Drones' edge intelligence over smart environments in B5G: Blockchain and federated learning synergy

SH Alsamhi, FA Almalki, F Afghah… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Edge Intelligence is an emerging technology which has attracted significant attention. It
applies Artificial Intelligence (AI) closer to the network edge for supporting Beyond fifth …

Blockchain-enabled federated learning for UAV edge computing network: Issues and solutions

C Zhu, X Zhu, J Ren, T Qin - Ieee Access, 2022 - ieeexplore.ieee.org
Unmanned aerial vehicles (UAVs) extend the traditional ground-based Internet of Things
(IoT) into the air. UAV mobile edge computing (MEC) architectures have been proposed by …

Federated learning meets blockchain in edge computing: Opportunities and challenges

DC Nguyen, M Ding, QV Pham… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
Mobile-edge computing (MEC) has been envisioned as a promising paradigm to handle the
massive volume of data generated from ubiquitous mobile devices for enabling intelligent …

Low-latency federated learning and blockchain for edge association in digital twin empowered 6G networks

Y Lu, X Huang, K Zhang, S Maharjan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Emerging technologies, such as digital twins and 6th generation (6G) mobile networks, have
accelerated the realization of edge intelligence in industrial Internet of Things (IIoT). The …

Adaptive resource allocation for blockchain-based federated learning in Internet of Things

J Zhang, Y Liu, X Qin, X Xu… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
The fast development of mobile communication and artificial intelligence (AI) technologies
greatly promotes the prosperity of the Internet of Things (IoT), where various types of IoT …

Blockchain-based federated learning in UAVs beyond 5G networks: A solution taxonomy and future directions

D Saraswat, A Verma, P Bhattacharya, S Tanwar… - IEEE …, 2022 - ieeexplore.ieee.org
Recently, unmanned aerial vehicles (UAVs) have gained attention due to increased use-
cases in healthcare, monitoring, surveillance, and logistics operations. UAVs mainly …

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 …

Privacy-preserving blockchain-enabled federated learning for B5G-Driven edge computing

Y Wan, Y Qu, L Gao, Y Xiang - Computer Networks, 2022 - Elsevier
The arrival of the fifth-generation technology standard for broadband cellular networks (5G)
and beyond 5G networks (B5G) rises the speed and robustness ceiling of communicating …

Chainsfl: Blockchain-driven federated learning from design to realization

S Yuan, B Cao, M Peng, Y Sun - 2021 IEEE Wireless …, 2021 - ieeexplore.ieee.org
Despite the advantages of Federated Learning (FL), such as devolving model training to
intelligent devices and preserving data privacy, FL still faces the risk of the single point of …

Two-layered blockchain architecture for federated learning over the mobile edge network

L Feng, Z Yang, S Guo, X Qiu, W Li, P Yu - IEEE network, 2021 - ieeexplore.ieee.org
Federated learning (FL) is seen as a road toward privacy-preserving distributed artificial
intelligence while keeping raw training data on local devices. By leveraging blockchain, this …