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
… capabilities of the vehicles. In this paper, … blockchain and federated learning into IoV for
data sharing. We develop a hybrid blockchain - PermiDAG, and improve the federated learning

A systematic literature review on blockchain enabled federated learning framework for internet of vehicles

M Billah, ST Mehedi, A Anwar, Z Rahman… - arXiv preprint arXiv …, 2022 - arxiv.org
… of ITS subsystems, particularly sophisticated traveler information, online carhailing, and traffic
… BC-empowered asynchronous FL model for secure data sharing among different channels …

[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
… Our future work will focus on communication issues due to vehicle dynamics, which mainly
include two aspects: 1) Design an asynchronous federated learning model incorporating the …

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
… hierarchical blockchain framework and a hierarchical federated learningsharing, by which
vehicles learn environmental data through machine learning methods and share the learning

Secure, privacy preserving, and verifiable federating learning using blockchain for internet of vehicles

B Ghimire, DB Rawat - IEEE Consumer Electronics Magazine, 2021 - ieeexplore.ieee.org
… In this article, we present a practical prospect of blockchain empowered federated learning
to realize fully secure, privacy preserving, … “Blockchain empowered asynchronous federated

Efficient asynchronous federated learning research in the internet of vehicles

Z Yang, X Zhang, D Wu, R Wang… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
… for heterogeneous edge-powered internet of things,” Digital Communications and … Blockchain
empowered asynchronous federated learning for secure data sharing in internet of vehicles

Blockchain-Empowered Vehicular Intelligence: A Perspective of Asynchronous Federated Learning

J Zhang, S Li - IEEE Internet of Things Magazine, 2024 - ieeexplore.ieee.org
vehicles in downlink channels. Referring to [5], we classify servers and vehicles that run the
overall blockchain as … Our scheme is an asynchronous permissioned blockchain. We use the …

Integration of blockchain technology and federated learning in vehicular (iot) networks: A comprehensive survey

AR Javed, MA Hassan, F Shahzad, W Ahmed, S Singh… - Sensors, 2022 - mdpi.com
… is the first time that blockchain and FL have been combined for vehicle networks. Previously
… One of the systems exploiting the powers and empowerment of the fifth-generation machine …

Asynchronous federated learning system based on permissioned blockchains

R Wang, WT Tsai - Sensors, 2022 - mdpi.com
asynchronous federal learning system based on permissioned blockchains that addresses
the federated learning … [40] suggested a blockchain-empowered federation learning scheme …

Blockchain-empowered AI for 6G-enabled Internet of Vehicles

F Ayaz, Z Sheng, D Tian, M Nekovee, N Saeed - Electronics, 2022 - mdpi.com
federated learning (FL) is a privacy-preserving artificial-intelligence paradigm that does not
require to share data for model training in machine learning… In asynchronous FL, nodes can …