# A distributed geometric rewiring model

**Authors:** Magali Alexander Lopez-Chavira, Daniela Aguirre-Guerrero, Ricardo Marcelín-Jiménez, Luis Alberto Vásquez-Toledo, Roberto Bernal-Jaquez

PMC · DOI: 10.1038/s41598-024-61695-y · Scientific Reports · 2024-05-15

## TL;DR

This paper introduces a model for evolving networks that mimics complex systems by using geometric rules and distributed decision-making.

## Contribution

The novel contribution is a distributed geometric rewiring model that generates complex network properties through localized decisions.

## Key findings

- The model produces networks with small-world properties and community structures.
- Emerging networks show robustness against degradation and exhibit preferential attachment.
- The rewiring process adheres to Euclidean and geodesic distance constraints.

## Abstract

We propose a distributed rewiring model which starts with a planar graph embedded into the Euclidean space and then behaves as a distributed system, where each node is provided with a set of dynamic links. The proposed rewiring evolves through cycles, where nodes explore the network to identify possible shortcuts and rewire their dynamic links. The rewiring decisions are subject to Euclidean and geodesic distance constrains. The emerging networks were assessed through topological and robustness analyses. We found that the networks display a variety of characteristics observed in complex networks encompassing phenomena such as preferential attachment, the distinctive traits of small-world networks, the presence of community structures, and robustness against degradation process. We consider that our proposal can be applied in the design of those self-managed systems in which there is a limitation on communication resources that can be represented by the Euclidean distance and, however, the components themselves can deploy strategies to optimize the transport of information and develop tolerance before contingencies.

## Full-text entities

- **Diseases:** injuries (MESH:D014947)
- **Chemicals:** H (MESH:D006859)

## Full text

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## Figures

13 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11096191/full.md

## References

31 references — full list in the complete paper: https://tomesphere.com/paper/PMC11096191/full.md

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Source: https://tomesphere.com/paper/PMC11096191