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Cybersecurity Model Based on Hardening for Secure Internet of Things Implementation
Open accessAbstract
The inclusion of Internet of Things (IoT) for building smart cities, smart health, smart grids, and other smart concepts has driven data-driven decision making by managers and automation in each domain. However, the hyper-connectivity generated by IoT networks coupled with limited default security in IoT devices increases security risks that can jeopardize the operations of cities, hospitals, and organizations. Strengthening the security aspects of IoT devices prior to their use in different systems can contribute to minimize the attack surface. This study aimed to model a sequence of seven steps to minimize the attack surface by executing hardening processes. Conducted a systematic literature review using Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) techniques. In this way, we were able to define a proposed methodology to evaluate the security level of an IoT solution by means of a checklist that considers the security aspects in the three layers of the IoT architecture. A risk matrix adapted to IoT is established to evaluate the attack surface. Finally, a process of hardening and vulnerability analysis is proposed to reduce the attack surface and improve the security level of the IoT solution.
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“Echeverría et al. [122] provided guidelines for IoT hardening, but the paper did not address specific requirements for IIoT hardening, nor did it intend to do so.”
From Mapping of Industrial IoT to IEC 62443 Standards (2025) · cites this paper as Echeverría et al. [122]
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Cites
A survey of emerging threats in cybersecurity
Jang-Jaccard, J., & Nepal, S. (2014) · Journal of Computer and System Sciences · doi:10.1016/j.jcss.2014.02.005 · Cited by 892
Cyber Security and the Internet of Things: Vulnerabilities, Threats, Intruders and Attacks
Abomhara, M., & Køien, G. M. (2015) · Journal of Cyber Security and Mobility · doi:10.13052/jcsm2245-1439.414 · Cited by 718
Internet of Things (IoT) Cybersecurity: Literature Review and IoT Cyber Risk Management
Lee, I. (2020) · Future Internet · doi:10.3390/fi12090157 · Cited by 257
The ISO 31000 standard in supply chain risk management
de Oliveira, U. R., Marins, F. A. S., Rocha, H. M., & Salomon, V. A. P. (2017) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2017.03.054 · Cited by 224
Measuring Relative Attack Surfaces
Howard, M., Pincus, J., & Wing, J. M. (2005) · Springer eBooks · doi:10.1007/0-387-24006-3_8 · Cited by 212
IoT technologies for embedded computing: a survey
Samie, F., Bauer, L., & Henkel, J. (2016) · Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis · doi:10.1145/2968456.2974004 · Cited by 190
Kandasamy, K., Srinivas, S., Achuthan, K., & Rangan, V. P. (2020) · EURASIP Journal on Information Security · doi:10.1186/s13635-020-00111-0 · Cited by 160
Sengan, S., Subramaniyaswamy, V., Nair, S. K., Indragandhi, V., Manikandan, J., & Ravi, L. (2020) · Future Generation Computer Systems · doi:10.1016/j.future.2020.06.028 · Cited by 111
Matheu-García, S. N., Hernández-Ramos, J. L., Skarmeta, A. F., & Baldini, G. (2019) · Computer Standards & Interfaces · doi:10.1016/j.csi.2018.08.003 · Cited by 111
The Application of a New Secure Software Development Life Cycle (S-SDLC) with Agile Methodologies
Mohino, J. D. V., Higuera, J. B., Higuera, J. R. B., & Montalvo, J. A. S. (2019) · Electronics · doi:10.3390/electronics8111218 · Cited by 107
Vulnerabilities Mapping based on OWASP-SANS: A Survey for Static Application Security Testing (SAST)
Li, J. (2020) · Annals of Emerging Technologies in Computing · doi:10.33166/aetic.2020.03.001 · Cited by 105
Toward the automation of threat modeling and risk assessment in IoT systems
Casola, V., Benedictis, A. D., Rak, M., & Villano, U. (2019) · Internet of Things · doi:10.1016/j.iot.2019.100056 · Cited by 99
Identifying the attack surface for IoT network
Rizvi, S. S., Orr, R., Cox, A., Ashokkumar, P., & Rizvi, M. R. (2020) · Internet of Things · doi:10.1016/j.iot.2020.100162 · Cited by 99
