FAQ: A fuzzy-logic-assisted Q learning model for resource allocation in 6G V2X

M Zhang, Y Dou, V Marojevic… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
This research proposes a dynamic resource allocation method for vehicle-to-everything
(V2X) communications in the sixth generation (6G) cellular networks. Cellular V2X (C-V2X) …

Survey on fair reinforcement learning: Theory and practice

P Gajane, A Saxena, M Tavakol, G Fletcher… - arXiv preprint arXiv …, 2022 - arxiv.org
Fairness-aware learning aims at satisfying various fairness constraints in addition to the
usual performance criteria via data-driven machine learning techniques. Most of the …

Satellite-Terrestrial Coordinated Multi-Satellite Beam Hopping Scheduling Based on Multi-Agent Deep Reinforcement Learning

Z Lin, Z Ni, L Kuang, C Jiang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Non-geostationary orbit (NGSO) constellations enabled by beam hopping (BH) technology
are characterized by wide coverage and high spectrum efficiency. However, how to …

Intelligent Hybrid Scheduling Schemes in Device-Centric Communication for 5G Mobile Systems

MIS Mamode, TP Fowdur… - 2023 3rd International …, 2023 - ieeexplore.ieee.org
Scheduling is the process of allocating resources for transmission of data. Among the
various factors that establish when and what resources are assigned to a user, are the UE …

Machine Learning-Based Scheduling in 5G/6G Communication Systems

MIS Mamode, TP Fowdur - Driving 5G Mobile Communications …, 2023 - taylorfrancis.com
Scheduling can be defined as the process of assigning resources for data transmission.
There are many factors that determine when and what resources are allocated for a specific …

Finding Hidden Links among Variables in a Large-Scale 4G Mobile Traffic Network Dataset with Deep Learning

N Diouf, M Ndong, D Diop, K Talla, AC Beye, I Gueye - 2022 - researchsquare.com
Using a mobile dataset from Orange Senegal small cell 4G network, we study the effect of
variables such as data traffic at the downlink level, data traffic at the uplink level, total data …