Reinforcement learning TDMA-based MAC scheduling in the Industrial Internet of Things: A survey

M Kherbache, O Sobirov, M Maimour, E Rondeau… - IFAC-PapersOnLine, 2022 - Elsevier
As technology progresses, almost all Industrial Internet of Things applications are becoming
more data-driven. Hence, more advanced ways of communication are required to both save …

Downlink scheduler for delay guaranteed services using deep reinforcement learning

J Ji, X Ren, L Cai, K Zhu - IEEE Transactions on Mobile …, 2023 - ieeexplore.ieee.org
In this article, we propose a novel scheduling scheme to guarantee per-packet delay in
single-hop wireless networks for delay-critical applications. We consider several classes of …

RECCE: Deep reinforcement learning for joint routing and scheduling in time-constrained wireless networks

S Chilukuri, D Pesch - IEEE Access, 2021 - ieeexplore.ieee.org
Time Division Multiple Access-based Medium Access Control protocols tend to be the
choice for wireless networks that require deterministic delay guarantees, as is the case in …

工业无线网络实时传输调度算法研究综述

裘莹, 张敬宣, 柯杰, 方梦园, 徐伟强 - 自动化学报, 2023 - aas.net.cn
无线网络是工业物联网中的一种具有良好前景的网络互联技术. 它的应用为工业现场设备的部署
提供了极大的便利, 使设备摆脱了线缆的束缚从而在空间上的选点更为灵活 …

Adaptive and Contract Aware Configuration for Industrial Wireless Networks

A Kozłowski, J Sosnowski - Ad Hoc Networks, 2024 - Elsevier
Planning the transmission routing and scheduling is a challenging issue in industrial
wireless networks (IWN) due to high quality of service (QoS) requirements. Moreover, in …

[PDF][PDF] Toward Optimized 802.15. 4 Industrial Wireless Networks: Harnessing Machine Learning and Digital Twins

M Kherbache - 2023 - theses.fr
Abstract The Industrial Internet of Things (IIoT) presents a complex landscape with
numerous constraints, particularly due to their use to control critical applications in Industry …

[PDF][PDF] RECCE: Deep reinforcement learning for joint routing and

S Chilukuri, D Pesch - 2021 - cora.ucc.ie
ABSTRACT Time Division Multiple Access-based Medium Access Control protocols tend to
be the choice for wireless networks that require deterministic delay guarantees, as is the …

[PDF][PDF] Rozprawa doktorska

DN INŻYNIERYJNO-TECHNICZNYCH - repo.pw.edu.pl
Water, one of the most valuable natural resources, undergoes constant monitoring due to its
crucial role in Earth's life and the forecasting of extreme weather phenomena such as …