Z., Denker, G., Giannelli, C., Bellavista, P., & Venkatasubramanian, N. (2014) · IEEE/IFIP Network Operations and Management Symposium (NOMS) · doi:10.1109/noms.2014.6838365 · Cited by 386 · see citing works
A survey: Control plane scalability issues and approaches in Software-Defined Networking (SDN)
Karakuş, M., & Arjan Durresi, A. (2016) · Computer Networks · doi:10.1016/j.comnet.2016.11.017 · Cited by 375 · see citing works
Casado, M., Freedman, M. J., Pettit, J., Luo, J., McKeown, N., & Shenker, S. J. (2007) · ACM SIGCOMM Computer Communication Review · doi:10.1145/1282427.1282382 · Cited by 373 · see citing works
Anderson, C. J., Foster, N., Guha, A., Jeannin, J.-B., Kozen, D. C., Schlesinger, C., & Walker, D. (2014) · ACM SIGPLAN-SIGACT Symposium on Principles of Programming Languages (POPL) · doi:10.1145/2535838.2535862 · Cited by 371 · see citing works
Song, H. (2013) · doi:10.1145/2491185.2491190 · Cited by 367 · see citing works
Koeberl, P., Schulz, S., Sadeghi, A., et al. (2014) · European Conference on Computer Systems · doi:10.1145/2592798.2592824 · Cited by 340 · see citing works
Privacy and Security in Internet of Things and Wearable Devices
Arias, O., Wurm, J., Hoang, K., & Jin, Y. (2015) · IEEE Transactions on Multi-Scale Computing Systems · doi:10.1109/tmscs.2015.2498605 · Cited by 337 · see citing works
SMART: Secure and Minimal Architecture for (Establishing a Dynamic) Root of Trust
Eldefrawy, K. (2012) · Graduate School and Research Center in Digital Science (EURECOM) · Cited by 321 · see citing works
Seshadri, A., Luk, M., Shi, E., et al. (2005) · ACM SIGOPS Operating Systems Review · doi:10.1145/1095809.1095812 · Cited by 317 · see citing works
Handling a trillion (unfixable) flaws on a billion devices
Yu, T., Sekar, V., Seshan, S., Agarwal, Y., & Xu, C. (2015) · ACM Workshop on Hot Topics in Networks (HotNets) · doi:10.1145/2834050.2834095 · Cited by 313 · see citing works
SANE: a protection architecture for enterprise networks
Casado, M., Garfinkel, T., Akella, A., Freedman, M. J., Boneh, D., McKeown, N., & Shenker, S. J. (2006) · Cited by 311 · see citing works
Security considerations for IEEE 802.15.4 networks
Sastry, N., & Wagner, D. A. (2004) · doi:10.1145/1023646.1023654 · Cited by 305 · see citing works
Network-level security and privacy control for smart-home IoT devices
Sivaraman, V., Gharakheili, H. H., Vishwanath, A., Boreli, R., & Mehani, O. (2015) · IEEE International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) · doi:10.1109/wimob.2015.7347956 · Cited by 301 · see citing works
Li, X., Ibrahim, M. H., Kumari, S., Sangaiah, A. K., Gupta, V., & Choo, K. R. (2017) · Computer Networks · doi:10.1016/j.comnet.2017.03.013 · Cited by 300 · see citing works
A Privacy Preserving Communication Protocol for IoT Applications in Smart Homes
Song, T., Li, R., Mei, B., Yu, J., Xing, X., & Cheng, X. (2017) · IEEE Internet of Things Journal · doi:10.1109/jiot.2017.2707489 · Cited by 297 · see citing works
Privacy-Preserving Data Mining: Methods, Metrics, and Applications
Mendes, R., & Vilela, J. P. (2017) · IEEE Access · doi:10.1109/access.2017.2706947 · Cited by 297 · see citing works
A survey of edge computing-based designs for IoT security
Sha, K., Yang, T. A., Wei, W., & Davari, S. (2020) · Digital Communications and Networks · doi:10.1016/j.dcan.2019.08.006 · Cited by 295 · see citing works
Health Insurance Portability and Accountability Act (HIPAA)
Shoaf, H. R. (2003) · Plastic and Aesthetic Nursing · doi:10.1097/00006527-200323020-00009 · Cited by 283 · see citing works
SDN and Virtualization Solutions for the Internet of Things: A Survey
Bizanis, N., & Kuipers, F. A. (2016) · IEEE Access · doi:10.1109/access.2016.2607786 · Cited by 282 · see citing works
