@article{M59BB08CD, title = "Large-Scale UAV Swarm Communication with Graph Convolutional Network and Dynamic Clustering", journal = "The Journal of Korean Institute of Communications and Information Sciences", year = "2025", issn = "1226-4717", doi = "10.7840/kics.2025.50.3.428", author = "Yo-Sep Kim, Yoan Shin", keywords = "Large-scale UAV swarm communication, graph convolutional network, dynamic clustering, cluster leader designation, communication flow reconfiguration", abstract = "In this paper, we propose a method to address communication efficiency degradation and network latency issues arising from increasing complexity in large-scale unmanned aerial vehicle (UAV) swarm networks. The proposed approach involves a graph convolutional network model combined with dynamic clustering and cluster leader designation to restructure communication flow. Simulations using a MATLAB communication simulator verify the effectiveness of the proposed method in enhancing communication performance and stability." }