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Ultra reliable low latency routing in LEO satellite constellations: A stochastic geometry approach
In recent years, LEO satellite constellations have become envisioned as a core component
of the next-generation wireless communication networks. The successive establishment of …
of the next-generation wireless communication networks. The successive establishment of …
A GNN-enabled multipath routing algorithm for spatial-temporal varying LEO satellite networks
Y Huang, D Yang, B Feng, A Tian… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Low Earth Orbit (LEO) satellite networks have recently been regarded as a promising
solution to provide ubiquitous user access and flexible content delivery. To meet the …
solution to provide ubiquitous user access and flexible content delivery. To meet the …
NGSO constellation design for global connectivity
Non-geostationary orbit (NGSO) satellite constellations represent a cornerstone in the
NewSpace paradigm and thus have become one of the hottest topics for the industry …
NewSpace paradigm and thus have become one of the hottest topics for the industry …
Continual Deep Reinforcement Learning for Decentralized Satellite Routing
This paper introduces a full solution for decentralized routing in Low Earth Orbit satellite
constellations based on continual Deep Reinforcement Learning (DRL). This requires …
constellations based on continual Deep Reinforcement Learning (DRL). This requires …
An open source multi-agent deep reinforcement learning routing simulator for satellite networks
This paper introduces an open source simulator for packet routing in Low Earth Orbit
Satellite Constellations (LSatCs) considering the dynamic system uncertainties. The …
Satellite Constellations (LSatCs) considering the dynamic system uncertainties. The …
SEC-DT: Satellite Edge Computing Enabled Dynamic Data Transmission Based on GNN-Assisted MARL for Earth Observation Missions
Recent advancements in low Earth orbit (LEO) satellite technology have facilitated a
substantial increase in the number of Earth observation (EO) satellites launched. However …
substantial increase in the number of Earth observation (EO) satellites launched. However …
RP-ER: Relative Position Based Efficient Routing Mechanism for LEO Satellite Network
Low Earth Orbit (LEO) satellite networks are gaining more interest as a crucial component of
future space-air-ground integrated networks. However, the traditional IP-based …
future space-air-ground integrated networks. However, the traditional IP-based …
Q-learning for distributed routing in LEO satellite constellations
End-to-end routing in Low Earth Orbit (LEO) Satellite Constellations (LSatCs) is a complex
and dynamic problem. The topology, of finite size, is dynamic and predictable, the traffic …
and dynamic problem. The topology, of finite size, is dynamic and predictable, the traffic …
Multi-Agent Deep Reinforcement Learning for Distributed Satellite Routing
This paper introduces a Multi-Agent Deep Reinforcement Learning (MA-DRL) approach for
routing in Low Earth Orbit Satellite Constellations (LSatCs). Each satellite is an independent …
routing in Low Earth Orbit Satellite Constellations (LSatCs). Each satellite is an independent …
Satellite-Terrestrial Routing or Inter-Satellite Routing? A Stochastic Geometry Perspective
The design and comparison of satellite-terrestrial routing (STR) and inter-satellite routing
(ISR) in low Earth orbit satellite constellations is a widely discussed topic. The signal …
(ISR) in low Earth orbit satellite constellations is a widely discussed topic. The signal …