Moosavi, S. R., Gia, T. N., Rahmani, A.-M., Nigussie, E., Virtanen, S., Isoaho, J., & Tenhunen, H. (2015) · Procedia Computer Science · doi:10.1016/j.procs.2015.05.013 · Cited by 280 · see citing works
Security analysis on consumer and industrial IoT devices
Wurm, J., Hoang, K., Arias, O., Sadeghi, A., & Jin, Y. (2016) · Asia and South Pacific Design Automation Conference (ASP-DAC) · doi:10.1109/aspdac.2016.7428064 · Cited by 269 · see citing works
Brasser, F., Mahjoub, B. E., Sadeghi, A., et al. (2015) · Proceedings - ACM IEEE Design Automation Conference · doi:10.1145/2744769.2744922 · Cited by 266 · see citing works
A review of lightweight block ciphers
Hatzivasilis, G., Fysarakis, K., Papaefstathiou, I., & Manifavas, C. (2017) · Journal of Cryptographic Engineering · doi:10.1007/s13389-017-0160-y · Cited by 260 · see citing works
mCrypton – A Lightweight Block Cipher for Security of Low-Cost RFID Tags and Sensors
Lim, C. H., & Korkishko, T. (2006) · Lecture notes in computer science · doi:10.1007/11604938_19 · Cited by 259 · see citing works
C-FLAT: Control-Flow Attestation for Embedded Systems Software
Abera, T., Asokan, N., Davi, L., Ekberg, J.-E., Nyman, T., Paverd, A., Sadeghi, A.-R., & Tsudik, G. (2016) · Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security · doi:10.1145/2976749.2978358 · Cited by 258 · see citing works
Privacy-Enhanced Data Aggregation Scheme Against Internal Attackers in Smart Grid
Fan, C., Huang, S., & Lai, Y.-L. (2014) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2013.2277938 · Cited by 256 · see citing works
Security in Internet of Things: Challenges, Solutions and Future Directions
Kumar, S., Vealey, T., & Srivastava, H. (2016) · Proceedings of the ... Annual Hawaii International Conference on System Sciences/Proceedings of the Annual Hawaii International Conference on System Sciences · doi:10.1109/hicss.2016.714 · Cited by 256 · see citing works
Seshadri, A., Luk, M., Perrig, A., van Doorn, L., & Khosla, P. K. (2006) · Workshop on Wireless Security · doi:10.1145/1161289.1161306 · Cited by 245 · see citing works
Spying on the Smart Home: Privacy Attacks and Defenses on Encrypted IoT TrafficPreprint
Apthorpe, N., Reisman, D., Sundaresan, S., Narayanan, A., & Feamster, N. (2017) · arXiv (Cornell University) · doi:10.48550/arxiv.1708.05044 · Cited by 241 · see citing works
Cyberentity Security in the Internet of Things
Ning, H., Liu, H., & Yang, L. T. (2013) · Computer · doi:10.1109/mc.2013.74 · Cited by 235 · see citing works
Slender PUF Protocol: A Lightweight, Robust, and Secure Authentication by Substring Matching
Majzoobi, M., Rostami, M., Koushanfar, F., Wallach, D. S., & Devadas, S. (2012) · IEEE Security and Privacy Workshops (SPW) · doi:10.1109/spw.2012.30 · Cited by 230 · see citing works
Understanding Security Requirements and Challenges in Internet of Things (IoT): A Review
Hameed, S., Khan, F. I., & Hameed, B. (2019) · Journal of Computer Networks and Communications · doi:10.1155/2019/9629381 · Cited by 219 · see citing works
Privacy and Security in Internet of Things and Wearable Devices
AriasOrlando, WurmJacob, HoangKhoa, & Jin, Y. (2015) · IEEE Transactions on Multi-Scale Computing Systems · doi:10.5555/2925509.2925546 · Cited by 203 · see citing works
Asokan, N., Brasser, F., Ibrahim, A., et al. (2015) · ACM SIGSAC Conference on Computer and Communications Security (CCS) · doi:10.1145/2810103.2813670 · Cited by 202 · see citing works
A compiler and run-time system for network programming languages
Monsanto, C., Foster, N., Harrison, R., & Walker, D. (2012) · ACM SIGPLAN Notices · doi:10.1145/2103621.2103685 · Cited by 202 · see citing works
SDIoT: a software defined based internet of things framework
