Federated learning with blockchain for autonomous vehicles: Analysis and design challenges

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

Wireless network intelligence at the edge

J Park, S Samarakoon, M Bennis… - Proceedings of the …, 2019 - ieeexplore.ieee.org
Fueled by the availability of more data and computing power, recent breakthroughs in cloud-
based machine learning (ML) have transformed every aspect of our lives from face …

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 …

Wireless distributed consensus for connected autonomous systems

H Xu, Y Fan, W Li, L Zhang - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
Connected critical autonomous systems (C-CASs) are envisioned to significantly change our
life and work styles through emerging vertical applications, such as autonomous vehicles …

RAFT consensus reliability in wireless networks: Probabilistic analysis

Y Li, Y Fan, L Zhang, J Crowcroft - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
The centralized system becomes less efficient, secure, and resilient as the network size and
heterogeneity increase due to its inherent single point of failure issues. Distributed …

Communication resource allocation of raft in wireless network

D Yu, Y Sun, Y Li, L Zhang, M Imran - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
The distributed consensus intends to improve the reliability of critical decision making in
wireless connected autonomous systems. The performance of distributed consensus heavily …

An efficient and reliable byzantine fault tolerant blockchain consensus protocol for single-hop wireless networks

L Zhang, B Zhang, C Li - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
Consensus protocol is a key technology enabling blockchain to provide secure and trustful
services in wireless networks. However, most previous study on blockchain consensus …

CCP-federated deep learning based on user trust chain in social IoV

PC Zhao, YH Huang, DX Zhang, L Xing, HH Wu… - Wireless …, 2023 - Springer
Federated learning is widely used in the context of wireless networks to protect sensitive
user data. However, centralized federated learning encounters some issues when applied to …

Toward industrial IoT: Integrated architecture of an OPC UA synergy platform

C Lee, N Kim, S Hong - IEEE Access, 2021 - ieeexplore.ieee.org
Recently, the manufacturing industry has revolutionized with 'smart manufacturing'and
'Industry 4.0', and with the development of the Industrial Internet of Things (IIoT), increasing …

A V2V empowered consensus framework for cooperative autonomous driving

J Cao, S Leng, L Zhang, M Imran… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
Cooperative autonomous driving has emerged as an appealing paradigm to expand the
perception range of vehicles and improve driving safety by sharing local sensing data and …