Keenan Roach
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View article: Federated Learning-Based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems
Federated Learning-Based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems Open
In this paper, we propose a data-driven framework for collaborative wideband spectrum sensing and scheduling for networked unmanned aerial vehicles (UAVs), which act as secondary users (SUs) to opportunistically utilize detected “spectrum …
View article: Channel-Aware Distributed Transmission Control and Video Streaming in UAV Networks
Channel-Aware Distributed Transmission Control and Video Streaming in UAV Networks Open
In this paper, we study the problem of distributed transmission control and video streaming optimization for UAVs operating in unlicensed spectrum bands. We develop a rigorous cross-layer analysis framework that jointly considers three int…
View article: Federated Learning-based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems
Federated Learning-based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems Open
In this paper, we propose a data-driven framework for collaborative wideband spectrum sensing and scheduling for networked unmanned aerial vehicles (UAVs), which act as the secondary users (SUs) to opportunistically utilize detected "spect…
View article: Interference-Aware Queuing Analysis for Distributed Transmission Control in UAV Networks
Interference-Aware Queuing Analysis for Distributed Transmission Control in UAV Networks Open
In this paper, we investigate the problem of distributed transmission control for unmanned aerial vehicles (UAVs) operating in unlicensed spectrum bands. We develop a rigorous interference-aware queuing analysis framework that jointly cons…
View article: Energy-Efficient Deadline-Aware Edge Computing: Bandit Learning with Partial Observations in Multi-Channel Systems
Energy-Efficient Deadline-Aware Edge Computing: Bandit Learning with Partial Observations in Multi-Channel Systems Open
In this paper, we consider a task offloading problem in a multi-access edge computing (MEC) network, in which edge users can either use their local processing unit to compute their tasks or offload their tasks to a nearby edge server throu…
View article: Exploring the Interplay of Interference and Queues in Unlicensed Spectrum Bands for UAV Networks
Exploring the Interplay of Interference and Queues in Unlicensed Spectrum Bands for UAV Networks Open
In this paper, we present an analytical framework to explore the interplay of signal interference and transmission queue management, and their impacts on the performance of unmanned aerial vehicles (UAVs) when operating in the unlicensed s…
View article: Collaborative Wideband Spectrum Sensing and Scheduling for Networked UAVs in UTM Systems
Collaborative Wideband Spectrum Sensing and Scheduling for Networked UAVs in UTM Systems Open
In this paper, we propose a data-driven framework for collaborative wideband spectrum sensing and scheduling for networked unmanned aerial vehicles (UAVs), which act as the secondary users to opportunistically utilize detected spectrum hol…