FL-task-aware routing and resource reservation over satellite networks
Earth observation satellites using asynchronous ground-assisted federated learning (FL)
can avoid transmitting massive raw image data to ground. However, current FL approach …
can avoid transmitting massive raw image data to ground. However, current FL approach …
FedLEO: An offloading-assisted decentralized federated learning framework for low earth orbit satellite networks
Low Earth orbit (LEO) satellites enable complex Earth observation tasks (eg, remote sensing
and cooperative monitoring) by leveraging large-scale satellite-generated Earth imageries …
and cooperative monitoring) by leveraging large-scale satellite-generated Earth imageries …
Fedspace: An efficient federated learning framework at satellites and ground stations
Large-scale deployments of low Earth orbit (LEO) satellites collect massive amount of Earth
imageries and sensor data, which can empower machine learning (ML) to address global …
imageries and sensor data, which can empower machine learning (ML) to address global …
Federated learning with dynamic aggregation based on connection density at satellites and ground stations
J Lin, J Xu, Y Li, Z Xu - 2022 IEEE International Conference on …, 2022 - ieeexplore.ieee.org
Earth observation images collected by low earth orbit (LEO) satellites can enhance the
capability of machine learning to solve some global problems: eg, climate change, disease …
capability of machine learning to solve some global problems: eg, climate change, disease …
Communication-Efficient Satellite-Ground Federated Learning through Progressive Weight Quantization
C Yang, J Yuan, Y Wu, Q Sun, A Zhou… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Large constellations of Low Earth Orbit (LEO) satellites have been launched for Earth
observation and satellite-ground communication, which collect massive imagery and sensor …
observation and satellite-ground communication, which collect massive imagery and sensor …
SatFed: A Resource-Efficient LEO Satellite-Assisted Heterogeneous Federated Learning Framework
Y Zhang, Z Lin, Z Chen, Z Fang, W Zhu, X Chen… - arXiv preprint arXiv …, 2024 - arxiv.org
Traditional federated learning (FL) frameworks rely heavily on terrestrial networks, where
coverage limitations and increasing bandwidth congestion significantly hinder model …
coverage limitations and increasing bandwidth congestion significantly hinder model …
CDMR: Effective computing-dependent multi-path routing strategies in satellite and terrestrial integrated networks
With the development of science and technology, Satellite and Terrestrial Integrated
Network (STIN) can effectively make up for the defects in the terrestrial network coverage …
Network (STIN) can effectively make up for the defects in the terrestrial network coverage …
Throughput-optimal joint routing and scheduling for low-earth-orbit satellite networks
O Kondrateva, H Döbler, H Sparka… - 2018 14th Annual …, 2018 - ieeexplore.ieee.org
When optimizing communication patterns in wireless networks, routing and link scheduling
cannot be handled separately but must be addressed jointly. Various linear programming …
cannot be handled separately but must be addressed jointly. Various linear programming …
Connection-density-aware satellite-ground federated learning via asynchronous dynamic aggregation
Z Xu, M Jin, J Lin, Y Liu, J Xu, Z Xiong, H Cai - Future Generation Computer …, 2024 - Elsevier
With the development of space technology, the use of satellites for Earth observation is
becoming more and more common. Among them, low-earth orbit (LEO) satellites have …
becoming more and more common. Among them, low-earth orbit (LEO) satellites have …
Optimizing federated learning in LEO satellite constellations via intra-plane model propagation and sink satellite scheduling
M Elmahallawy, T Luo - ICC 2023-IEEE International …, 2023 - ieeexplore.ieee.org
The advances in satellite technology developments have recently seen a large number of
small satellites being launched into space on Low Earth orbit (LEO) to collect massive data …
small satellites being launched into space on Low Earth orbit (LEO) to collect massive data …