[PDF][PDF] UAV-Based B5G Networks: Blockchain and Federated Learning Technology

R Akter, A Zainudin, DS Kim - 한국통신학회 …, 2023 - journal-home.s3.ap-northeast-2 …
Recently Unmanned aerial vehicles (UAVs), or drones, have recently drawn greater scrutiny
as a result of their expanding applications in surveillance, logistics, monitoring, and …

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 …

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-Governed Federated Transfer Learning for Secure Internet of Drones Networks

H Wang, H Jiang, J Wu, P Zhou… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Internet of Drones (IoD) is a critical paradigm of future networks used for complex
cooperative tasks. Due to its heterogeneity, high mobility, and exposed connectivity, it …

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-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 …

Blockchain-enabled Clustered and Scalable Federated Learning (BCS-FL) framework in UAV networks [Pre-print]

S Hafeez, L Mohjazi, MA Imran, Y Sun - arXiv, 2024 - eprints.gla.ac.uk
Privacy, scalability, and reliability are significant challenges in unmanned aerial vehicle
(UAV) networks as distributed systems, especially when employing machine learning (ML) …

Blockchain-based federal learning program for drone safety

J Jing, Y Yang, M Li, B Li, J Zhang… - … on Computer Network …, 2024 - spiedigitallibrary.org
In order to study secure federated learning for resource-constrained devices such as drones
to protect user privacy and data security in drone networks, a blockchain-based secure …

Bdfl: A blockchain-enabled fl framework for edge-based smart uav delivery systems

C Dong, Z Xu, F Jiang, S Pal, C Zhang… - Proceedings of the Third …, 2023 - dl.acm.org
In recent years, edge-based smart unmanned aerial vehicle (UAV) delivery systems have
attracted a lot of attention by both academia and industry given its promising business value …

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 …