Digital twin empowered industrial IoT based on credibility-weighted swarm learning

W Xiang, J Li, Y Zhou, P Cheng, J Jin… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Driven by digital twin (DT) technology, the industrial Internet of Things (IIoT) is expanding to
open up new frontiers in industrial applications. However, traditional DT modeling …

Optimizing federated learning with deep reinforcement learning for digital twin empowered industrial IoT

W Yang, W Xiang, Y Yang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The accelerated development of the Industrial Internet of Things (IIoT) is catalyzing the
digitalization of industrial production to achieve Industry 4.0. In this article, we propose a …

Adaptive optimization federated learning enabled digital twins in industrial IoT

W Yang, Y Yang, W Xiang, L Yuan, K Yu… - Journal of Industrial …, 2024 - Elsevier
Abstract The Industrial Internet of Things (IIoT) plays a pivotal role in steering enterprises
towards comprehensive digital transformation and fostering intelligent production, which …

Adaptive federated learning and digital twin for industrial internet of things

W Sun, S Lei, L Wang, Z Liu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Industrial Internet of Things (IoT) enables distributed intelligent services varying with the
dynamic and realtime industrial environment to achieve Industry 4.0 benefits. In this article …

Client selection and resource allocation for federated learning in digital-twin-enabled industrial internet of things

S He, T Ren, X Jiang, M Xu - 2023 IEEE Wireless …, 2023 - ieeexplore.ieee.org
The technological advancements in digital twins (DTs) and next-generation networks boost
the development of the Industrial Internet of Things (IIoT). However, the increasing concern …

Management of digital twin-driven IoT using federated learning

S AbdulRahman, S Otoum, O Bouachir… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Internet of Things (IoT), Digital Twin (DT), and Federated Learning (FL) are redefining the
future vision of globalization. While IoT is about sensing data from physical devices, DTs …

Blockchain and deep learning for secure communication in digital twin empowered industrial IoT network

P Kumar, R Kumar, A Kumar… - … on Network Science …, 2022 - ieeexplore.ieee.org
The rapid expansion of the Industrial Internet of Things (IIoT) necessitates the digitization of
industrial processes in order to increase network efficiency. The integration of Digital Twin …

Adaptive federated learning for digital twin driven industrial Internet of Things

Q Song, S Lei, W Sun, Y Zhang - 2021 IEEE Wireless …, 2021 - ieeexplore.ieee.org
Industrial Internet of Things (IoT) enables distributed intelligent services varying with the
complex industrial environment to achieve the benefits of Industry 4.0. In this paper, we …

A survey on digital twin for industrial internet of things: Applications, technologies and tools

H Xu, J Wu, Q Pan, X Guan… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Digital twin for the industrial Internet of Things (DT-IIoT) creates a high-fidelity, fine-grained,
low-cost digital replica of the cyber-physical integrated Internet for industry. Powered by …

Resource Efficient Federated Learning and DAG Blockchain With Sharding in Digital Twin Driven Industrial IoT

L Jiang, Y Liu, H Tian, L Tang… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
The development of industry 4.0 relies on emerging technologies of digital twin, machine
learning, blockchain and Internet of Things (IoT) to build autonomous self-configuring …