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Integration of Blockchain Technology and Federated Learning in Vehicular (IoT) Networks: A Comprehensive Survey
Abdul Rehman Javed1, Muhammad Abul Hassan2, Faisal Shahzad1
1Department of Cyber Security, Air University Islamabad, Islamabad 44000, Pakistan.
Sensors (Basel, Switzerland)
|June 24, 2022
Summary
Federated Learning (FL) and blockchain integration addresses challenges in smart transport infrastructure (STI) by enhancing data privacy and security. This approach tackles big data issues in vehicular networks, improving overall system efficiency and trustworthiness.
Area of Science:
- Intelligent Transportation Systems
- Computer Science
- Network Security
Background:
- The Internet of Things (IoT) is crucial for Smart Transport Infrastructure (STI).
- Machine learning (ML) enhances STI but faces challenges like computation cost, communication overhead, and privacy concerns due to vast data from numerous components.
- Federated Learning (FL) and blockchain offer solutions to these challenges.
Purpose of the Study:
- To explore the integration of Federated Learning (FL) and blockchain in vehicular networks.
- To address privacy preservation and big data handling issues in STI management.
- To enhance data integrity and security in Smart Transport Infrastructure.
Main Methods:
- Survey of vehicular networks and STI.
- Detailed examination of Federated Learning (FL) and blockchain technologies.
- Analysis of FL and blockchain applications in Vehicular Ad Hoc Networks (VANETs) focusing on security and privacy.
Main Results:
- Federated Learning (FL) effectively addresses privacy preservation and big data challenges in STI.
- Blockchain provides data integrity and enhanced security for STI.
- FL and blockchain integration offers a robust solution for secure and efficient vehicular networks.
Conclusions:
- The integration of FL and blockchain is a promising approach for advancing secure and private STI.
- Further research is needed to overcome current challenges and explore future directions in this domain.
Keywords:
blockchainfederated learningintelligence transportation systemvehicular ad hoc network (VANET)vehicular internet of things (IoT)More Related Videos
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