Closing the Performance and Management Gaps with Satellite Internet: Challenges, Approaches, and Future Directions

P Hu - arXiv preprint arXiv:2401.07842, 2024 - arxiv.org
Recent advancements in low-Earth orbit (LEO) satellites represented by large constellations
and advanced payloads provide great promises for enabling beyond 5G and 6G …

Fairness in Reinforcement Learning: A Survey

A Reuel, D Ma - arXiv preprint arXiv:2405.06909, 2024 - arxiv.org
While our understanding of fairness in machine learning has significantly progressed, our
understanding of fairness in reinforcement learning (RL) remains nascent. Most of the …

Anticipating Optical Availability in Hybrid RF/FSO Links Using RF Beacons and Deep Learning

M Ibrahim, A Ahmad, S Ekin, P LoPresti… - arXiv preprint arXiv …, 2024 - arxiv.org
Radio frequency (RF) communications offer reliable but low data rates and energy-inefficient
satellite links, while free-space optical (FSO) promises high bandwidth but struggles with …

Federated Learning Incentive Mechanism Setting in UAV-Assisted Space–Terrestrial Integration Networks

C Zhu, M Sui, H Zhao, K Chen, T Zhang, C Bao - Electronics, 2024 - mdpi.com
The UAV-assisted space–terrestrial integrated network provides extensive coverage and
high flexibility in communication services. UAVs and ground terminals collaborate to train …

Reinforcement Learning-Based Resource Allocation and Energy Efficiency Optimization for a Space–Air–Ground-Integrated Network

Z Chen, H Zhou, S Du, J Liu, L Zhang, Q Liu - Electronics, 2024 - mdpi.com
With the construction and development of the smart grid, the power business puts higher
requirements on the communication capability of the network. In order to improve the energy …

Resource allocation for hybrid FSO/RF satellite-assisted multiple backhauled UAVs over Starlink networks

KD Dang, HD Le, CT Nguyen… - IEICE Communications …, 2024 - jstage.jst.go.jp
This letter addresses the resource allocation issue for hybrid free-space optics (FSO)/radio
frequency (RF)-based satellite-assisted multiple users. Specifically, we present the rate …