Optimizing task assignment for reliable blockchain-empowered federated edge learning
A rapid-growing machine learning technique called federated edge learning has emerged to
allow a massive number of edge devices (eg smart phones) to collaboratively train globally …
allow a massive number of edge devices (eg smart phones) to collaboratively train globally …
Privacy-preserved federated learning for autonomous driving
Y Li, X Tao, X Zhang, J Liu, J Xu - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In recent years, the privacy issue in Vehicular Edge Computing (VEC) has gained a lot of
concern. The privacy problem is even more severe in autonomous driving business than the …
concern. The privacy problem is even more severe in autonomous driving business than the …
P2SF-IoV: A privacy-preservation-based secured framework for Internet of Vehicles
With the development of Internet of Vehicles (IoV), the integration of Internet of Things (IoT)
and manual vehicles becomes inevitable in Intelligent Transportation Systems (ITS). In ITS …
and manual vehicles becomes inevitable in Intelligent Transportation Systems (ITS). In ITS …
Distance-aware hierarchical federated learning in blockchain-enabled edge computing network
Federated learning (FL) has been proposed as an emerging paradigm to perform privacy-
preserving distributed machine learning in the Internet of Things (IoT). However, the …
preserving distributed machine learning in the Internet of Things (IoT). However, the …
A federated bidirectional connection broad learning scheme for secure data sharing in Internet of Vehicles
Data sharing in Internet of Vehicles (IoV) makes it possible to provide personalized services
for users by service providers in Intelligent Transportation Systems (ITS). As IoV is a multi …
for users by service providers in Intelligent Transportation Systems (ITS). As IoV is a multi …
Blockchain-empowered decentralized horizontal federated learning for 5G-enabled UAVs
C Feng, B Liu, K Yu, SK Goudos… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Motivated by Industry 4.0, 5G-enabled unmanned aerial vehicles (UAVs; also known as
drones) are widely applied in various industries. However, the open nature of 5G networks …
drones) are widely applied in various industries. However, the open nature of 5G networks …
Toward secure blockchain-enabled internet of vehicles: Optimizing consensus management using reputation and contract theory
In the Internet of Vehicles (IoV), data sharing among vehicles is critical for improving driving
safety and enhancing vehicular services. To ensure security and traceability of data sharing …
safety and enhancing vehicular services. To ensure security and traceability of data sharing …
Practical privacy-preserving federated learning in vehicular fog computing
Benefitting from the outstanding capabilities of intelligent controlling and prediction,
federated learning (FL) has been widely applied in Internet of Vehicle (IoV). However …
federated learning (FL) has been widely applied in Internet of Vehicle (IoV). However …
Toward blockchain-enabled IoV with edge computing: Efficient and privacy-preserving vehicular communication and dynamic updating
By virtue of intelligent data processing and vehicular network, Internet of Vehicle (IoV)
provides the transport system with real-time traffic information, which greatly improves the …
provides the transport system with real-time traffic information, which greatly improves the …
Blockchain-based secure data storage for distributed vehicular networks
In this paper, a blockchain-based secure data sharing mechanism is proposed for Vehicular
Networks (VNs). Edge service providers are introduced along with ordinary nodes to …
Networks (VNs). Edge service providers are introduced along with ordinary nodes to …