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进化领域可以解释生态学中高维复杂性的模式。

Evolutionary fields can explain patterns of high-dimensional complexity in ecology.

机构信息

School of Informatics, Forrest Hill, University of Edinburgh, 5 Forest Road, EH1 2QL Edinburgh, United Kingdom.

Centre for Invasion Biology, Department of Mathematical Sciences, Stellenbosch University, Private Bag X1, 7602 Matieland, South Africa.

出版信息

Phys Rev E. 2017 Apr;95(4-1):042401. doi: 10.1103/PhysRevE.95.042401. Epub 2017 Apr 4.

Abstract

One of the properties that make ecological systems so unique is the range of complex behavioral patterns that can be exhibited by even the simplest communities with only a few species. Much of this complexity is commonly attributed to stochastic factors that have very high-degrees of freedom. Orthodox study of the evolution of these simple networks has generally been limited in its ability to explain complexity, since it restricts evolutionary adaptation to an inertia-free process with few degrees of freedom in which only gradual, moderately complex behaviors are possible. We propose a model inspired by particle-mediated field phenomena in classical physics in combination with fundamental concepts in adaptation, which suggests that small but high-dimensional chaotic dynamics near to the adaptive trait optimum could help explain complex properties shared by most ecological datasets, such as aperiodicity and pink, fractal noise spectra. By examining a simple predator-prey model and appealing to real ecological data, we show that this type of complexity could be easily confused for or confounded by stochasticity, especially when spurred on or amplified by stochastic factors that share variational and spectral properties with the underlying dynamics.

摘要

生态系统的一个独特性质是,即使是只有少数几个物种的最简单的群落,也能表现出一系列复杂的行为模式。这种复杂性很大程度上归因于具有高度自由度的随机因素。由于将进化适应限制在具有很少自由度的无惯性过程中,而只有渐变的、适度复杂的行为才是可能的,因此,传统上对这些简单网络的进化研究在解释复杂性方面的能力受到了限制。我们提出了一个受经典物理学中粒子介导场现象和适应基本概念启发的模型,该模型表明,接近适应性特征最优值的小但高维混沌动力学可能有助于解释大多数生态数据集所共有的复杂特性,例如非周期性和粉色、分形噪声谱。通过检查一个简单的捕食者-猎物模型,并援引真实的生态数据,我们表明,这种类型的复杂性很容易与随机性混淆,尤其是当受到与潜在动态具有变分和谱性质的随机因素的刺激或放大时。

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