Fusion of federated learning and industrial internet of things: a survey

QV Pham, K Dev, PKR Maddikunta… - arXiv preprint arXiv …, 2021 - arxiv.org
Industrial Internet of Things (IIoT) lays a new paradigm for the concept of Industry 4.0 and
paves an insight for new industrial era. Nowadays smart machines and smart factories use …

Fusion of federated learning and industrial Internet of Things: A survey

P Boobalan, SP Ramu, QV Pham, K Dev, S Pandya… - Computer Networks, 2022 - Elsevier
Abstract Industrial Internet of Things (IIoT) lays a new paradigm for the concept of Industry
4.0 and paves an insight for new industrial era. Nowadays smart machines and smart …

A survey on federated learning and its applications for accelerating industrial internet of things

J Zhou, S Zhang, Q Lu, W Dai, M Chen, X Liu… - arXiv preprint arXiv …, 2021 - arxiv.org
Federated learning (FL) brings collaborative intelligence into industries without centralized
training data to accelerate the process of Industry 4.0 on the edge computing level. FL …

Integration of blockchain and federated learning for Internet of Things: Recent advances and future challenges

M Ali, H Karimipour, M Tariq - Computers & Security, 2021 - Elsevier
The role of the Internet of Things (IoT) in the revolutionized society cannot be overlooked.
The IoT can leverage advanced machine learning (ML) algorithms for its applications …

Federated learning as a privacy solution-an overview

M Khan, FG Glavin, M Nickles - Procedia Computer Science, 2023 - Elsevier
Abstract The Fourth Industrial Revolution suggests smart and automated industrial solutions
by incorporating Artificial Intelligence into it. Today, the world of technology is highly …

Data heterogeneity-robust federated learning via group client selection in industrial IoT

Z Li, Y He, H Yu, J Kang, X Li, Z Xu… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Nowadays, the Industrial Internet of Things (IIoT) has played an integral role in Industry 4.0
and produced massive amounts of data for industrial intelligence. These data locate on …

A blockchain-based federated learning scheme for data sharing in industrial internet of things

G Xu, Z Zhou, J Dong, L Zhang… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
As the Industrial Internet of Things (IIoT) continues to grow in scale, edge devices will
generate massive amounts of data every single day. However, most of the IIoT data exists in …

Toward trustworthy and privacy-preserving federated deep learning service framework for industrial internet of things

N Bugshan, I Khalil, MS Rahman… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
In this article, we propose a trustworthy privacy-preserving federated learning (FL)-based
deep learning (DL) service framework for Industrial Internet of Things-enabled systems. FL …

Federated learning for industrial internet of things in future industries

DC Nguyen, M Ding, PN Pathirana… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
The Industrial Internet of Things (IIoT) offers promising opportunities to revolutionize the
operation of industrial systems and become a key enabler of future industries. Recently …

Privacy-Preserving and Traceable Federated Learning for data sharing in industrial IoT applications

J Chen, J Xue, Y Wang, L Huang, T Baker… - Expert Systems with …, 2023 - Elsevier
Federated learning enables data owners to jointly train a neural network without sharing
their personal data, which makes it possible to share sensitive data generated from various …