3 papers
eess.SP2025
Sparse Incremental Aggregation in Satellite Federated Learning
Nasrin Razmi, Sourav Mukherjee, Bho Matthiesen +2
This paper studies Federated Learning (FL) in low Earth orbit (LEO) satellite constellations, where satellites are connected via intra-orbit inter-satellite links (ISLs) to their n…
cs.DC2024
Energy-Aware Federated Learning in Satellite Constellations
Nasrin Razmi, Bho Matthiesen, Armin Dekorsy +1
Federated learning in satellite constellations, where the satellites collaboratively train a machine learning model, is a promising technology towards enabling globally connected i…
cs.DC2024
Sparse Incremental Aggregation in Multi-Hop Federated Learning
Sourav Mukherjee, Nasrin Razmi, Armin Dekorsy +2
This paper investigates federated learning (FL) in a multi-hop communication setup, such as in constellations with inter-satellite links. In this setup, part of the FL clients are…