2020
DOI: 10.3390/s20226680
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Efficient Deployment with Throughput Maximization for UAVs Communication Networks

Abstract: The article presents a throughput maximization approach for UAV assisted ground networks. Throughput maximization involves minimizing delay and packet loss through UAV trajectory optimization, reinforcing the congested nodes and transmission channels. The aggressive reinforcement policy is achieved by characterizing nodes, links, and overall topology through delay, loss, throughput, and distance. A position-aware graph neural network (GNN) is used for characterization, prediction, and dynamic UAV trajectory en… Show more

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Cited by 10 publications
(5 citation statements)
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“…The crucial network metric known as throughput is affected by the user's signal-tonoise ratio (SN R) and the channel bandwidth B. In order to determine the throughput capacity per user in A2G communications a per [13], this study adjusts Shannon's equation to meet our requirements.…”
Section: The Euclidian Distance Between the Drone And The User Denote...mentioning
confidence: 99%
“…The crucial network metric known as throughput is affected by the user's signal-tonoise ratio (SN R) and the channel bandwidth B. In order to determine the throughput capacity per user in A2G communications a per [13], this study adjusts Shannon's equation to meet our requirements.…”
Section: The Euclidian Distance Between the Drone And The User Denote...mentioning
confidence: 99%
“…It is noteworthy that the battery constraints of the UAV-BSs were not taken into account in [ 21 ]. On the other hand, the throughput was a common optimization objective in [ 22 , 23 , 24 ]. In [ 22 ], a communication model was proposed where UAVs are utilized to provide broadband coverage for blind zones in maritime communication networks.…”
Section: Introductionmentioning
confidence: 99%
“…However, the proposed approach in [ 23 ] ignores the horizontal mobility of the UAV, and in reality, the movement of a UAV can be more complex. A throughput maximization approach for improving communications in UAV-assisted networks by optimizing the UAV trajectory was proposed in [ 24 ]. This approach uses a graph neural network (GNN) to dynamically repurpose available UAVs to serve congested and overburdened areas of the network.…”
Section: Introductionmentioning
confidence: 99%
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“…Protocols. Functionalities provided by the various layers of the IoT architecture are administered by the different protocols deployed in the different layers[77]. The various protocols used at the different layers of the IoT architecture like the application layer, perception layer, network layer, and transport layer are shown in Figure7.…”
mentioning
confidence: 99%