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The third generation partnership project (3GPP) has recently defined two frequency bands for direct access with satellites, which is a concrete step toward realizing the anticipated space-air-ground integrated networks. In addition, given…

Information Theory · Computer Science 2023-12-29 Zaid Abdullah , Eva Lagunas , Steven Kisseleff , Frank Zeppenfeldt , Symeon Chatzinotas

The emerging demand for Earth observation (EO) to address environmental challenges has driven unprecedented growth in its primary carrier, Low Earth Orbit satellites, in recent years. Ground stations (GSs), the egress points of these…

Networking and Internet Architecture · Computer Science 2026-04-08 Haoyuan Zhao , Long Chen , Yi Ching Chou , Hao Fang , Jiangchuan Liu

One of the most critical problems in weight-sharing neural architecture search is the evaluation of candidate models within a predefined search space. In practice, a one-shot supernet is trained to serve as an evaluator. A faithful ranking…

Machine Learning · Computer Science 2021-07-29 Xiangxiang Chu , Bo Zhang , Ruijun Xu

Low earth orbit (LEO) satellite has been considered as a potential supplement for the terrestrial Internet of Things (IoT). In this paper, we consider grant-free non-orthogonal random access (GF-NORA) in orthogonal frequency division…

Signal Processing · Electrical Eng. & Systems 2022-11-01 Yong Zuo , Mingyang Yue , Mingchen Zhang , Sixian Li , Shaojie Ni , Xiaojun Yuan

Pervasiveness of tracking devices and enhanced availability of spatially located data has deepened interest in using them for various policy interventions, through computational data analysis tasks such as spatial hot spot detection. In…

Machine Learning · Computer Science 2024-04-18 Deepak P , Sowmya S Sundaram

With the rapid growth of IoT networks, ubiquitous coverage is becoming increasingly necessary. Low Earth Orbit (LEO) satellite constellations for IoT have been proposed to provide coverage to regions where terrestrial systems cannot.…

Information Theory · Computer Science 2025-11-11 Kosta Dakic , Bassel Al Homssi , Sumeet Walia , Akram Al-Hourani

Low Earth Orbit (LEO) satellites play a crucial role in the development of 6G mobile networks and space-air-ground integrated systems. Recent advancements in space technology have empowered LEO satellites with the capability to run AI…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-09 Minghao Yang , Jingjing Zhang , Shengyun Liu

Recently, a large number of Low Earth Orbit (LEO) satellites have been launched and deployed successfully in space by commercial companies, such as SpaceX. Due to multimodal sensors equipped by the LEO satellites, they serve not only for…

Machine Learning · Computer Science 2024-10-21 Zheng Lin , Zhe Chen , Zihan Fang , Xianhao Chen , Xiong Wang , Yue Gao

Implicit neural representations (INRs) exhibit growing promise in addressing Earth representation challenges, ranging from emissions monitoring to climate modeling. However, existing methods disproportionately prioritize global average…

Machine Learning · Computer Science 2025-02-12 Daniel Cai , Randall Balestriero

The growing demand for mid-band spectrum necessitates efficient Dynamic Spectrum Sharing (DSS) to ensure coexistence between cellular networks and incumbent radar systems. Existing Spectrum Access System (SAS) frameworks rely on fixed…

Systems and Control · Electrical Eng. & Systems 2026-01-07 Azuka Chiejina , Divyadharshini Muruganandham , Vini Chaudhary , Kaushik Chowdhury , Vijay K. Shah

The rapid deployment of Low Earth Orbit (LEO) satellite constellations has enabled the emergence of in-orbit edge computing and data centers-interconnected satellites equipped with onboard computing capabilities and high-speed…

Systems and Control · Electrical Eng. & Systems 2026-05-05 Zian Wang , Peng Hu , Grant Gunn

The frequency coexistence between geostationary orbit (GEO) and low earth orbit (LEO) satellite systems is expected to be a promising approach for relieving spectrum scarcity. However, it is essential to manage mutual interference between…

Information Theory · Computer Science 2024-08-06 Jaehak Ryu , Aryan Kaushik , Byungju Lee , Wonjae Shin

The ultra-dense deployment of interconnected satellites will characterize future low Earth orbit (LEO) mega-constellations. Exploiting this towards a more efficient satellite network (SatNet), this paper proposes a novel LEO SatNet…

Networking and Internet Architecture · Computer Science 2022-11-03 Mohammed Y. Abdelsadek , Gunes Karabulut Kurt , Halim Yanikomeroglu

Designing optimal non-terrestrial network (NTN) constellations is essential for maximizing throughput and ensuring fair resource distribution. This paper presents FTA-NTN (Fairness and Throughput Assurance in Non-Terrestrial Networks), a…

Networking and Internet Architecture · Computer Science 2026-01-28 Sachin Ravikant Trankatwar , Heiko Straulino , Petar Djukic , Burak Kantarci

To mitigate inter-satellite interference and payload limits in LEO mega-constellations, satellite clusters, groups of small cooperative satellites have been proposed to improve performance and reduce interference. The typical configuration…

Information Theory · Computer Science 2026-04-03 Juanjuan Ru , Ruibo Wang , Mohamed-Slim Alouini

This paper proposes a novel split learning architecture designed to exploit the cyclical movement of Low Earth Orbit (LEO) satellites in non-terrestrial networks (NTNs). Although existing research focuses on offloading tasks to the NTN…

Networking and Internet Architecture · Computer Science 2025-11-05 Marc Martinez-Gost , Ana Pérez-Neira

Driven by an increasing prevalence of trackers, ever more IoT sensors, and the declining cost of computing power, geospatial information has come to play a pivotal role in contemporary predictive models. While enhancing prognostic…

Machine Learning · Computer Science 2024-01-30 Agathe Fernandes Machado , François Hu , Philipp Ratz , Ewen Gallic , Arthur Charpentier

This paper proposes a robust resource allocation framework for a low Earth orbit (LEO) satellite-enabled simultaneous wireless information and power transfer (SWIPT) system, assisted by a ground-deployed simultaneously transmitting and…

Signal Processing · Electrical Eng. & Systems 2025-09-03 Zahra Rostamikafaki , Francois Chan , Claude D'Amours

Offering space-based Internet services with mega-constellations of low Earth orbit (LEO) satellites is a promising solution to connecting the unconnected. It can complement the coverage of terrestrial networks to help bridge the digital…

Networking and Internet Architecture · Computer Science 2021-08-18 Xingqin Lin , Stefan Cioni , Gilles Charbit , Nicolas Chuberre , Sven Hellsten , Jean-Francois Boutillon

The increasing availability of high-resolution satellite imagery has enabled the use of machine learning to support land-cover measurement and inform policy-making. However, labelling satellite images is expensive and is available for only…

Computer Vision and Pattern Recognition · Computer Science 2022-04-18 Miao Zhang , Harvineet Singh , Lazarus Chok , Rumi Chunara