Security and Privacy Analyses of Internet of Things Children’s Toys
Chu, G., Apthorpe, N., & Feamster, N. (2018) · IEEE Internet of Things Journal · doi:10.1109/jiot.2018.2866423 · Cited by 98
Future developments in standardisation of cyber risk in the Internet of Things (IoT)
Radanliev, P., De Roure, D. C., Nurse, J. R. C., Mantilla Montalvo, R., Cannady, S., Santos, O., Maddox, L., Burnap, P., & Maple, C. (2020) · SN Applied Sciences · doi:10.1007/s42452-019-1931-0 · Cited by 91
An IoT Honeynet Based on Multiport Honeypots for Capturing IoT Attacks
Zhang, W., Zhang, B., Zhou, Y., He, H. X., & Ding, Z. (2019) · IEEE Internet of Things Journal · doi:10.1109/jiot.2019.2956173 · Cited by 82
Threat model for securing internet of things (IoT) network at device-level
Rizvi, S. S., Pipetti, R., McIntyre, N., Todd, J., & Williams, I. (2020) · Internet of Things · doi:10.1016/j.iot.2020.100240 · Cited by 74
A Formal Model for a System’s Attack Surface
Manadhata, P. K., & Wing, J. M. (2011) · Advances in information security · doi:10.1007/978-1-4614-0977-9_1 · Cited by 72
Evidence identification in IoT networks based on threat assessment
Akatyev, N., & James, J. I. (2017) · Future Generation Computer Systems · doi:10.1016/j.future.2017.10.012 · Cited by 66
Modern security threats in the Internet of Things (IoT): Attacks and Countermeasures
Rajendran, G., Nivash, R. S. R., Parthy, P. P., & Balamurugan, S. (2019) · IEEE International Carnahan Conference on Security Technology (ICCST) · doi:10.1109/ccst.2019.8888399 · Cited by 66
PENTOS: Penetration testing tool for Internet of Thing devices
Visoottiviseth, V., Akarasiriwong, P., Chaiyasart, S., & Chotivatunyu, S. (2017) · IEEE Region 10 Conference (TENCON) · doi:10.1109/tencon.2017.8228241 · Cited by 66
A guideline for software architecture selection based on ISO 25010 quality related characteristics
Haoues, M., Sellami, A., Ben‐Abdallah, H., & Cheikhi, L. (2016) · International Journal of Systems Assurance Engineering and Management · doi:10.1007/s13198-016-0546-8 · Cited by 62
The Cloud Computing and Internet of Things (IoT)
Kaur, C. (2020) · International Journal of Scientific Research in Science Engineering and Technology · doi:10.32628/ijsrset196657 · Cited by 59
IoTChecker: A data-driven framework for security analytics of Internet of Things configurations
Mohsin, M., Anwar, Z., Zaman, F., & Al-Shaer, E. S. (2017) · Computers & Security · doi:10.1016/j.cose.2017.05.012 · Cited by 48
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 48
Núñez, J. C. S., Lindo, A. C., Ávila, M., & Bravo, A. (2020) · Future Generation Computer Systems · doi:10.1016/j.future.2020.07.015 · Cited by 42
Signature-based and Behavior-based Attack Detection with Machine Learning for Home IoT Devices
Visoottiviseth, V., Sakarin, P., Jetnipat, T., & Thanakrit, C. (2020) · IEEE Region 10 Conference (TENCON) · doi:10.1109/tencon50793.2020.9293811 · Cited by 40
Integrated protection of industrial control systems from cyber-attacks: the ATENA approach
Adamsky, F., Aubigny, M., Battisti, F., Carli, M., Cimorelli, F., Cruz, T., Giorgio, A. D., Foglietta, C., Galli, A., Giuseppi, A., et al. (2018) · International Journal of Critical Infrastructure Protection · doi:10.1016/j.ijcip.2018.04.004 · Cited by 39
A cyber risk scoring system for medical devices
Stine, I. A., Rice, M., Dunlap, S., & Pecarina, J. M. (2017) · International Journal of Critical Infrastructure Protection · doi:10.1016/j.ijcip.2017.04.001 · Cited by 37
Beckers, K., Heisel, M., Solhaug, B., & Stølen, K. (2014) · Lecture notes in computer science · doi:10.1007/978-3-319-07452-8_13 · Cited by 34
Teodoro, N., & Serrão, C. (2011) · International Conference on Information Society · doi:10.1109/i-society18435.2011.5978496 · Cited by 34
The governance of safety and security risks in connected healthcare
Skierka, I. (2018) · Living in the Internet of Things: Cybersecurity of the IoT · doi:10.1049/cp.2018.0002 · Cited by 33
Bakar, N. A. A., Ramli, W. M. W., & Hassan, N. H. (2019) · Indonesian Journal of Electrical Engineering and Computer Science · doi:10.11591/ijeecs.v15.i1.pp414-420 · Cited by 33
Cybersecurity and medical devices: Are the ISO/IEC 80001-2-2 technical controls up to the challenge?
