Stitching Satellites to the Edge: Pervasive and Efficient Federated LEO Satellite Learning

M Elmahallawy, T Luo - 2024 IEEE International Conference on …, 2024 - ieeexplore.ieee.org
In the ambitious realm of space AI, the integration of federated learning (FL) with low Earth
orbit (LEO) satellite constellations holds immense promise. However, many challenges …

Unified Constellation Design Using Projection Over QAM: Concept and Examples

X Yan, P Wang, A Wang, W Liu, X Hou… - IEEE Open Journal of …, 2023 - ieeexplore.ieee.org
Beyond fifth generation (B5G)/sixth generation (6G) wireless systems require full utilization
of all spectrums. However, hardware devices operating in the high-frequency bands bring a …

Hierarchical Learning and Computing over Space-Ground Integrated Networks

J Zhu, Y Shi, Y Zhou, C Jiang, L Kuang - arXiv preprint arXiv:2408.14116, 2024 - arxiv.org
Space-ground integrated networks hold great promise for providing global connectivity,
particularly in remote areas where large amounts of valuable data are generated by Internet …

Secure and Privacy-Preserving Federated Learning with Rapid Convergence in Leo Satellite Networks

MAF Elmahallawy - 2024 - search.proquest.com
The advancement of satellite technology has enabled the launch of small satellites
equipped with high-resolution cameras into low Earth orbit (LEO), enabling the collection of …