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 …

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 …

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 …

Blockchain-based federated learning for securing internet of things: A comprehensive survey

W Issa, N Moustafa, B Turnbull, N Sohrabi… - ACM Computing …, 2023 - dl.acm.org
The Internet of Things (IoT) ecosystem connects physical devices to the internet, offering
significant advantages in agility, responsiveness, and potential environmental benefits. The …

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 …

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 …

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 …

Reinforcing industry 4.0 with digital twins and blockchain-assisted federated learning

M Aloqaily, I Al Ridhawi… - IEEE Journal on Selected …, 2023 - ieeexplore.ieee.org
The Internet of Things (IoT) has revolutionized the manufacturing process in the industry. It
has created a new ecosystem allowing a diversified set of devices to be controlled remotely …

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 …