Anderson, S., & Williams, T. (2017) · Computer Standards & Interfaces · doi:10.1016/j.csi.2017.10.001 · Cited by 31
Cost-aware securing of IoT systems using attack graphs
Yiğit, B., Gür, G., Alagöz, F., & Tellenbach, B. (2018) · Ad Hoc Networks · doi:10.1016/j.adhoc.2018.10.024 · Cited by 31
Security threat on wearable services: Empirical study using a commercial smartband
Lee, M., Lee, K., Shim, J., Cho, S.-J., & Choi, J. (2016) · IEEE International Conference on Consumer Electronics-Asia (ICCE-Asia) · doi:10.1109/icce-asia.2016.7804766 · Cited by 31
Risk assessment of cyber-attacks on telemetry-enabled cardiac implantable electronic devices (CIED)
Ngamboé, M., Berthier, P., Nader, A., Dyrda, K., & Fernandez, J. M. (2020) · International Journal of Information Security · doi:10.1007/s10207-020-00522-7 · Cited by 29
Security OSIF: Toward Automatic Discovery and Analysis of Event Based Cyber Threat Intelligence
Li, K., Wen, H., Li, H., Zhu, H., & Sun, L. (2018) · IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI) · doi:10.1109/smartworld.2018.00142 · Cited by 28
Evaluating Security of Internet of Medical Things Using the Analytic Network Process Method
Huang, X., & Nazir, S. (2020) · Security and Communication Networks · doi:10.1155/2020/8829595 · Cited by 27
Assessing and Comparing Security of Web Servers
Mendes, N. V., Neto, A. A., Duraes, J. A., Vieira, M. P. A., & Madeira, H. (2008) · IEEE Pacific Rim International Symposium on Dependable Computing (PRDC) · doi:10.1109/prdc.2008.45 · Cited by 24
UFO - Hidden Backdoor Discovery and Security Verification in IoT Device Firmware
Tien, C., Tsai, T.-T., Chen, I.-Y., & Kuo, S. (2018) · IEEE International Symposium on Software Reliability Engineering Workshops (ISSREW) · doi:10.1109/issrew.2018.00-37 · Cited by 24
An architectural style for internet of things systems
Santos, L., Silva, E., Batista, T., Cavalcante, E., Leite, J. C., & Oquendo, F. (2020) · ACM Symposium on Applied Computing · doi:10.1145/3341105.3374030 · Cited by 16
An Appraisal to Assess the Security of Database Configurations
Neto, A. A., Vieira, M. P. A., & Madeira, H. (2009) · International Conference on Dependability (DEPEND) · doi:10.1109/depend.2009.17 · Cited by 16
End-to-end security validation of IoT systems based on digital twins of end-devices
Maillet-Contoz, L., Michel, E., Nava, M. D., Brun, P.-E., Lepretre, K., & Massot, G. (2020) · Global Internet of Things Summit (GIoTS) · doi:10.1109/giots49054.2020.9119570 · Cited by 13
VM2: Automated security configuration and testing of virtual machine images
Spichkova, M., Li, B., Porter, L., Mason, L., Lyu, Y., & Weng, Y. (2020) · Procedia Computer Science · doi:10.1016/j.procs.2020.09.025 · Cited by 12
Ontology-based automation of security guidelines for smart homes
Khan, Y. I., & Ndubuaku, M. U. (2018) · IEEE World Forum on Internet of Things (WF-IoT) · doi:10.1109/wf-iot.2018.8355214 · Cited by 12
Kieras, T., Farooq, J., & Zhu, Q. (2020) · IEEE Security and Privacy Workshops (SPW) · doi:10.1109/spw50608.2020.00043 · Cited by 10
Cyber Risk Measurement in the Hyperconnected World
Ruan, K. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-812158-0.00004-1 · Cited by 10
Pentest on Internet of Things Devices
