ABSTRACT
The proliferation of IoT networks across various sectors necessitates robust Trust Management mechanisms for secure and reliable operations. This paper proposes a Multi-Attribute Decision Making (MADM)-based approach for trust score calculation in IoT Trust Management. This solution addresses limitations of existing methods by considering multiple attributes and providing a comprehensive evaluation of trustworthiness. The methodology computes a device's trust score by integrating factors such as Cyber Risk, Ease of Access, and Security Level using a weighted sum-based calculation. The Analytical Hierarchy Process (AHP) to determine the factors’ weights is utilized, contributing a novel approach to IoT Trust Management. Furthermore, this approach includes dynamic trust score updates throughout the device's lifetime, accommodating changes in the device's Cyber Risk for accurate trust assessment. A trust score penalization mechanism for devices below a predefined threshold is also introduced, enabling prompt risk mitigation. A simulated assessment, considering varying numbers of IoT devices, evaluates the effectiveness of the proposed methodology. By addressing limitations and introducing innovative components, the proposed MADM-based approach enhances security, reliability, and overall performance of IoT networks. This research advances trust management in IoT and provides valuable insights for developing secure and trustworthy IoT ecosystems.
- Alam S, Zardari S, Shamsi JA. Blockchain-Based Trust and Reputation Management in SIoT. Electronics. 2022; 11(23):3871. https://doi.org/10.3390/electronics11233871Google ScholarCross Ref
- Alghofaili Y, Rassam MA. A Trust Management Model for IoT Devices and Services Based on the Multi-Criteria Decision-Making Approach and Deep Long Short-Term Memory Technique. Sensors. 2022; 22(2):634. https://doi.org/10.3390/s22020634Google ScholarCross Ref
- R. Latif, "ConTrust: A Novel Context-Dependent Trust Management Model in Social Internet of Things," in IEEE Access, vol. 10, pp. 46526-46537, 2022, doi: 10.1109/ACCESS.2022.3169788.Google ScholarCross Ref
- Al-Rakhami MS, Al-Mashari M. A Blockchain-Based Trust Model for the Internet of Things Supply Chain Management. Sensors. 2021; 21(5):1759. https://doi.org/10.3390/s21051759Google ScholarCross Ref
- S. Hameed , "A Scalable Key and Trust Management Solution for IoT Sensors Using SDN and Blockchain Technology," in IEEE Sensors Journal, vol. 21, no. 6, pp. 8716-8733, 15 March15, 2021, doi: 10.1109/JSEN.2021.3052009.Google ScholarCross Ref
- Han Liu, Dezhi Han, Dun Li, Behavior analysis and blockchain based trust management in VANETs, Journal of Parallel and Distributed Computing, Volume 151, 2021, Pages 61-69, ISSN 0743-7315, https://doi.org/10.1016/j.jpdc.2021.02.011.Google ScholarCross Ref
- Yuhan Bai, Kai Fan, Kuan Zhang, Xiaochun Cheng, Hui Li, Yintang Yang, Blockchain-based trust management for agricultural green supply: A game theoretic approach, Journal of Cleaner Production, Volume 310, 2021, 127407, ISSN 0959-6526, https://doi.org/10.1016/j.jclepro.2021.127407.Google ScholarCross Ref
- Saeed, M., Amin, R., Aftab, M., & Ahmed, N. (2022). Trust Management Technique Using Blockchain in Smart Building. Engineering Proceedings, 20(1), 24.Google Scholar
- Kouicem, D. E., Imine, Y., Bouabdallah, A., & Lakhlef, H. (2020). Decentralized blockchain-based trust management protocol for the Internet of Things. IEEE Transactions on Dependable and Secure Computing, 19(2), 1292-1306.Google ScholarCross Ref
- Liu, Y., Zhang, C., Yan, Y., Zhou, X., Tian, Z., & Zhang, J. (2022). A semi-centralized trust management model based on blockchain for data exchange in iot system. IEEE Transactions on Services Computing.Google Scholar
- S. Dhelim, N. Aung, M. T. Kechadi, H. Ning, L. Chen and A. Lakas, "Trust2Vec: Large-Scale IoT Trust Management System Based on Signed Network Embeddings," in IEEE Internet of Things Journal, vol. 10, no. 1, pp. 553-562, 1 Jan.1, 2023, doi: 10.1109/JIOT.2022.3201772.Google ScholarCross Ref
- Luecking, M., Fries, C., Lamberti, R., & Stork, W. (2020, May). Decentralized identity and trust management framework for internet of things. In 2020 IEEE International Conference on Blockchain and Cryptocurrency (ICBC) (pp. 1-9). IEEE.Google ScholarCross Ref
