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A Double-Layer Blockchain Based Trust Management Model for Secure Internet of Vehicles

The Internet of Vehicles (IoV) enables vehicles to share data that help vehicles perceive the surrounding environment. However, vehicles can spread false information to other IoV nodes; this incorrect information misleads vehicles and causes confusion in traffic, therefore, a vehicular trust model i...

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Detalles Bibliográficos
Autores principales: Ruan, Wenbo, Liu, Jia, Chen, Yuanfang, Islam, Sardar M. N., Alam, Muhammad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10223821/
https://www.ncbi.nlm.nih.gov/pubmed/37430611
http://dx.doi.org/10.3390/s23104699
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author Ruan, Wenbo
Liu, Jia
Chen, Yuanfang
Islam, Sardar M. N.
Alam, Muhammad
author_facet Ruan, Wenbo
Liu, Jia
Chen, Yuanfang
Islam, Sardar M. N.
Alam, Muhammad
author_sort Ruan, Wenbo
collection PubMed
description The Internet of Vehicles (IoV) enables vehicles to share data that help vehicles perceive the surrounding environment. However, vehicles can spread false information to other IoV nodes; this incorrect information misleads vehicles and causes confusion in traffic, therefore, a vehicular trust model is needed to check the trustworthiness of the message. To eliminate the spread of false information and detect malicious nodes, we propose a double-layer blockchain trust management (DLBTM) mechanism to objectively and accurately evaluate the trustworthiness of vehicle messages. The double-layer blockchain consists of the vehicle blockchain and the RSU blockchain. We also quantify the evaluation behavior of vehicles to show the trust value of the vehicle’s historical behavior. Our DLBTM uses logistic regression to accurately compute the trust value of vehicles, and then predict the probability of vehicles providing satisfactory service to other nodes in the next stage. The simulation results show that our DLBTM can effectively identify malicious nodes, and over time, the system can recognize at least 90% of malicious nodes.
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spelling pubmed-102238212023-05-28 A Double-Layer Blockchain Based Trust Management Model for Secure Internet of Vehicles Ruan, Wenbo Liu, Jia Chen, Yuanfang Islam, Sardar M. N. Alam, Muhammad Sensors (Basel) Article The Internet of Vehicles (IoV) enables vehicles to share data that help vehicles perceive the surrounding environment. However, vehicles can spread false information to other IoV nodes; this incorrect information misleads vehicles and causes confusion in traffic, therefore, a vehicular trust model is needed to check the trustworthiness of the message. To eliminate the spread of false information and detect malicious nodes, we propose a double-layer blockchain trust management (DLBTM) mechanism to objectively and accurately evaluate the trustworthiness of vehicle messages. The double-layer blockchain consists of the vehicle blockchain and the RSU blockchain. We also quantify the evaluation behavior of vehicles to show the trust value of the vehicle’s historical behavior. Our DLBTM uses logistic regression to accurately compute the trust value of vehicles, and then predict the probability of vehicles providing satisfactory service to other nodes in the next stage. The simulation results show that our DLBTM can effectively identify malicious nodes, and over time, the system can recognize at least 90% of malicious nodes. MDPI 2023-05-12 /pmc/articles/PMC10223821/ /pubmed/37430611 http://dx.doi.org/10.3390/s23104699 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ruan, Wenbo
Liu, Jia
Chen, Yuanfang
Islam, Sardar M. N.
Alam, Muhammad
A Double-Layer Blockchain Based Trust Management Model for Secure Internet of Vehicles
title A Double-Layer Blockchain Based Trust Management Model for Secure Internet of Vehicles
title_full A Double-Layer Blockchain Based Trust Management Model for Secure Internet of Vehicles
title_fullStr A Double-Layer Blockchain Based Trust Management Model for Secure Internet of Vehicles
title_full_unstemmed A Double-Layer Blockchain Based Trust Management Model for Secure Internet of Vehicles
title_short A Double-Layer Blockchain Based Trust Management Model for Secure Internet of Vehicles
title_sort double-layer blockchain based trust management model for secure internet of vehicles
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10223821/
https://www.ncbi.nlm.nih.gov/pubmed/37430611
http://dx.doi.org/10.3390/s23104699
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