Distributed resource allocation for URLLC in IIoT scenarios: A multi-armed bandit approach

F Pase, M Giordani, G Cuozzo… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
… II we present the distributed resource allocation problem, in … resource allocation approach,
in which radio resources are … underlying correlations typical of the IIoT traffic to avoid the …

[HTML][HTML] Deep reinforcement learning multi-agent system for resource allocation in industrial internet of things

J Rosenberger, M Urlaub, F Rauterberg, T Lutz, A Selig… - Sensors, 2022 - mdpi.com
… for intelligent resource allocation for industrial edge devices. An optimal usage of available
resources of the IIoT devices should be achieved. Due to the structure of IIoT systems as well …

A secure industrial internet of things (IIoT) framework for resource management in smart manufacturing

KA Abuhasel, MA Khan - IEEE Access, 2020 - ieeexplore.ieee.org
resource allocation is optimal. The simulation result demonstrates an efficient allocation of
resources. … could be accomplished according to various scenarios. A comparative analysis of …

Joint task offloading and resource allocation for accuracy-aware machine-learning-based IIoT applications

W Fan, S Li, J Liu, Y Su, F Wu… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
… The task offloading and computing resource allocation process in this scenario is as follows:
… , and computing resources of the edge server and the cloud server, the IIoT system performs …

Deep reinforcement learning based cooperative partial task offloading and resource allocation for IIoT applications

F Zhang, G Han, L Liu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… Further studies are required to implement the proposed algorithm within multi-agent
scenarios, where each IIoT device is regarded as an agent that makes its own decisions …

Intelligent-driven green resource allocation for industrial Internet of Things in 5G heterogeneous networks

P Yu, M Yang, A Xiong, Y Ding, W Li… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
… intelligent-driven green resource allocation mechanism for the IIoT under 5G heterogeneous …
green resource allocation for 5G IIoT applications is proposed. For instance, the scenario of …

A neural-network-based optimal resource allocation method for secure IIoT network

P Goswami, A Mukherjee, M Maiti… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
Data security and resource allocation are two important … As a subset of IoT, the framework of
Industrial IoT (IIoT) is based … reason for the loss of network resources as well as the security …

Intelligent computation offloading and resource allocation in IIoT with end-edge-cloud computing using NSGA-III

K Peng, H Huang, B Zhao, A Jolfaei… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
IIoT. However, the existing MEC methods may not be directly used for IIoT scenarios due to
the large size of IIoT … , as well as the limited and heterogeneous resources of edge servers. In …

Enhanced resource allocation in mobile edge computing using reinforcement learning based MOACO algorithm for IIOT

S Vimal, M Khari, N Dey, RG Crespo… - Computer …, 2020 - Elsevier
IIOT with MEC in resource allocation. The cognitive agent is an intelligent mechanism that
supports the alternative sources for the resources … considering the future real-world scenario. …

Toward Deep Q-Network-Based Resource Allocation in Industrial Internet of Things

F Liang, W Yu, X Liu, D Griffith… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
… Specifically, we define a typical IIoT scenario and utilize NOMA techniques to support the
communication of IoT devices. In our scenario, we consider that the network resources are …