On-board federated learning for satellite clusters with inter-satellite links
The emergence of mega-constellations of interconnected satellites has a major impact on
the integration of cellular wireless and non-terrestrial networks, while simultaneously …
the integration of cellular wireless and non-terrestrial networks, while simultaneously …
Communication-Efficient Federated Learning for LEO Satellite Networks Integrated with HAPs using Hybrid NOMA-OFDM
M Elmahallawy, T Luo… - IEEE Journal on Selected …, 2024 - ieeexplore.ieee.org
Space AI has become increasingly important and sometimes even necessary for
government, businesses, and society. An active research topic under this mission is …
government, businesses, and society. An active research topic under this mission is …
Secure and efficient federated learning in LEO constellations using decentralized key generation and on-orbit model aggregation
M Elmahallawy, T Luo… - GLOBECOM 2023-2023 …, 2023 - ieeexplore.ieee.org
Satellite technologies have advanced drastically in recent years, leading to a heated interest
in launching small satellites into low Earth orbit (LEOs) to collect massive data such as …
in launching small satellites into low Earth orbit (LEOs) to collect massive data such as …
An efficient scheme for in-orbit remote sensing image data retrieval
J Chen, X Di, R Xu, H Luo, H Qi, P Zhan… - Future Generation …, 2024 - Elsevier
The conflict between real-time retrieval of remote sensing image data (RSID) and the limited
satellite network transmission resources is becoming more and more prominent. To address …
satellite network transmission resources is becoming more and more prominent. To address …
Stitching Satellites to the Edge: Pervasive and Efficient Federated LEO Satellite Learning
M Elmahallawy, T Luo - arXiv preprint arXiv:2401.15541, 2024 - arxiv.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 …
orbit (LEO) satellite constellations holds immense promise. However, many challenges …
Enhancing Throughput for TTEthernet via Co-optimizing Routing and Scheduling: An Online Time-Varying Graph-based Method
Y He, H Li, P Wang - arXiv preprint arXiv:2401.06579, 2024 - arxiv.org
Time-Triggered Ethernet (TTEthernet) has been widely applied in many scenarios such as
industrial internet, automotive electronics, and aerospace, where offline routing and …
industrial internet, automotive electronics, and aerospace, where offline routing and …
Graph based Joint Computing and Communication Scheduling for Virtual Reality Applications
Virtual Reality (VR) applications delivered over wireless networks have attracted interest
from academia and industry. The delay of VR applications is mainly composed of computing …
from academia and industry. The delay of VR applications is mainly composed of computing …