A neural network-based differentiable CKM construction method enables joint power-bandwidth-trajectory optimization for multi-UAV systems, achieving higher minimum throughput than statistical channel models.
Aerial video streaming over 3D cellular networks: An environment and channel knowledge map approach
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Towards Intelligent Low-Altitude Wireless Network Deployment: Differentiable Channel Knowledge Map Construction and Trajectory Design
A neural network-based differentiable CKM construction method enables joint power-bandwidth-trajectory optimization for multi-UAV systems, achieving higher minimum throughput than statistical channel models.