Modeling the Internet
arXiv:physics/0509230 · doi:10.1140/epjb/e2006-00057-5
Abstract
We model the Internet as a network of interconnected Autonomous Systems which self-organize under an absolute lack of centralized control. Our aim is to capture how the Internet evolves by reproducing the assembly that has led to its actual structure and, to this end, we propose a growing weighted network model driven by competition for resources and adaptation to maintain functionality in a demand and supply ``equilibrium''. On the demand side, we consider the environment, a pool of users which need to transfer information and ask for service. On the supply side, ASs compete to gain users, but to be able to provide service efficiently, they must adapt their bandwidth as a function of their size. Hence, the Internet is not modeled as an isolated system but the environment, in the form of a pool of users, is also a fundamental part which must be taken into account. ASs compete for users and big and small come up, so that not all ASs are identical. New connections between ASs are made or old ones are reinforced according to the adaptation needs. Thus, the evolution of the Internet can not be fully understood if just described as a technological isolated system. A socio-economic perspective must also be considered.
Submitted to the Proceedings of the 3rd International Conference NEXT-SigmaPhi
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Cited by in corpus (5)
- Analyzing and Modeling Real-World Phenomena with Complex Networks: A Survey of Applications
- Modeling Structure and Resilience of the Dark Network
- Scale-free networks as preasymptotic regimes of superlinear preferential attachment
- Evolution of the Internet AS-Level Ecosystem
- Understanding edge-connectivity in the Internet through core-decomposition