Jararweh, Y., Al‐Ayyoub, M., Darabseh, A., Benkhelifa, E., Vouk, M. A., & Rindos, A. (2015) · Journal of Ambient Intelligence and Humanized Computing · doi:10.1007/s12652-015-0290-y · Cited by 199 · see citing works
A survey on lightweight block ciphers for low-resource devices: Comparative study and open issues
Mohd, B. J., Hayajneh, T. S., & Vasilakos, A. V. (2015) · Journal of Network and Computer Applications · doi:10.1016/j.jnca.2015.09.001 · Cited by 197 · see citing works
Survey of Security and Privacy Issues of Internet of ThingsPreprint
Borgohain, T., Kumar, U., & Sanyal, S. (2015) · arXiv (Cornell University) · doi:10.48550/arxiv.1501.02211 · Cited by 195 · see citing works
Internet of Things Forensics: Challenges and Approaches
Oriwoh, E., Jazani, D., Epiphaniou, G., & Sant, P. (2013) · International Conference on Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom) · doi:10.4108/icst.collaboratecom.2013.254159 · Cited by 195 · see citing works
The Open vSwitch Database Management Protocol
Pfaff, B. (2013) · doi:10.17487/rfc7047 · Cited by 192 · see citing works
IoT survey: An SDN and fog computing perspective
Salman, O., Elhajj, I. H., Chehab, A., & Kayssi, A. I. (2018) · Computer Networks · doi:10.1016/j.comnet.2018.07.020 · Cited by 192 · see citing works
Internet of things: Privacy issues revisited
Weber, R. (2015) · Computer Law and Security Review · doi:10.1016/j.clsr.2015.07.002 · Cited by 187 · see citing works
A Generic Digital Forensic Investigation Framework for Internet of Things (IoT)
Kebande, V. R., & Ray, I. (2016) · International Conference on Future Internet of Things and Cloud (FiCloud) · doi:10.1109/ficloud.2016.57 · Cited by 187 · see citing works
Security of Software Defined Networks: A survey
Alsmadi, I. M., & Xu, D. (2015) · Computers & Security · doi:10.1016/j.cose.2015.05.006 · Cited by 185 · see citing works
SmartAuth: User-Centered Authorization for the Internet of Things
Tian, Y., Zhang, N., Lin, Y., Wang, X., Ur, B., Guo, X., & Tague, P. (2017) · USENIX Security Symposium · Cited by 185 · see citing works
Threats to Networking Cloud and Edge Datacenters in the Internet of Things
Puthal, D., Nepal, ., Ranjan, R. K., & Chen, J. (2016) · IEEE Cloud Computing · doi:10.1109/mcc.2016.63 · Cited by 180 · see citing works
Security Issues for Cloud Computing
Hamlen, K. W., Kantarcıoğlu, M., Khan, L. R., et al. (2010) · International Journal of Information Security and Privacy · doi:10.4018/jisp.2010040103 · Cited by 178 · see citing works
Dynamic attack detection and mitigation in IoT using SDN
Bhunia, S. S., & Gurusamy, M. (2017) · International Telecommunication Networks and Applications Conference (ITNAC) · doi:10.1109/atnac.2017.8215418 · Cited by 174 · see citing works
FAIoT: Towards Building a Forensics Aware Eco System for the Internet of Things
Zawoad, S., & Hasan, R. (2015) · IEEE International Conference on Services Computing · doi:10.1109/scc.2015.46 · Cited by 172 · see citing works
Software-Defined Fog Network Architecture for IoT
Tomović, S., Yoshigoe, K., Maljević, I., et al. (2016) · Wireless Personal Communications · doi:10.1007/s11277-016-3845-0 · Cited by 168 · see citing works
SDN Based Architecture for IoT and Improvement of the Security
Flauzac, O., González, C., Hachani, A., & Nolot, F. (2015) · International Conference on Advanced Information Networking and Applications Workshops (WAINA) · doi:10.1109/waina.2015.110 · Cited by 166 · see citing works
SLICOTS: An SDN-Based Lightweight Countermeasure for TCP SYN Flooding Attacks
Mohammadi, R., Javidan, R., & Conti, M. (2017) · IEEE Transactions on Network and Service Management · doi:10.1109/tnsm.2017.2701549 · Cited by 161 · see citing works
Distributed Software-based Attestation for Node Compromise Detection in Sensor Networks
