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24 April 2024
 
  » arxiv » nlin.AO/0210070

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Graph Theory and the Evolution of Autocatalytic Networks
Sanjay Jain ; Sandeep Krishna ;
Date 30 Oct 2002
Subject Adaptation and Self-Organizing Systems | nlin.AO
Affiliation1,2,3,4) and Sandeep Krishna (1 - Department of Physics and Astrophysics, University of Delhi, Delhi. 2 - Centre for Theoretical Studies, Indian Institute of Science, Bangalore. 3 - Santa Fe Institute, Santa Fe. 4 - Jawaharlal Nehru Centre for Advance
AbstractWe give a self-contained introduction to the theory of directed graphs, leading up to the relationship between the Perron-Frobenius eigenvectors of a graph and its autocatalytic sets. Then we discuss a particular dynamical system on a fixed but arbitrary graph, that describes the population dynamics of species whose interactions are determined by the graph. The attractors of this dynamical system are described as a function of graph topology. Finally we consider a dynamical system in which the graph of interactions of the species coevolves with the populations of the species. We show that this system exhibits complex dynamics including self-organization of the network by autocatalytic sets, growth of complexity and structure, and collapse of the network followed by recoveries. We argue that a graph theoretic classification of perturbations of the network is helpful in predicting the future impact of a perturbation over short and medium time scales.
Source arXiv, nlin.AO/0210070
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