When can few-species models describe dynamics within a complex community?

Stav Marcus, Guy Bunin
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Abstract

Dynamics of species' abundances in ecological communities are often described using models that only account for a few species. It is not clear when and why this would be possible, as most species form part of diverse ecological communities, with many species that are not included in these few-variable descriptions. We study theoretically the circumstances under which the use of such models is justified, by considering the dynamics of a small set of focal species embedded within a diverse, sparsely-interacting community. We find that in some cases the focal species' dynamics are high-dimensional, making a few-variable description impossible. In other cases we show that such a description exists, even though the effect of the surrounding community on the focal species' dynamics is not small or simple. We give two different methods for approximating the dynamics, by using effective parameters that depend on the surrounding community, which are relevant under different assumptions on the relation between the explicitly modeled focal species and the rest of the species. Both methods work surprisingly well in many of the cases that we check, with effective dynamics that are often very similar and sometimes indistinguishable from the true dynamics, even when the effect of the community on the focal species is significant.
少物种模型何时能描述复杂群落的动态?
生态群落中物种丰度的动态变化通常是通过只考虑少数几个物种的模型来描述的。目前还不清楚何时以及为何可以这样做,因为大多数物种构成了多样化生态群落的一部分,其中有许多物种并不包括在这些少数变量的描述中。我们从理论上研究了在什么情况下使用这种模型是合理的,方法是考虑在一个多样的、互动稀少的群落中嵌入一小群目标物种的动态。我们发现,在某些情况下,焦点物种的动态是高维的,因此不可能用少变量来描述。在另一些情况下,我们证明这种描述是存在的,即使周围群落对焦点物种动态的影响并不小或并不简单。通过使用依赖于周围群落的有效参数,我们给出了两种不同的近似动力学方法,这两种方法在明确建模的焦点物种与其他物种之间关系的不同假设下是相关的。在我们检验的许多情况下,这两种方法的效果都出奇地好,即使群落对焦点物种的影响很大,其有效动态也往往与真实动态非常相似,有时甚至难以区分。
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