Yang, Y. X., Wang, X., Zhu, S., & Cao, G. (2007) · IEEE Symposium on Reliable Distributed Systems (SRDS) · doi:10.1109/srds.2007.31 · Cited by 160 · see citing works
Privacy Preservation in e-Healthcare Environments: State of the Art and Future Directions
Sahi, M. A., Abbas, H., Saleem, K., Yang, X., Derhab, A., Orgun, M. A., Iqbal, W., Rashid, I., & Yaseen, A. (2017) · IEEE Access · doi:10.1109/access.2017.2767561 · Cited by 159 · see citing works
Self-citationEfficient Privacy-Preserving Cube-Data Aggregation Scheme for Smart Grids
Shen, H., Zhang, M., & Shen, J. (2017) · IEEE Transactions on Information Forensics and Security · doi:10.1109/tifs.2017.2656475 · Cited by 157 · see citing works
Evolving privacy: From sensors to the Internet of Things
López, J., Rı́os, R., Bao, F., & Wang, G. (2017) · Future Generation Computer Systems · doi:10.1016/j.future.2017.04.045 · Cited by 151 · see citing works
New Security Architecture for IoT Network
Flauzac, O., González, C., & Nolot, F. (2015) · Procedia Computer Science · doi:10.1016/j.procs.2015.05.099 · Cited by 150 · see citing works
Middleware technologies for cloud of things: a survey
Farahzadi, A., Shams, P., Rezazadeh, J., & Farahbakhsh, R. (2017) · Digital Communications and Networks · doi:10.1016/j.dcan.2017.04.005 · Cited by 148 · see citing works
A SDN-IoT Architecture with NFV Implementation
Ojo, M. O., Adami, D., & Giordano, S. (2016) · IEEE Globecom Workshops (GC Wkshps) · doi:10.1109/glocomw.2016.7848825 · Cited by 146 · see citing works
Modular SDN Programming with Pyretic
Reich, J., Monsanto, C., Foster, N., et al. (2013) · Cited by 145 · see citing works
EPIC: A Differential Privacy Framework to Defend Smart Homes Against Internet Traffic Analysis
Liu, J., Zhang, C., & Fang, Y. M. (2018) · IEEE Internet of Things Journal · doi:10.1109/jiot.2018.2799820 · Cited by 141 · see citing works
Ambrosin, M., Conti, M., Ibrahim, A., et al. (2016) · ACM SIGSAC Conference on Computer and Communications Security (CCS) · doi:10.1145/2976749.2978335 · Cited by 133 · see citing works
Kraijak, S., & Tuwanut, P. (2015) · International Conference on Wireless Communications, Networking and Mobile Computing · doi:10.1049/cp.2015.0714 · Cited by 132 · see citing works
Flow Based Security for IoT Devices Using an SDN Gateway
Bull, P., Austin, R., Popov, E., Sharma, M., & Watson, R. (2016) · International Conference on Future Internet of Things and Cloud (FiCloud) · doi:10.1109/ficloud.2016.30 · Cited by 132 · see citing works
UbiFlow: Mobility management in urban-scale software defined IoT
Wu, D., Arkhipov, D. I., Asmare, E., Qin, Z., & McCann, J. A. (2015) · IEEE Conference on Computer Communications (INFOCOM) · doi:10.1109/infocom.2015.7218384 · Cited by 131 · see citing works
Authentication and Authorization for the Internet of Things
Kim, H., & Lee, E. A. (2017) · IT Professional · doi:10.1109/mitp.2017.3680960 · Cited by 131 · see citing works
The Future of Digital Forensics: Challenges and the Road Ahead
Caviglione, L., Wendzel, S., & Mazurczyk, W. (2017) · IEEE Security & Privacy · doi:10.1109/msp.2017.4251117 · Cited by 125 · see citing works
Identity-based authentication scheme for the Internet of Things
Salman, O., Abdallah, S., Elhajj, I. H., Chehab, A., & Kayssi, A. I. (2016) · IEEE Symposium on Computers and Communications (ISCC) · doi:10.1109/iscc.2016.7543884 · Cited by 122 · see citing works
Hardware and embedded security in the context of internet of things
Kanuparthi, A. K., Karri, R., & Addepalli, S. K. (2013) · doi:10.1145/2517968.2517976 · Cited by 121 · see citing works
A Survey on Secure Communication Protocols for IoT Systems
