[HTML][HTML] Federated reinforcement learning based AANs with LEO satellites and UAVs

S Yoo, W Lee - Sensors, 2021 - mdpi.com
Supported by the advances in rocket technology, companies like SpaceX and Amazon
competitively have entered the satellite Internet business. These companies said that they …

低轨卫星网络中业务图驱动的星间协作计算方案

国晓博, 任智源, 程文驰, 纪哲 - 天地一体化信息网络, 2021 - infocomm-journal.com
低轨卫星网络具备覆盖范围广, 星地链路短等优点, 成为当前的热点研究领域.
针对将业务卸载到云计算中心产生过高传输时延的问题, 提出在低轨卫星网络中实现业务图驱动 …

Isfc: Intent-driven service function chaining for satellite networks

L Zhang, C Yang, Y Ouyang, T Li… - 2022 27th Asia Pacific …, 2022 - ieeexplore.ieee.org
Satellite networks can help extend wider communication coverage and provide more types
of services; and introducing service function chain (SFC) to satellite networks can enhance …

SFC-based service provisioning for 6G satellite-ground integrated networks

J Zhang, Y Tang, T Ye, Y Sun - 2021 IEEE/CIC International …, 2021 - ieeexplore.ieee.org
The satellite-ground integrated networks (SGIN) are important trend of 6G mobile
communication networks development. However, coordinating heterogeneous physical …

Joint Beam Direction Control and Radio Resource Allocation in Dynamic Multi-beam LEO Satellite Networks

S Yuan, Y Sun, M Peng, R Yuan - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Multi-beam low earth orbit (LEO) satellites are emerging as key components in beyond 5G
and 6G to provide global coverage and high data rate. To fully unleash the potential of LEO …

Energy efficient cognitive spectrum sharing scheme based on inter-cell fairness for integrated satellite-terrestrial communication systems

M Jia, X Zhang, X Gu, Q Guo - 2018 IEEE 87th vehicular …, 2018 - ieeexplore.ieee.org
Integrated satellite-terrestrial network combines both advantages of satellite and the
terrestrial network and it can achieve all-day seamless coverage and broad coverage areas …

Distributed and Distribution-Robust Meta Reinforcement Learning (D-RMRL) for Data Pre-Storage and Routing in Cube Satellite Networks

Y Hu, X Wang, W Saad - IEEE Journal of Selected Topics in …, 2023 - ieeexplore.ieee.org
In this paper, the problem of data pre-storage and routing in dynamic, resource-constrained
cube satellite networks is studied. In such a network, each cube satellite delivers requested …

Joint Drone Access and LEO Satellite Backhaul for a Space–Air–Ground Integrated Network: A Multi-Agent Deep Reinforcement Learning-Based Approach

X Huang, X Xia, Z Wang, M Peng - Drones, 2024 - mdpi.com
The space–air–ground integrated network can provide services to ground users in remote
areas by utilizing high-altitude platform (HAP) drones to support stable user access and …

Online Virtual Network Embedding for Both the Delay Sensitive and Tolerant Services in SDN-enabled Satellite-Terrestrial Networks

B Liu, T Zhang, L Zhang, Z Ma - 2023 IEEE Wireless …, 2023 - ieeexplore.ieee.org
In this paper, we address the virtual network embedding (VNE) problem for both the delay
sensitive and tolerant services in SDN-enabled satellite-terrestrial networks to maximize the …

On using edge servers in 5G satellite networks

D Dalai, S Babu, BS Manoj - 2020 IEEE 3rd 5G World Forum …, 2020 - ieeexplore.ieee.org
Satellite networks are expected to be an important component in 5G mobile communication
systems. However, high propagation delay, limited bandwidth, and the uncertainty of orbital …