Fled-block: Federated learning ensembled deep learning blockchain model for covid-19 prediction

R Durga, E Poovammal - Frontiers in Public Health, 2022 - frontiersin.org
… global deep learning model. To address these challenges, this paper proposes a novel
framework based on blockchain and the federated learning model. The federated learning model …

Energy-aware blockchain and federated learning-supported vehicular networks

M Aloqaily, I Al Ridhawi… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Federated learning strategies are adapted at different MEC sites or end-devices to minimize
data exchange and maintain data sensitivity and privacy. In FL, all end devices’ local data …

A blockchain based federated learning for message dissemination in vehicular networks

F Ayaz, Z Sheng, D Tian… - … on Vehicular Technology, 2021 - ieeexplore.ieee.org
… This paper proposes a federated learning based blockchain-… in blockchain, vehicles compete
to become a relay node (miner) by processing the proposed Proofof-Federated-Learning (…

Trends in blockchain and federated learning for data sharing in distributed platforms

H Lee, J Kim - … Conference on Ubiquitous and Future Networks …, 2021 - ieeexplore.ieee.org
… Moreover, we presented an application of a blockchain federated learningblockchain for
federated learning can definitely leverage the performance of traditional federated learning, but …

Blockchain and federated learning-based intrusion detection approaches for edge-enabled industrial IoT networks: A survey

S Ali, Q Li, A Yousafzai - Ad Hoc Networks, 2024 - Elsevier
learning and deep learning. To address this limitation, we analyze the IIoT literature that
integrates Blockchain and federated learning to … the role of Blockchain and federated learning in …

Implementation framework for a blockchain-based federated learning model for classification problems

Z Mahmood, V Jusas - Symmetry, 2021 - mdpi.com
… a blockchain-based federated learning (FL) framework with incentives for participating nodes
to enhance the accuracy of classification problems. Machine learning technology has been …

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-… By leveraging blockchain, this
article puts forward a blockchain … To address these concerns, federated learning (FL) is seen as …

Federated learning and blockchain-enabled fog-IoT platform for wearables in predictive healthcare

MJ Baucas, P Spachos… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… using federated learning and private blockchain technology within a fog-IoT network. These
tech… We further investigated the contributions of other technologies to the security and …

[PDF][PDF] Mobile edge computing, blockchain and reputation-based crowdsourcing IoT federated learning: A secure, decentralized and privacy-preserving system

Y Zhao, J Zhao, L Jiang, R Tan… - arXiv preprint arXiv …, 2019 - academia.edu
… the edge servers are sent to the blockchain to perform federated learning. As a new
contribution of this paper, the federated learning in the blockchain well addresses the training data …

DAM‐SE: A Blockchain‐Based Optimized Solution for the Counterattacks in the Internet of Federated Learning Systems

S Xuan, M Jin, X Li, Z Yao, W Yang… - Security and …, 2021 - Wiley Online Library
… verification in the blockchain-based federated learning process, … model into the federated
learning process by combining the … in the blockchain-based federated learning process. …