Power control for 6G in-factory subnetworks with partial channel information using graph neural networks

DAR Adeogun, G Berardinelli - IEEE Open Journal of the …, 2024 - ieeexplore.ieee.org
Transmit power control (PC) will become increasingly crucial in alleviating interference as
the densification of the wireless networks continues towards 6G. However, the practicality of …

Distributed channel allocation for mobile 6g subnetworks via multi-agent deep q-learning

R Adeogun, G Berardinelli - 2023 IEEE Wireless …, 2023 - ieeexplore.ieee.org
Sixth generation (6G) in-X subnetworks are recently proposed as short-range low-power
radio cells for supporting localized extreme wireless connectivity inside entities such as …

An Adaptive Biomimetic Ant Colony Optimization with 6G Integration for IoT Network Communication

S Khan, KA Awan, IU Din, A Almogren… - IEEE Access, 2023 - ieeexplore.ieee.org
With the advent of the sixth-generation (6G) network and the expanding realm of the Internet
of Things (IoT), the challenge of optimizing network communication within these rapidly …

SINR-Aware Deep Reinforcement Learning for Distributed Dynamic Channel Allocation in Cognitive Interference Networks

Y Cohen, T Gafni, R Greenberg, K Cohen - arXiv preprint arXiv …, 2024 - arxiv.org
We consider the problem of dynamic channel allocation (DCA) in cognitive communication
networks with the goal of maximizing a global signal-to-interference-plus-noise ratio (SINR) …

Comparative Analysis of Sub-band Allocation Algorithms in In-body Sub-networks Supporting XR Applications

S Bagherinejad, T Jacobsen, NK Pratas… - arXiv preprint arXiv …, 2024 - arxiv.org
In-body subnetworks (IBS) are envisioned to support reliable wireless connectivity for
emerging applications including extended reality (XR) in the human body. As the …

Federated Multi-Agent DRL for Radio Resource Management in Industrial 6G in-X subnetworks

B Madsen, R Adeogun - arXiv preprint arXiv:2406.07383, 2024 - arxiv.org
Recently, 6G in-X subnetworks have been proposed as low-power short-range radio cells to
support localized extreme wireless connectivity inside entities such as industrial robots …

A Brief Review of Machine Learning-Based Approaches for Advanced Interference Management in 6G In-X Sub-networks

N Trabelsi, L Chaari Fourati - International Conference on Advanced …, 2024 - Springer
Abstract 6G is envisioned to take the form of a 'network of networks', where wireless
networks of different types and operational ranges are to be seamlessly integrated. In-X sub …

[PDF][PDF] Federated Interference Management for Industrial 6G Subnetworks

BB Madsen - projekter.aau.dk
6G in-X subnetworks are short-range low-power cells envisioned to support extreme
communication requirements for data rate, latency, and reliability. However, interference …