Dragomir, D., Gheorghe, L., Costea, S., & Radovici, A. (2016) · International Workshop Secure Internet Things · doi:10.1109/siot.2016.012 · Cited by 118 · see citing works
Invited - Things, trouble, trust
Abera, T., Asokan, N., Davi, L., et al. (2016) · Proceedings - ACM IEEE Design Automation Conference · doi:10.1145/2897937.2905020 · Cited by 113 · see citing works
Seol, K., Kim, Y., Lee, E., Seo, Y.-D., & Baik, D.-K. (2018) · IEEE Access · doi:10.1109/access.2018.2800288 · Cited by 113 · see citing works
SDN-Based Data Transfer Security for Internet of Things
Liu, Y., Kuang, Y., Xiao, Y., & Xu, G. (2017) · IEEE Internet of Things Journal · doi:10.1109/jiot.2017.2779180 · Cited by 105 · see citing works
Anonymous authentication for privacy-preserving IoT target-driven applications
Alcaide, A., Palomar, E., Montero-Castillo, J., & Ribagorda, A. (2013) · Computers & Security · doi:10.1016/j.cose.2013.05.007 · Cited by 101 · see citing works
Dessouky, G., Zeitouni, S., Nyman, T., et al. (2017) · Proceedings - ACM IEEE Design Automation Conference · doi:10.1145/3061639.3062276 · Cited by 101 · see citing works
Anonymous hybrid mutual authentication and key agreement scheme for wireless body area network
Koya, A. M., & Deepthi, P. P. (2018) · Computer Networks · doi:10.1016/j.comnet.2018.05.006 · Cited by 101 · see citing works
Noorman, J., Bulck, J. V., Mühlberg, J. T., et al. (2017) · ACM Transactions on Privacy and Security · doi:10.1145/3079763 · Cited by 99 · see citing works
Privacy-preserving smart metering with multiple data Consumers
Rottondi, C., Verticale, G., & Capone, A. (2013) · Computer Networks · doi:10.1016/j.comnet.2013.02.018 · Cited by 96 · see citing works
Kong, J., Koushanfar, F., Pendyala, P. K., et al. (2014) · Proceedings - ACM IEEE Design Automation Conference · doi:10.1145/2593069.2593192 · Cited by 94 · see citing works
Software Defined Network (SDN) Based Internet of Things (IoT)
Khan, S., Shah, M. A., Khan, O. A., & Ahmed, A. W. (2017) · International Conference on Future Networks and Distributed Systems (ICFNDS) · doi:10.1145/3102304.3102319 · Cited by 91 · see citing works
Efficient Isolation of Trusted Subsystems in Embedded Systems
Strackx, R., Piessens, F., & Preneel, B. (2010) · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering · doi:10.1007/978-3-642-16161-2_20 · Cited by 86 · see citing works
IoT-Forensics Meets Privacy: Towards Cooperative Digital Investigations
Nieto, A., Rı́os, R., & López, J. (2018) · Sensors · doi:10.3390/s18020492 · Cited by 86 · see citing works
Detecting Industrial Control Malware Using Automated PLC Code Analytics
Zonouz, S., Rrushi, J. L., & McLaughlin, S. (2014) · IEEE Security & Privacy · doi:10.1109/msp.2014.113 · Cited by 81 · see citing works
Black SDN for the Internet of Things
Chakrabarty, S., Engels, D. W., & Thathapudi, S. (2015) · IEEE International Conference on Mobile Ad-Hoc and Sensor Systems (MASS) · doi:10.1109/mass.2015.100 · Cited by 81 · see citing works
A SDN-based architecture for horizontal Internet of Things services
Li, Y., Su, X. J., Riekki, J. P., Kanter, T. G., & Rahmani, R. (2016) · International Conference on Communications · doi:10.1109/icc.2016.7511053 · Cited by 75 · see citing works
Schulz, S., Sadeghi, A., & Wachsmann, C. (2011) · doi:10.1145/1998412.1998432 · Cited by 74 · see citing works
Tracked and fit: FitBits, brain games, and the quantified aging body
Katz, S., & Marshall, B. (2018) · Journal of Aging Studies · doi:10.1016/j.jaging.2018.01.009 · Cited by 74 · see citing works
A dynamic prime number based efficient security mechanism for big sensing data streams
Puthal, D., Nepal, ., Ranjan, R. K., & Chen, J. (2016) · Journal of Computer and System Sciences · doi:10.1016/j.jcss.2016.02.005 · Cited by 73 · see citing works
