Analysis of SINR Coverage in LEO Satellite Networks through Spatial Network Calculus

Fuente: arXiv
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Main Authors: Tang, Yuting, He, Yufan, Zhong, Yi, Wang, Xijun, Quek, Tony Q. S., Yang, Howard H.
Format: Preprint
Published: 2025
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author Tang, Yuting
He, Yufan
Zhong, Yi
Wang, Xijun
Quek, Tony Q. S.
Yang, Howard H.
author_facet Tang, Yuting
He, Yufan
Zhong, Yi
Wang, Xijun
Quek, Tony Q. S.
Yang, Howard H.
contents We introduce a new analytical framework, developed based on the spatial network calculus, for performance assessment of Low Earth Orbit (LEO) satellite networks. Specifically, we model the satellites' spatial positions as a strong ball-regulated point process on the sphere. Under this model, proximal points in space exhibit a locally repulsive property, reflecting the fact that intersatellite links are protected by a safety distance and would not be arbitrarily close. Subsequently, we derive analytical lower bounds on the conditional coverage probabilities under Nakagami-$m$ and Rayleigh fading, respectively. These expressions have a low computational complexity, enabling efficient numerical evaluations. We validate the effectiveness of our theoretical model by contrasting the coverage probability obtained from our analysis with that estimated from a Starlink constellation. The results show that our analysis provides a tight lower bound on the actual value and, surprisingly, matches the empirical simulations almost perfectly with a 1 dB shift. This demonstrates our framework as an appropriate theoretical model for LEO satellite networks.
format Preprint
id arxiv_https___arxiv_org_abs_2511_08255
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Analysis of SINR Coverage in LEO Satellite Networks through Spatial Network Calculus
Tang, Yuting
He, Yufan
Zhong, Yi
Wang, Xijun
Quek, Tony Q. S.
Yang, Howard H.
Information Theory
We introduce a new analytical framework, developed based on the spatial network calculus, for performance assessment of Low Earth Orbit (LEO) satellite networks. Specifically, we model the satellites' spatial positions as a strong ball-regulated point process on the sphere. Under this model, proximal points in space exhibit a locally repulsive property, reflecting the fact that intersatellite links are protected by a safety distance and would not be arbitrarily close. Subsequently, we derive analytical lower bounds on the conditional coverage probabilities under Nakagami-$m$ and Rayleigh fading, respectively. These expressions have a low computational complexity, enabling efficient numerical evaluations. We validate the effectiveness of our theoretical model by contrasting the coverage probability obtained from our analysis with that estimated from a Starlink constellation. The results show that our analysis provides a tight lower bound on the actual value and, surprisingly, matches the empirical simulations almost perfectly with a 1 dB shift. This demonstrates our framework as an appropriate theoretical model for LEO satellite networks.
title Analysis of SINR Coverage in LEO Satellite Networks through Spatial Network Calculus
topic Information Theory
url https://arxiv.org/abs/2511.08255