A novel multifaceted trust management framework for vehicular networks

Maintaining interconnectivity between dynamic vehicular nodes and ensuring trust in vehicular networking is still a challenging issue. It is crucial for the vehicular environments to maintain a stable interconnectivity between the vehicular nodes and further to prevent the vehicular nodes from broad...

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Main Authors: El-Sayed, Hesham, Alexander, Henry, Kulkarni, Parag, Khan, Manzoor Ahmed, Noor, Rafidah Md, Trabelsi, Zouheir
Format: Article
Published: IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC 2022
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Online Access:http://eprints.um.edu.my/46272/
https://doi.org/10.1109/TITS.2022.3187788
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spelling my.um.eprints.462722024-07-23T04:34:02Z http://eprints.um.edu.my/46272/ A novel multifaceted trust management framework for vehicular networks El-Sayed, Hesham Alexander, Henry Kulkarni, Parag Khan, Manzoor Ahmed Noor, Rafidah Md Trabelsi, Zouheir QA75 Electronic computers. Computer science TK Electrical engineering. Electronics Nuclear engineering Maintaining interconnectivity between dynamic vehicular nodes and ensuring trust in vehicular networking is still a challenging issue. It is crucial for the vehicular environments to maintain a stable interconnectivity between the vehicular nodes and further to prevent the vehicular nodes from broadcasting fake messages and simultaneously protect the vehicles against tracking attacks. An efficient Trust Management System (TMS) is proposed in this paper that will ensure trustworthiness and stable interconnectivity between vehicular entities to assure road safety and reliable communication. The proposed approach incorporates a novel timestamp mechanism and block chain concepts to ensure the steady inter-connectivity between the dynamic vehicular nodes. Further, the framework leverages block chain concepts to verify the correctness of the events stored in the Road Side Units (RSUs). It also proposes a versatile hybrid trust model that uses innovative direct and recommended trust evaluation techniques to compute trust between the vehicular entities. Moreover, the framework integrates a threading mechanism to schedule message execution in direct trust evaluation, and clustering techniques to group similar messages in indirect trust evaluation. Various experimental and comparative analyses with other related studies are carried out in a simulated environment to evaluate the performance of the proposed hybrid trust model. The findings show that the proposed trust model produces an accuracy of 92% in identifying malicious nodes. IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC 2022-11 Article PeerReviewed El-Sayed, Hesham and Alexander, Henry and Kulkarni, Parag and Khan, Manzoor Ahmed and Noor, Rafidah Md and Trabelsi, Zouheir (2022) A novel multifaceted trust management framework for vehicular networks. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 23 (11). pp. 20084-20097. ISSN 1558-0016, DOI https://doi.org/10.1109/TITS.2022.3187788 <https://doi.org/10.1109/TITS.2022.3187788>. https://doi.org/10.1109/TITS.2022.3187788 10.1109/TITS.2022.3187788
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic QA75 Electronic computers. Computer science
TK Electrical engineering. Electronics Nuclear engineering
spellingShingle QA75 Electronic computers. Computer science
TK Electrical engineering. Electronics Nuclear engineering
El-Sayed, Hesham
Alexander, Henry
Kulkarni, Parag
Khan, Manzoor Ahmed
Noor, Rafidah Md
Trabelsi, Zouheir
A novel multifaceted trust management framework for vehicular networks
description Maintaining interconnectivity between dynamic vehicular nodes and ensuring trust in vehicular networking is still a challenging issue. It is crucial for the vehicular environments to maintain a stable interconnectivity between the vehicular nodes and further to prevent the vehicular nodes from broadcasting fake messages and simultaneously protect the vehicles against tracking attacks. An efficient Trust Management System (TMS) is proposed in this paper that will ensure trustworthiness and stable interconnectivity between vehicular entities to assure road safety and reliable communication. The proposed approach incorporates a novel timestamp mechanism and block chain concepts to ensure the steady inter-connectivity between the dynamic vehicular nodes. Further, the framework leverages block chain concepts to verify the correctness of the events stored in the Road Side Units (RSUs). It also proposes a versatile hybrid trust model that uses innovative direct and recommended trust evaluation techniques to compute trust between the vehicular entities. Moreover, the framework integrates a threading mechanism to schedule message execution in direct trust evaluation, and clustering techniques to group similar messages in indirect trust evaluation. Various experimental and comparative analyses with other related studies are carried out in a simulated environment to evaluate the performance of the proposed hybrid trust model. The findings show that the proposed trust model produces an accuracy of 92% in identifying malicious nodes.
format Article
author El-Sayed, Hesham
Alexander, Henry
Kulkarni, Parag
Khan, Manzoor Ahmed
Noor, Rafidah Md
Trabelsi, Zouheir
author_facet El-Sayed, Hesham
Alexander, Henry
Kulkarni, Parag
Khan, Manzoor Ahmed
Noor, Rafidah Md
Trabelsi, Zouheir
author_sort El-Sayed, Hesham
title A novel multifaceted trust management framework for vehicular networks
title_short A novel multifaceted trust management framework for vehicular networks
title_full A novel multifaceted trust management framework for vehicular networks
title_fullStr A novel multifaceted trust management framework for vehicular networks
title_full_unstemmed A novel multifaceted trust management framework for vehicular networks
title_sort novel multifaceted trust management framework for vehicular networks
publisher IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
publishDate 2022
url http://eprints.um.edu.my/46272/
https://doi.org/10.1109/TITS.2022.3187788
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score 13.211869