2 citations · 3 across the 7 of their papers we have counts for
7 papers
Context-aware Rate Adaptation for Predictive Flying Networks using Contextual Bandits
Ruben Queiros, Megumi Kaneko, Helder Fontes +1
The increasing complexity of wireless technologies, such as Wi-Fi, presents significant challenges for Rate Adaptation (RA) due to the large configuration space of transmission par…
Joint Channel Bandwidth Assignment and Relay Positioning for Predictive Flying Networks
Ruben Queiros, Megumi Kaneko, Helder Fontes +1
Flying Networks (FNs) have emerged as a promising solution to provide on-demand wireless connectivity when network coverage is insufficient or the communications infrastructure is…
Rate Adaptation Aware Positioning for Flying Gateways using Reinforcement Learning
Gabriella Pantaleão, Rúben Queirós, Hélder Fontes +1
With the growing connectivity demands, Unmanned Aerial Vehicles (UAVs) have emerged as a prominent component in the deployment of Next Generation On-demand Wireless Networks. Howev…
RateRL: A Framework for Developing RL-Based Rate Adaptation Algorithms in ns-3
Ruben Queiros, Luis Ferreira, Helder Fontes +1
The increasing complexity of recent Wi-Fi amendments is making the use of traditional algorithms and heuristics unfeasible to address the Rate Adaptation (RA) problem. This is due…
Trajectory-Aware Rate Adaptation for Flying Networks
Ruben Queiros, Jose Ruela, Helder Fontes +1
Despite the trend towards ubiquitous wireless connectivity, there are scenarios where the communications infrastructure is damaged and wireless coverage is insufficient or does not…
On the Analysis of Computational Delays in Reinforcement Learning-based Rate Adaptation Algorithms
Ricardo Trancoso, Ruben Queiros, Helder Fontes +1
Several research works have applied Reinforcement Learning (RL) algorithms to solve the Rate Adaptation (RA) problem in Wi-Fi networks. The dynamic nature of the radio link require…
Wi-Fi Rate Adaptation using a Simple Deep Reinforcement Learning Approach
Ruben Queiros, Eduardo Nuno Almeida, Helder Fontes +2
The increasing complexity of recent Wi-Fi amendments is making optimal Rate Adaptation (RA) a challenge. The use of classic algorithms or heuristic models to address RA is becoming…