A Method for Quantifying Global Network Topology Based on a Mathematical Model

• Published in: Mathematics (Basel) 2024-10, Vol.12 (19), p.3114
• Main Authors: Zhu, Jinyu, Zhang, Yu, Wang, Yunan, Zhang, Hongli, Fang, Binxing
• Format: Article
• Language: English
• Subjects: AS and territory networks; Boundaries; Bridge/routers; Comparative analysis; Connectivity; Geographical distribution; Geography; Indicators; Interfaces; Internet resources; mathematical model; Mathematical models; Methods; Network architecture; network information security; Network topologies; router-level topology; Routers
• ISSN: 2227-7390; 2227-7390
• DOI: 10.3390/math12193114

To facilitate a direct comparison of the differences in network resources among countries worldwide, this paper proposes a method for quantifying the relationship between autonomous systems and territorial networks from the perspective of network topology. Using global router-level network topology data as the foundational data for the network resources of various countries, we abstract the dual mapping information of router geographic distribution and operational ownership into a matrix-form mathematical model. By employing relevant indicators from both network scale and border connectivity, we compare matrix model data from different periods to quantitatively assess changes in the network structures of countries globally. The study results show that internet resources are concentrated in the United States, which owns 38.04% of the global routers, distributed across 87.88% of the countries, significantly impacting the global network. Compared to the average quantitative indicators of each country, 67.00% of the countries exhibit higher deployment consistency, 37.30% show higher border connection consistency, 23.81% perform prominently in terms of impact, and 46.20% have outstanding border node degrees. From a continental perspective, the analysis indicates that Asian and African countries have a closer relationship between AS and territorial networks, while Europe’s connections are relatively sparse. Over time, we observe a slight decline in deployment consistency in Asia, Africa, and Europe, a slight increase in border connection consistency in Asia, Africa, and North America, and enhanced impact in Asia, Africa, Europe, and South America. These trends suggest that the integration between AS and territorial networks is intensifying in most countries.