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Properties of a Random Bipartite Geometric Associator Graph Inspired by Vehicular Networks.
Kaushlendra Pandey1, Abhishek K Gupta1, Harpreet S Dhillon2
1Department of Electrical Engineering, Indian Institute of Technology Kanpur, Kanpur 208016, India.
Entropy (Basel, Switzerland)
|December 23, 2023
Summary
This study introduces a new point process model (PLP-PPP) for irregular networks, analyzing node degree distributions crucial for wireless network design and load balancing.
Area of Science:
- Stochastic Geometry
- Wireless Networks
- Point Processes
Background:
- Modeling irregular networks like vehicular or sensor networks requires advanced point process techniques.
- Existing models may not fully capture the complexities of networks formed on irregular line structures.
Purpose of the Study:
- To develop and analyze a novel point process model (PLP-PPP) for irregular networks.
- To characterize the distribution of node degrees in a random bipartite graph associated with this point process.
- To provide statistical insights for efficient wireless network design.
Main Methods:
- Superimposing a Poisson point process (PPP) on each line of a 2D Poisson line process (PLP) to create the PLP-PPP model.
- Utilizing Poisson Voronoi tessellation (PVT) to analyze the association graph.
- Deriving distributions for point counts, contact distances, nearest neighbor distances, and node degrees.
Main Results:
- Exact distribution of points within a ball for the PLP-PPP.
- Derived cumulative distribution functions (CDFs) and probability density functions (PDFs) for k-th contact distance and nearest neighbor distance.
- Approximated the distribution of node degrees for the random bipartite associator graph.
Conclusions:
- The PLP-PPP model provides a robust framework for analyzing irregular networks.
- The derived node degree distributions offer critical insights into base station load in vehicular networks.
- These findings are applicable to various wireless network scenarios requiring efficient resource allocation.
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