SDSecurity: A Software Defined Security experimental framework
Darabseh, A., Al‐Ayyoub, M., Jararweh, Y., Benkhelifa, E., Vouk, M. A., & Rindos, A. (2015) · doi:10.1109/iccw.2015.7247453 · Cited by 71 · see citing works
SDN-based security framework for the IoT in distributed grid
González, C., Charfadine, S. M., Flauzac, O., & Nolot, F. (2016) · International Conference on Smart and Sustainable Technologies (SpliTech) · doi:10.1109/splitech.2016.7555946 · Cited by 68 · see citing works
A context-aware privacy-preserving method for IoT-based smart city using Software Defined Networking
Gheisari, M., Wang, G., Khan, W. Z., & Fernández‐Campusano, C. (2019) · Computers & Security · doi:10.1016/j.cose.2019.02.006 · Cited by 68 · see citing works
SEAL: SDN based secure and agile framework for protecting smart city applications from DDoS attacks
Bawany, N. Z., & Shamsi, J. A. (2019) · Journal of Network and Computer Applications · doi:10.1016/j.jnca.2019.06.001 · Cited by 68 · see citing works
A Framework for the Analysis and Evaluation of Algebraic Fault Attacks on Lightweight Block Ciphers
Zhang, F., Guo, S., Zhao, X., et al. (2016) · IEEE Transactions on Information Forensics and Security · doi:10.1109/tifs.2016.2516905 · Cited by 67 · see citing works
Security Implications of Permission Models in Smart-Home Application Frameworks
Fernandes, E., Rahmati, A., Jung, J., et al. (2017) · IEEE Security & Privacy · doi:10.1109/msp.2017.43 · Cited by 67 · see citing works
Intent-based management and orchestration of heterogeneous openflow/IoT SDN domains
Cerroni, W., Buratti, C., Cerboni, S., Davoli, G., Contoli, C., Foresta, F., Callegati, F., & Verdone, R. (2017) · IEEE International Conference on Network Softwarization (NetSoft) · doi:10.1109/netsoft.2017.8004109 · Cited by 59 · see citing works
Analysis of identifiers in IoT platforms
Aftab, H., Gilani, K., Lee, J., Nkenyereye, L., Jeong, S., & Song, J. (2019) · Digital Communications and Networks · doi:10.1016/j.dcan.2019.05.003 · Cited by 57 · see citing works
Secure and Private Data Aggregation for Energy Consumption Scheduling in Smart Grids
Rahman, M. A., Manshaei, M. H., Al-Shaer, E. S., et al. (2015) · IEEE Transactions on Dependable and Secure Computing · doi:10.1109/tdsc.2015.2446492 · Cited by 52 · see citing works
Towards provisioning of SDN/NFV-based security enablers for integrated protection of IoT systems
Farris, I., Bernabé, J. B., Toumi, N., García-Carrillo, D., Taleb, T., Skármeta, A., & Sahlin, B. (2017) · IEEE Conference on Standards for Communications and Networking · doi:10.1109/cscn.2017.8088617 · Cited by 52 · see citing works
A General SDN-based IoT Framework with NVF Implementation
(2015) · HAL · Cited by 50 · see citing works
Software-Based Remote Code Attestation in Wireless Sensor Network
Abuhmed, T., Nyamaa, N., & Nyang, D. (2009) · IEEE Global Telecommunications Conference (GLOBECOM) · doi:10.1109/glocom.2009.5425280 · Cited by 49 · see citing works
Internet of things (IoT) design considerations for developers and manufacturers
Javed, B., Iqbal, M. W., & Abbas, H. (2017) · IEEE International Conference on Communications workshops · doi:10.1109/iccw.2017.7962762 · Cited by 46 · see citing works
Self-citationThe Challenges in ML-Based Security for SDN
Nguyen, T. N. (2018) · Cyber Security in Networking Conference (CSNet) · doi:10.1109/csnet.2018.8602680 · Cited by 44 · see citing works
SHSec: SDN based Secure Smart Home Network Architecture for Internet of Things
Sharma, P. K., Park, J. H., Jeong, Y., & Park, J. H. (2018) · Mobile Networks and Applications · doi:10.1007/s11036-018-1147-3 · Cited by 42 · see citing works
Towards Metrics-Driven Adaptive Security Management in E-Health IoT Applications
