Distributed coordinated motion control of multiple UAVs oriented to optimization of air-ground relay network

A novel adaptive model-based motion control method for multi-UAV communication relay is proposed, which aims at improving the networks connectivity and the communications performance among a fleet of ground unmanned vehicles. The method addresses the challenge of relay UAVs motion control through joint consideration with unknown multi-user mobility, environmental effects on channel characteristics, unavailable angle-of-arrival data of received signals, and coordination among multiple UAVs. The method consists of two parts: (1) Network connectivity is constructed and communication performance index is defined using the minimum spanning tree in graph theory, which considers both the communication link between ground node and UAV, and the communication link between ground nodes. (2) A multi-UAV motion control strategy is proposed that combines Improved Particle Swarm Optimization (IPSO) and Distributed Nonlinear Model Predictive Control (DNMPC), where the Kalman filter is utilised to estimate future positions of the mobile nodes. Simulation results in both single and complex environments show that the presented method can drive the UAVs to reach or track the optimal relay positions and improve network performance, while demonstrating the benefits of considering the impact of environments on channel characteristics.

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Publication Details

Journal
Scientific Reports
Published
2024-12-28
DOI
https://doi.org/10.1038/s41598-024-83243-4
Citations
6
Primary Topic
UAV Applications and Optimization
Type
article
Field-Weighted Citation Impact
7.79
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article

Distributed coordinated motion control of multiple UAVs oriented to optimization of air-ground relay network

Cancan Tao, Bowen Liu
6 citations
Scientific Reports
UAV Applications and Optimization
7.79
article

Distributed coordinated motion control of multiple UAVs oriented to optimization of air-ground relay network

Cancan Tao, Bowen Liu
article en
6 citations

Abstract

A novel adaptive model-based motion control method for multi-UAV communication relay is proposed, which aims at improving the networks connectivity and the communications performance among a fleet of ground unmanned vehicles. The method addresses the challenge of relay UAVs motion control through joint consideration with unknown multi-user mobility, environmental effects on channel characteristics, unavailable angle-of-arrival data of received signals, and coordination among multiple UAVs. The method consists of two parts: (1) Network connectivity is constructed and communication performance index is defined using the minimum spanning tree in graph theory, which considers both the communication link between ground node and UAV, and the communication link between ground nodes. (2) A multi-UAV motion control strategy is proposed that combines Improved Particle Swarm Optimization (IPSO) and Distributed Nonlinear Model Predictive Control (DNMPC), where the Kalman filter is utilised to estimate future positions of the mobile nodes. Simulation results in both single and complex environments show that the presented method can drive the UAVs to reach or track the optimal relay positions and improve network performance, while demonstrating the benefits of considering the impact of environments on channel characteristics.

Scientific ReportsVol. 14(1)
Beihang University (CN)
Affordable and clean energy
Openalex Percentile: Top 3%
UAV Applications and Optimization
7.79
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Distributed coordinated motion control of multiple UAVs oriented to optimization of air-ground relay network — Cancan Tao, Bowen Liu · Scientific Reports (2024) | TGRS Research Map | TGRS