Graph Theory and the Evolution of Autocatalytic Networks

Sanjay Jain, Sandeep Krishna
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引用次数: 58

Abstract

We 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.
图论与自催化网络的演化
我们给出了有向图理论的自包含介绍,导致了图的Perron-Frobenius特征向量和它的自催化集之间的关系。然后我们讨论了一个特定的动态系统在一个固定的但任意的图,描述种群动态的相互作用是由图决定的物种。该动力系统的吸引子被描述为图拓扑的函数。最后,我们考虑一个物种相互作用图与物种种群共同进化的动力系统。研究表明,该系统表现出复杂的动力学,包括自催化集网络的自组织、复杂性和结构的增长以及网络的崩溃和恢复。我们认为,网络扰动的图论分类有助于预测扰动在中短期尺度上的未来影响。
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