Leite, C., Gondim, J. J. C., Barreto, P. S., Caetano, M. F., & Alchieri, E. (2019) · Latin American Computer Conference (CLEI) · doi:10.1109/clei47609.2019.235111 · Cited by 8
An Information Security Risk Management Model for Smart Industries
Safa, N. S., Maple, C. R., & Watson, T. (2017) · Advances in transdisciplinary engineering · doi:10.3233/978-1-61499-792-4-257 · Cited by 8
Automated configuration of a Linux web server security
Olenčin, M., & Perháč, J. (2019) · IEEE International Scientific Conference on Informatics (Informatics) · doi:10.1109/informatics47936.2019.9119272 · Cited by 7
Fitting Security into Agile Software Development
Rindell, K., Hyrynsalmi, S., & Leppänen, V. (2020) · IGI Global eBooks · doi:10.4018/978-1-7998-3016-0.ch047 · Cited by 6
Perminov, P. (2020) · International Journal of Advanced Trends in Computer Science and Engineering · doi:10.30534/ijatcse/2020/182922020 · Cited by 4
Research works printed but not linked: 3
- Gregg, M., and Santos, O. (2019). Certified Ethical Hacker (CEH) Version 10 Cert Guide, Pearson IT Certification. [3rd ed.].
- Prastika, 2019, Audit dam implementasi CIS Benchmark pada sistem operasi Linux Debian Server, J. Jarkom, 6, 1
- Radanliev, P., De Roure, D., Nurse, J.R.C., Nicolescu, R., Huth, M., Cannady, S., and Montalvo, R.M. (2020). Cyber risk impact assessment assessing the risk from the IoT to the digital Economy. SN Appl. Sci., 1–12. · DOI
Cited by
Abdullahi, M., Baashar, Y. M., Alhussian, H., Alwadain, A. S., Aziz, N., Capretz, L. F., & Abdulkadir, S. J. (2022) · Electronics · doi:10.3390/electronics11020198 · Cited by 428
Cybersecurity Risk Analysis in the IoT: A Systematic Review
AlSalem, T. S., Almaiah, M. A., & Lutfi, A. (2023) · Electronics · doi:10.3390/electronics12183958 · Cited by 77
Mapping of Industrial IoT to IEC 62443 Standards
Cindrić, I., Jurčević, M., & Hadjina, T. (2025) · Sensors · doi:10.3390/s25030728 · Cited by 29
Jiang, Y., Jeusfeld, M. A., Mosaad, M., & Oo, N. (2024) · International Journal of Critical Infrastructure Protection · doi:10.1016/j.ijcip.2024.100700 · Cited by 27
Mouti, S., Shukla, S. K., Althubiti, S. A., Ahmed, M. A., Alenezi, F. S., & Arumugam, M. (2022) · Computers & Electrical Engineering · doi:10.1016/j.compeleceng.2022.108308 · Cited by 21
Metadata
- Authors
- Echeverría, A., Cevallos, C., Ortiz-Garces, I., & Andrade, R. O.
- Affiliations
- Universidad de Las Américas (EC)
- Escuela de Ingeniería en Tecnologías de la Información, FICA, Universidad de Las Américas, Quito 170125, Ecuador
- National Polytechnic School (EC)
- Venue
- Applied Sciences
- Publisher
- MDPI AG
- Published
- 2021-04-06
- Volume
- 11
- Issue
- 7
- Pages
- 3260
- ISSN
- 2076-3417 (ISSN-L)
- OpenAlex
- W3152184839
- Cited by
- 31
- References
- 54
- Citations by year
- 2026: 2 · 2025: 8 · 2024: 6 · 2023: 7 · 2022: 7 · 2021: 1
- FWCI
- 2.36
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Applied Sciences (publishedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- 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, attack surface reduction, security checklist, IoT architecture layers, risk matrix, vulnerability assessment, smart cities, smart grid, smart healthcare
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