A Task-Oriented Clustering Method in Multi-Layer Mega-Constellations

Benefiting from wide coverage and low expense, satellite constellations show potential in numerous applications. As satellite constellations expand with more diverse and smarter payloads, traditional networking methods become increasingly rigid. This rigidity hinders the flexible and efficient use of on-board resources in mega-constellations, and limits the ability of satellite networks to provide customized services. Hence, a taskoriented clustering (TOC) method based on Markov process is proposed for multi-layer mega-constellations, enabling flexible networking of satellites with different payloads according to task requirements. Finally, numerical simulation results demonstrate that the TOC method outperforms existing works.

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Publication Details

Published
2025-06-17
DOI
https://doi.org/10.1109/vtc2025-spring65109.2025.11174914
Primary Topic
Satellite Communication Systems
Type
article
Field-Weighted Citation Impact
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article

A Task-Oriented Clustering Method in Multi-Layer Mega-Constellations

Guoquan Wang, Wenbo Wang, Jiaxin Zhang, Xing Zhang et al.
Satellite Communication Systems
article

A Task-Oriented Clustering Method in Multi-Layer Mega-Constellations

Guoquan Wang, Wenbo Wang, Jiaxin Zhang, Xing Zhang, Chang Liu
article en

Abstract

Benefiting from wide coverage and low expense, satellite constellations show potential in numerous applications. As satellite constellations expand with more diverse and smarter payloads, traditional networking methods become increasingly rigid. This rigidity hinders the flexible and efficient use of on-board resources in mega-constellations, and limits the ability of satellite networks to provide customized services. Hence, a taskoriented clustering (TOC) method based on Markov process is proposed for multi-layer mega-constellations, enabling flexible networking of satellites with different payloads according to task requirements. Finally, numerical simulation results demonstrate that the TOC method outperforms existing works.

Beijing University of Posts and Telecommunications (CN)
Openalex Percentile: Top 65%
Satellite Communication Systems
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A Task-Oriented Clustering Method in Multi-Layer Mega-Constellations — Guoquan Wang, Wenbo Wang, et al. · (2025) | TGRS Research Map | TGRS