Blockchain empowered asynchronous federated learning for secure data sharing in internet of vehicles

Y Lu, X Huang, K Zhang, S Maharjan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In Internet of Vehicles (IoV), data sharing among vehicles for collaborative analysis can
improve the driving experience and service quality. However, the bandwidth, security and …

A hierarchical blockchain-enabled federated learning algorithm for knowledge sharing in internet of vehicles

H Chai, S Leng, Y Chen, K Zhang - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Internet of Vehicles (IoVs) is highly characterized by collaborative environment data sensing,
computing and processing. Emerging Big Data and Artificial Intelligence (AI) technologies …

DRL-based adaptive sharding for blockchain-based federated learning

Y Lin, Z Gao, H Du, J Kang, D Niyato… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Blockchain-based Federated Learning (FL) technology enables vehicles to make smart
decisions, improving vehicular services and enhancing the driving experience through a …

An incentive mechanism of incorporating supervision game for federated learning in autonomous driving

Y Fu, C Li, FR Yu, TH Luan… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Federated learning (FL), as a distributed machine learning technology, allows large-scale
nodes to utilize local datasets for model training and sharing without revealing privacy …

Blockchain-supported federated learning for trustworthy vehicular networks

S Otoum, I Al Ridhawi… - GLOBECOM 2020-2020 …, 2020 - ieeexplore.ieee.org
The advances in today's IoT devices and machine learning methods have given rise to the
concept of Federated Learning. Through such a technique, a plethora of network devices …

Vehicular blockchain-based collective learning for connected and autonomous vehicles

Y Fu, FR Yu, C Li, TH Luan… - Ieee wireless …, 2020 - ieeexplore.ieee.org
The accuracy of the ML model is essential for the further development of AI-enabled CAVs.
With the increasing complexity of on-board sensor systems, the large amount of raw data …

Bift: A blockchain-based federated learning system for connected and autonomous vehicles

Y He, K Huang, G Zhang, FR Yu… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
Machine learning (ML) algorithms are essential components in autonomous driving. In most
existing connected and autonomous vehicles (CAVs), a large amount of driving data …

[HTML][HTML] A blockchain based privacy-preserving federated learning scheme for Internet of Vehicles

N Wang, W Yang, X Wang, L Wu, Z Guan, X Du… - Digital Communications …, 2022 - Elsevier
The application of artificial intelligence technology in Internet of Vehicles (IoV) has attracted
great research interests with the goal of enabling smart transportation and traffic …

On blockchain-enhanced secure data storage and sharing in vehicular edge computing networks

M Firdaus, KH Rhee - Applied Sciences, 2021 - mdpi.com
The conventional architecture of vehicular ad hoc networks (VANETs) with a centralized
approach has difficulty overcoming the increasing complexity of intelligent transportation …

Reputation-based regional federated learning for knowledge trading in blockchain-enhanced IoV

Y Zou, F Shen, F Yan, J Lin… - 2021 IEEE wireless …, 2021 - ieeexplore.ieee.org
The Internet of Vehicles (IoV) aims to perceive, compute, and process environmental data in
a collaborative manner. Previous works focus on data sharing between vehicles, but a large …