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Mobility for Cellular-Connected UAVs: challenges for the network provider
Unmanned Aerial Vehicle (UAV) technology is becoming more prevalent and more diverse in its application.
Networking and Internet Architecture
Experimental Evaluation of a UAV User QoS from a Two-Tier 3.6GHz Spectrum Network
Our results show that increasing the UAV height reduces the performance in both tiers, due to issues such as antenna misalignment.
Networking and Internet Architecture
Radio Access Technology Characterisation Through Object Detection
In contrast to other \ac{ML} methods that can only provide the class of the monitored \acp{RAT}, the solution we propose can recognise not only different \acp{RAT} in shared spectrum, but also identify critical parameters such as inter-frame duration, frame duration, centre frequency, and signal bandwidth by using object detection and a feature extraction module to extract features from spectrograms.
Adaptive Height Optimisation for Cellular-Connected UAVs using Reinforcement Learning
On the other hand, BS density can negatively impact UAV QoS, with higher numbers of BSs generating more interference and deteriorating UAV performance.
