The $(n,k)$th Nearest Neighbors in Poisson Point Processes and Applications to Cell-Free Networks

This paper investigates the properties related to nearest neighbors of two independent homogeneous Poisson point processes (PPP) in the same Euclidean space <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$\mathbb {R}^{d}$</tex-math></inline-formula>. The presented concepts and results help formalize fundamental aspects of cell-free networks related to the spatial distribution of transmitters and receivers. This work defines and characterizes the neighborhood degree <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$(n,k)$</tex-math></inline-formula> of points in different PPPs, i.e., <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$(n,k)$</tex-math></inline-formula>th neighbors means that the first point is the <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$n$</tex-math></inline-formula>th nearest point of its PPP to the second point, which is in turn the <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$k$</tex-math></inline-formula>th nearest point of its PPP to the first point. Several bounds and approximations related to the distribution of links between user equipments and access points are derived. The distribution of the link distance is obtained in closed form and includes, as a special case, the classical distribution for the nearest neighbors in a PPP.

Authors

Institutions

Publication Details

Journal
IEEE Transactions on Vehicular Technology
Published
2024-11-06
DOI
https://doi.org/10.1109/tvt.2024.3492811
Citations
2
Primary Topic
Point processes and geometric inequalities
Type
article
Field-Weighted Citation Impact
1.95
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The $(n,k)$th Nearest Neighbors in Poisson Point Processes and Applications to Cell-Free Networks

Paulo Cardieri, Plínio S. Dester
2 citations
IEEE Transactions on Vehicular Technology
Point processes and geometric inequalities
1.95
article

The $(n,k)$th Nearest Neighbors in Poisson Point Processes and Applications to Cell-Free Networks

Paulo Cardieri, Plínio S. Dester
article en
2 citations

Abstract

This paper investigates the properties related to nearest neighbors of two independent homogeneous Poisson point processes (PPP) in the same Euclidean space <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$\mathbb {R}^{d}$</tex-math></inline-formula>. The presented concepts and results help formalize fundamental aspects of cell-free networks related to the spatial distribution of transmitters and receivers. This work defines and characterizes the neighborhood degree <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$(n,k)$</tex-math></inline-formula> of points in different PPPs, i.e., <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$(n,k)$</tex-math></inline-formula>th neighbors means that the first point is the <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$n$</tex-math></inline-formula>th nearest point of its PPP to the second point, which is in turn the <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$k$</tex-math></inline-formula>th nearest point of its PPP to the first point. Several bounds and approximations related to the distribution of links between user equipments and access points are derived. The distribution of the link distance is obtained in closed form and includes, as a special case, the classical distribution for the nearest neighbors in a PPP.

IEEE Transactions on Vehicular TechnologyVol. 74(3)
Universidade Estadual de Campinas (UNICAMP) (BR), Centro Universitário da Fundação de Ensino Octávio Bastos (BR), Universidade Estadual Paulista (Unesp) (BR)
Openalex Percentile: Top 13%
Point processes and geometric inequalities
1.95
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

The $(n,k)$th Nearest Neighbors in Poisson Point Processes and Applications to Cell-Free Networks — Paulo Cardieri, Plínio S. Dester · IEEE Transactions on Vehicular Technology (2024) | TGRS Research Map | TGRS