Savola, R. M., Abie, H., & Sihvonen, M. (2012) · International Conference on Body Area Networks · doi:10.4108/icst.bodynets.2012.250241 · Cited by 42 · see citing works
A Secure e-Health Architecture based on the Appliance of Pseudonymization
Riedl, B., Grascher, V., & Neubauer, T. (2008) · Journal of Software · doi:10.4304/jsw.3.2.23-32 · Cited by 40 · see citing works
More secure Internet of Things using robust encryption algorithms against side channel attacks
Tawalbeh, L., & Somani, T. F. (2016) · doi:10.1109/aiccsa.2016.7945813 · Cited by 40 · see citing works
Developing a platform to evaluate and assess the security of wearable devices
Hale, M. L., Lotfy, K., Gamble, R., Walter, C., & Lin, J. (2018) · Digital Communications and Networks · doi:10.1016/j.dcan.2018.10.009 · Cited by 39 · see citing works
A Closer Look at IoT 's Things
Voas, J. M., Agresti, B., & Laplante, P. A. (2018) · IT Professional · doi:10.1109/mitp.2018.032501741 · Cited by 37 · see citing works
CENSOR: Cloud‐enabled secure IoT architecture over SDN paradigm
Conti, M., Kaliyar, P., & Lal, C. (2018) · Concurrency and Computation Practice and Experience · doi:10.1002/cpe.4978 · Cited by 37 · see citing works
SDN-based architecture challenging the IoT heterogeneity
Bedhief, I., Kassar, M., & Aguili, T. (2016) · doi:10.1109/scns.2016.7870558 · Cited by 35 · see citing works
SDN/NFV — A new approach of deploying network infrastructure for IoT
Do, S., Le, L.-V., Lin, B. P., et al. (2018) · Wireless and Optical Communication Conference (WOCC) · doi:10.1109/wocc.2018.8372689 · Cited by 34 · see citing works
Wavelet-Based Multiresolution Smart Meter Privacy
Engel, D., & Eibl, G. (2015) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2015.2504395 · Cited by 33 · see citing works
Cryptanalysis of WG-7: a lightweight stream cipher
Orumiehchiha, M. A., Pieprzyk, J., & Steinfeld, R. (2012) · Cryptography and Communications · doi:10.1007/s12095-012-0070-x · Cited by 32 · see citing works
Improving Security in Internet of Things with Software Defined Networking
Vilalta, R., Ciungu, R. S., Mayoral, A., et al. (2016) · Globecom · doi:10.1109/glocom.2016.7841889 · Cited by 31 · see citing works
SPF: An SDN-based middleware solution to mitigate the IoT information explosion
Tortonesi, M., Michaelis, J., Morelli, A., et al. (2016) · doi:10.1109/iscc.2016.7543778 · Cited by 30 · see citing works
Things, Trouble, Trust: On Building Trust in IoT Systems
Abera, T., Asokan, N., Davi, L., et al. (2016) · TUbilio (Technical University of Darmstadt) · Cited by 29 · see citing works
IoT-SDNPP: A Method for Privacy-Preserving in Smart City with Software Defined Networking
Gheisari, M., Wang, G., Chen, S., et al. (2018) · Lecture notes in computer science · doi:10.1007/978-3-030-05063-4_24 · Cited by 29 · see citing works
MAC layer security of 802.15.4-compliant networks
Mišić, V. B., Fung, J., & Misic, J. (2005) · doi:10.1109/mahss.2005.1542881 · Cited by 28 · see citing works
A Novel Distributed SDN-Secured Architecture for the IoT
González, C., Flauzac, O., Nolot, F., et al. (2016) · International Conference on Distributed Computing in Sensor Systems (DCOSS) · doi:10.1109/dcoss.2016.22 · Cited by 26 · see citing works
Internet of Things: Proposed security aspects for digitizing the world
Khari, M., Kumar, M., Vij, S., et al. (2016) · International Conference on Computing for Sustainable Global Development · Cited by 24 · see citing works
FGDA: Fine-grained data analysis in privacy-preserving smart grid communications
Ge, S., Zeng, P., Lu, R., et al. (2017) · Peer-to-Peer Networking and Applications · doi:10.1007/s12083-017-0618-9 · Cited by 24 · see citing works
IoT Standardization and Implementation Challenges