- Nagarajan G, Simpson SV, Venkatachalam K, Alrasheedi AF, Askar SS, Abouhawwash M, P P. A Novel Edge-Based Trust Management System for the Smart City Environment Using Eigenvector Analysis. J Healthc Eng. 2022 May 26;2022:5625897. doi: 10.1155/2022/5625897. PMID: 35663279; PMCID: PMC9162873.Google ScholarCross Ref
- Awan KA, Ud Din I, Almogren A, Khattak HA, Rodrigues JJPC. EdgeTrust: A Lightweight Data-Centric Trust Management Approach for IoT-Based Healthcare 4.0. Electronics. 2023; 12(1):140. https://doi.org/10.3390/electronics12010140Google ScholarCross Ref
- Michail Bampatsikos, Ilias Politis, Christos Xenakis, and Stelios C. A. Thomopoulos. 2021. Solving the cold start problem in Trust Management in IoT. In Proceedings of the 16th International Conference on Availability, Reliability and Security (ARES 21). Association for Computing Machinery, New York, NY, USA, Article 128, 1–9. https://doi.org/10.1145/3465481.3469208Google ScholarDigital Library
- F. Ahmad, F. Kurugollu, C. A. Kerrache, S. Sezer and L. Liu, "NOTRINO: A NOvel Hybrid TRust Management Scheme for INternet-of-Vehicles," in IEEE Transactions on Vehicular Technology, vol. 70, no. 9, pp. 9244-9257, Sept. 2021, doi: 10.1109/TVT.2021.3049189.Google ScholarCross Ref
- Shayesteh, B., Hakami, V., & Akbari, A. (2020). A trust management scheme for IoT-enabled environmental health/accessibility monitoring services. International Journal of Information Security, 19, 93-110.Google ScholarDigital Library
- Mendoza CVL, Kleinschmidt JH. Mitigating On-Off Attacks in the Internet of Things Using a Distributed Trust Management Scheme. International Journal of Distributed Sensor Networks. 2015;11(11). doi:10.1155/2015/859731Google ScholarCross Ref
- Ikram Ud Din, Mohsen Guizani, Byung-Seo Kim, Suhaidi Hassan and Muhammad Khurram Khan. 2018. Trust management techniques for the Internet of Things: A survey. IEEE Access, 7, (November 2018), 29763-29787. https://doi.org/10.1109/ACCESS.2018.2880838Google ScholarCross Ref
- Carolina V. L. Mendoza and João H. Kleinschmidt. 2015. Mitigating on-off attacks in the internet of things using a distributed trust management scheme. International Journal of Distributed Sensor Networks, 11, 11, (November 2015). https://doi.org/10.1155%2F2015%2F859731Google Scholar
- Fenye Bao and Ing-Ray Chen. 2012. Dynamic trust management for internet of things applications. In Proceedings of the 2012 international workshop on Selfaware internet of things (Self-IoT ’12). Association for Computing Machinery, New York, NY, USA, 1–6. DOI:https://doi.org/10.1145/2378023.237802Google ScholarCross Ref
- Bhushan, Bharat, "Unification of Blockchain and Internet of Things (BIoT): requirements, working model, challenges and future directions." Wireless Networks 27 (2021): 55-90.Google ScholarDigital Library
- Liang, Wenbing, and Nan Ji. "Privacy challenges of IoT-based blockchain: a systematic review." Cluster Computing 25.3 (2022): 2203-2221.Google ScholarDigital Library
- Wei, Lijun, "Trust management for Internet of Things: A comprehensive study." IEEE Internet of Things Journal 9.10 (2022): 7664-7679Google ScholarCross Ref
- T. L. Saaty, "The Analytic Hierarchy Process", RWS Publications, Pittsburgh, PA, 1990.Google Scholar
- Analytical Hierarchy Process, Priority Vector https://people.revoledu.com/kardi/tutorial/AHP/Priority%20Vector.htm Accessed on 22-06-2023Google Scholar
- Hyperledger Fabric, https://www.hyperledger.org/use/fabric , Accessed on 22-06-2023Google Scholar
- Octave, https://octave.org/ , Accessed on 22-06-2023Google Scholar
- Tzeng, G.H.; Huang, J.J. Multiple Attribute Decision Making: Methods and Applications; CRC Press: Boca Raton, FL, USA, 2011.Google ScholarCross Ref
- Malik, Sidra, "Trustchain: Trust management in blockchain and iot supported supply chains." 2019 IEEE International Conference on Blockchain (Blockchain). IEEE, 2019.Google Scholar
- Raspberry, Raspberry pi 4 model b, https://www.raspberrypi.com/products/raspberry-pi-4-model-b/ , Accessed on 22-06-2023Google Scholar
Index Terms
- Multi-Attribute Decision Making-based Trust Score Calculation in Trust Management in IoT
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