JOURNAL ARTICLE

Blockchain-Based Trust Management Model for Vehicular Ad Hoc Networks

Junhui ZhaoFanwei HuangLongxia LiaoQingmiao Zhang

Year: 2023 Journal:   IEEE Internet of Things Journal Vol: 11 (5)Pages: 8118-8132   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Although vehicular ad hoc networks (VANETs) significantly enhance traffic convenience, the propagation of erroneous information by malicious vehicles remains a challenging issue. To maintain message reliability, it is crucial to establish a trust management model that can promptly detect malicious vehicles and identify false messages. This article presents a novel trust management model based on blockchain, machine learning, and active detection technology. In the proposed model, we designed a trust evaluation scheme to evaluate the credibility by calculating the direct and indirect trust of the vehicle. To achieve this goal, we use active detection technology to detect indirect trust in vehicles, and then store it in the blockchain. The direct trust of the vehicle is calculated using a Bayesian classifier. The use of active detection technology speeds up the process of filtering out malicious vehicles. Machine learning technology simplifies the complex iterations involved in computing the trust value. Finally, the use of blockchain ensures the consistency and tamper-proofing of the trusted data. The simulation outcomes demonstrate that our approach outperforms the present trust management models.

Keywords:
Computer science Trust management (information system) Credibility Wireless ad hoc network Vehicular ad hoc network Computer security Blockchain Consistency (knowledge bases) Scheme (mathematics) Reliability (semiconductor) Computer network Process (computing) Distributed computing Artificial intelligence Wireless Telecommunications

Metrics

46
Cited By
7.63
FWCI (Field Weighted Citation Impact)
51
Refs
0.97
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Vehicular Ad Hoc Networks (VANETs)
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Privacy-Preserving Technologies in Data
Physical Sciences →  Computer Science →  Artificial Intelligence
Autonomous Vehicle Technology and Safety
Physical Sciences →  Engineering →  Automotive Engineering

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