Banafa, A. (2022) · River Publishers eBooks · doi:10.1201/9781003339373-10 · Cited by 24 · see citing works
Practical security overview of IEEE 802.15.4
Reziouk, A., Laurent, E., & Demay, J.-C. (2016) · International Conference on Engineering & MIS (ICEMIS) · doi:10.1109/icemis.2016.7745382 · Cited by 20 · see citing works
Health Insurance Portability and Accountability Act (HIPAA)
(2014) · Springer Publishing Company eBooks · doi:10.1891/9780826125187.0038 · Cited by 20 · see citing works
Software Defined Security Service Provisioning Framework for Internet of Things
Idris, F., & Hameed, S. (2016) · International Journal of Advanced Computer Science and Applications · doi:10.14569/ijacsa.2016.071254 · Cited by 19 · see citing works
Universally Composable RFID Mutual Authentication
Su, C., Santoso, B., Li, Y., et al. (2015) · IEEE Transactions on Dependable and Secure Computing · doi:10.1109/tdsc.2015.2434376 · Cited by 16 · see citing works
Liu, X., Li, Y., Qu, J., et al. (2017) · KSII Transactions on Internet and Information Systems · doi:10.3837/tiis.2017.02.016 · Cited by 14 · see citing works
An SDN-based publish/subscribe-enabled communication platform for IoT services
Wang, Y., Zhang, Y., & Chen, J. (2018) · China Communications · doi:10.1109/cc.2018.8290809 · Cited by 14 · see citing works
Security in Network Layer of IoT
Balamurugan, B., & Biswas, D. (2017) · Advances in information security, privacy, and ethics book series · doi:10.4018/978-1-5225-2296-6.ch003 · Cited by 10 · see citing works
Understanding Security Requirements and Challenges in Internet of Things (IoTs): A ReviewPreprint
Khan, F. I., & Hameed, S. (2018) · arXiv (Cornell University) · doi:10.48550/arxiv.1808.10529 · Cited by 9 · see citing works
IoT Gateway Middleware for SDN Managed IoT
Budakoti, J., Gaur, A. S., & Lung, C. (2018) · IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData) · doi:10.1109/cybermatics_2018.2018.00057 · Cited by 8 · see citing works
Primitives and Elements of Internet of Things (IoT) Trustworthiness
Voas, J. M. (2016) · Cited by 4 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Mapping of Industrial IoT to IEC 62443 Standards
Cindrić, I., Jurčević, M., & Hadjina, T. (2025) · Sensors · doi:10.3390/s25030728 · Cited by 29 · see citing works
“Downtime can lead to interruptions and operational inefficiencies [17].”
Influential
- Authors
- Iqbal, W., Abbas, H., Daneshmand, M., Rauf, B., & Bangash, Y. A.
- Affiliations
- National University of Sciences and Technology (PK)
- Stevens Institute of Technology (US)
- Venue
- IEEE Internet of Things Journal
- Published
- 2020-10
- Volume
- 7
- Issue
- 10
- Pages
- 10250-10276
- ISSN
- 2327-4662 (ISSN-L)
- 2372-2541
- OpenAlex
- W3030941702
- Cited by
- 356
- References
- 160
- Citations by year
- 2026: 15 · 2025: 55 · 2024: 81 · 2023: 95 · 2022: 64 · 2021: 41 · 2020: 5
- FWCI
- 24.08
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- IEEE Internet of Things Journal (publishedVersion)
- Funders
- Higher Education Commission (HEC), Pakistan, through its initiative of National Center for Cyber Security for the affiliated lab National Cyber Security Auditing and Evaluation Lab (2(1078)/HEC/M&E/2018/707)
- Topics
- Physical Sciences › Computer Science › Computer Networks and Communications › IoT and Edge/Fog Computing
- Physical Sciences › Computer Science › Computer Networks and Communications › Software-Defined Networks and 5G
- Physical Sciences › Computer Science › Computer Networks and Communications › Network Security and Intrusion Detection
- Keywords
- Internet of Things security, software-defined networking, software-defined security, IoT threats, attack vectors, smart home security, e-healthcare security
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review