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 …

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 …

[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 …

A decentralized federated learning approach for connected autonomous vehicles

SR Pokhrel, J Choi - 2020 IEEE Wireless Communications and …, 2020 - ieeexplore.ieee.org
In this paper, we propose an autonomous blockchain-based federated learning (BFL)
design for privacy-aware and efficient vehicular communication networking, where local on …

Blockchain and federated learning for privacy-preserved data sharing in industrial IoT

Y Lu, X Huang, Y Dai, S Maharjan… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
The rapid increase in the volume of data generated from connected devices in industrial
Internet of Things paradigm, opens up new possibilities for enhancing the quality of service …

Blockchain for secure and efficient data sharing in vehicular edge computing and networks

J Kang, R Yu, X Huang, M Wu… - IEEE internet of …, 2018 - ieeexplore.ieee.org
The drastically increasing volume and the growing trend on the types of data have brought
in the possibility of realizing advanced applications such as enhanced driving safety, and …

LVBS: Lightweight vehicular blockchain for secure data sharing in disaster rescue

Z Su, Y Wang, Q Xu, N Zhang - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In disaster areas, a large amount of data (eg, rescue commands, road damage, and rescue
experience) should be delivered among ground rescuing vehicles for safe driving and …