NOTRINO: a NOvel hybrid TRust management scheme for INternet-Of-vehicles

Journal article


Ahmad, F., Kurugollu, Fatih, Kerrache, Chaker Abdelaziz, Sezer, Sakir and Liu, Lu 2021. NOTRINO: a NOvel hybrid TRust management scheme for INternet-Of-vehicles. IEEE Transactions on Vehicular Technology. https://doi.org/10.1109/TVT.2021.3049189
AuthorsAhmad, F., Kurugollu, Fatih, Kerrache, Chaker Abdelaziz, Sezer, Sakir and Liu, Lu
Abstract

Internet-of-Vehicles (IoV) is a novel technology to
ensure safe and secure transportation by enabling smart vehicles
to communicate and share sensitive information with each other.
However, the realization of IoV in real-life depends on several
factors, including the assurance of security from attackers
and propagation of authentic, accurate and trusted information
within the network. Further, the dissemination of compromised
information must be detected and vehicle disseminating such
malicious messages must be revoked from the network. To this
end, trust can be integrated within the network to detect the
trustworthiness of the received information. However, most of
the trust models in the literature relies on evaluating node
or data at the application layer. In this study, we propose a
novel hybrid trust management scheme, namely, NOTRINO,
which evaluates trustworthiness on the received information
in two steps. First step evaluates trust on the node itself at
transport layer, while second step computes trustworthiness
of the data at application layer. This mechanism enables the
vehicles to efficiently model and evaluate the trustworthiness
on the received information. The performance and accuracy of
NOTRINO is rigorously evaluated under various realistic trust
evaluation criteria (including precision, recall, F-measure and
trust). Furthermore, the efficiency of NOTRINO is evaluated in
presence of malicious nodes and its performance is benchmarked
against three hybrid trust models. Extensive simulations indicate
that NOTRINO achieve over 75% trust level as compared to
benchmarked trust models where trust level falls below 60% for
a network with 35% malicious nodes. Similarly, 92% precision
and 87% recall are achieved simultaneously with NOTRINO for
the same network, comparing to benchmark trust models where
precision and recall falls below 87% and 85% respectively.

KeywordsConnected Vehicles, Trust Management, Trust Model, Smart Cities, Internet-of-Vehicles
Year2021
JournalIEEE Transactions on Vehicular Technology
PublisherIEEE
ISSN1939-9359
Digital Object Identifier (DOI)https://doi.org/10.1109/TVT.2021.3049189
Web address (URL)http://hdl.handle.net/10545/625517
http://creativecommons.org/publicdomain/zero/1.0/
hdl:10545/625517
Publication dates05 Jan 2021
Publication process dates
Deposited15 Jan 2021, 12:38
Accepted24 Nov 2020
Rights

CC0 1.0 Universal

ContributorsCoventry University, University of Derby, Universit Amar Telidji Laghouat, 243326 Laghouat, Laghouat, Algeria, Queen's University Belfast and University of Leicester
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Adaptive service discovery on service-oriented and spontaneous sensor systems
Liu, Lu, Xu, Jie, Antonopoulos, Nikolaos, Li, Jianxin and Wu, Kaigu 2012. Adaptive service discovery on service-oriented and spontaneous sensor systems. Adhoc & Sensor Wireless Networks.
Dynamic service integration for reliable and sustainable capability provision
Liu, Lu, Xu, Jie, Russell, Duncan, Davies, John K., Webster, David, Luo, Zongyang and Venters, Colin 2010. Dynamic service integration for reliable and sustainable capability provision. International Journal of Systems Science. https://doi.org/10.1080/00207721003774736
Fault-tolerant peer-to-peer search on small-world networks
Liu, Lu, Antonopoulos, Nikolaos and Mackin, Stephen 2007. Fault-tolerant peer-to-peer search on small-world networks. Future Generation Computer Systems. https://doi.org/10.1016/j.future.2007.03.002
Managing peer-to-peer networks with human tactics in social interactions
Liu, Lu, Antonopoulos, Nikolaos and Mackin, Stephen 2007. Managing peer-to-peer networks with human tactics in social interactions. The Journal of Supercomputing. https://doi.org/10.1007/s11227-007-0156-y
Distributed service integration for disaster monitoring sensor systems
Liu, Lu, Antonopoulos, Nikolaos, Xu, Jie, Webster, David and Wu, Kaigu 2011. Distributed service integration for disaster monitoring sensor systems. IET Communications. https://doi.org/10.1049/iet-com.2010.0630
CyberGuarder: a virtualization security assurance architecture for green cloud computing
Li, Jianxin, Li, Bo, Wo, Tianyu, Hu, Chunming, Huai, Jinpeng, Liu, Lu and Lam, K.P. 2012. CyberGuarder: a virtualization security assurance architecture for green cloud computing. Future Generation Computer Systems. https://doi.org/10.1016/j.future.2011.04.012
Editorial: Special issue on dependable peer-to-peer systems
Liu, Lu and Xu, Jie 1931. Editorial: Special issue on dependable peer-to-peer systems. Peer-to-Peer Networking and Applications. https://doi.org/10.1007/s12083-009-0065-3
Modelling and simulation of network enabled capability on service-oriented architecture
Liu, Lu, Russell, Duncan, Xu, Jie, Webster, David, Luo, Zongyang, Venters, Colin and Davies, John K. 2009. Modelling and simulation of network enabled capability on service-oriented architecture. Simulation Modelling Practice and Theory. https://doi.org/10.1016/j.simpat.2009.06.012
CyberLiveApp: a secure sharing and migration approach for live virtual desktop applications in a cloud environment
Li, Jianxin, Jia, Yu, Liu, Lu and Wo, Tianyu 2011. CyberLiveApp: a secure sharing and migration approach for live virtual desktop applications in a cloud environment. Future Generation Computer Systems. https://doi.org/10.1016/j.future.2011.08.001
Efficient resource discovery in self-organized unstructured peer-to-peer networks
Liu, Lu, Antonopoulos, Nikolaos, Mackin, Stephen, Xu, Jie and Russell, Duncan 2008. Efficient resource discovery in self-organized unstructured peer-to-peer networks. Concurrency and Computation: Practice and Experience. https://doi.org/10.1002/cpe.1329
Efficient and scalable search on scale-free P2P networks
Liu, Lu, Xu, Jie, Russell, Duncan, Townend, Paul and Webster, David 2009. Efficient and scalable search on scale-free P2P networks. Peer-to-Peer Networking and Applications. https://doi.org/10.1007/s12083-008-0023-5
HiTrust: building cross-organizational trust relationship based on a hybrid negotiation tree
Li, Jianxin, Liu, Xudong, Liu, Lu, Sun, Dazhi and Li, Bo 2011. HiTrust: building cross-organizational trust relationship based on a hybrid negotiation tree. Telecommunication Systems. https://doi.org/10.1007/s11235-011-9648-4
Dynamic authentication for cross-realm SOA-based business processes
Xu, Jie, Zhang, Dacheng, Li, Xianxian and Liu, Lu 2010. Dynamic authentication for cross-realm SOA-based business processes. IEEE Transactions on Services Computing. https://doi.org/10.1109/TSC.2010.33
Dot-base62x: building a compact and user-friendly text representation scheme of ipv6 addresses for cloud computing
Liu, Zhenxing, Liu, Lu, Hardy, J., Anjum, Ashiq, Hill, Richard and Antonopoulos, Nikolaos 2012. Dot-base62x: building a compact and user-friendly text representation scheme of ipv6 addresses for cloud computing. Journal of Cloud Computing: Advances, Systems and Applications. https://doi.org/10.1186/2192-113X-1-3