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UAV Deployment and IoT Device Association for Energy-Efficient Data-Gathering in Fixed-Wing Multi-UAV Networks

Yung-Ching Kuo, Jen-Hao Chiu, Jang‐Ping Sheu, Y.-W. Peter Hong

2021IEEE Transactions on Green Communications and Networking28 citationsDOI

Abstract

This work studies the deployment of multiple fixed-wing unmanned aerial vehicles (UAVs) for data-gathering from ground IoT devices and the corresponding device association policy. Each UAV is assumed to follow a circular flight trajectory above its responsible network area in order to stay afloat. The device association and the UAVs’ trajectory centers and radii are jointly optimized to maximize the total energy savings of the devices. Given the trajectory centers and radii, the device association problem is modeled as a multiple 0–1 knapsack problem, and solved by a two-stage maximum energy-saving (MES) device association policy. Moreover, given the device association, the UAVs’ trajectory centers and radii are optimized by an iterative load-balancing (ILB) algorithm, where the trajectory centers are chosen as a load-dependent weighted sum of their associated devices’ locations. Furthermore, we also propose a collision-free scheduling policy that minimizes the total phase offset between the actual and ideal transmission phases of all devices, and a modified MES algorithm that provides higher association priority to devices whose data gathered by the UAV is more outdated. Simulation results show that the proposed MES and ILB algorithms outperform candidate schemes in terms of the total energy savings of IoT devices.

Topics & Concepts

Computer scienceSoftware deploymentFixed wingTrajectoryScheduling (production processes)Real-time computingKnapsack problemAssociation (psychology)Offset (computer science)Control theory (sociology)Mathematical optimizationWingAlgorithmMathematicsEngineeringAerospace engineeringEpistemologyPhilosophyArtificial intelligenceControl (management)Operating systemProgramming languageAstronomyPhysicsUAV Applications and OptimizationEnergy Harvesting in Wireless NetworksDistributed Control Multi-Agent Systems
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