Department of Mathematics, Brandeis University, Waltham, MA 02454;
Volen National Center for Complex Systems, Brandeis University, Waltham MA 02453.
Proc Natl Acad Sci U S A. 2018 Feb 13;115(7):E1336-E1345. doi: 10.1073/pnas.1712356115. Epub 2018 Jan 29.
Simple mathematical models can exhibit rich and complex behaviors. Prototypical examples of these drawn from biology and other disciplines have provided insights that extend well beyond the situations that inspired them. Here, we explore a set of simple, yet realistic, models for savanna-forest vegetation dynamics based on minimal ecological assumptions. These models are aimed at understanding how vegetation interacts with both climate (a primary global determinant of vegetation structure) and feedbacks with chronic disturbances from fire. The model includes three plant functional types-grasses, savanna trees, and forest trees. Grass and (when they allow grass to persist in their subcanopy) savanna trees promote the spread of fires, which in turn, demographically limit trees. The model exhibits a spectacular range of behaviors. In addition to bistability, analysis reveals () that diverse cyclic behaviors (including limit and homo- and heteroclinic cycles) occur for broad ranges of parameter space, () that large shifts in landscape structure can result from endogenous dynamics and not just from external drivers or from noise, and () that introducing noise into this system induces resonant and inverse resonant phenomena, some of which have never been previously observed in ecological models. Ecologically, these results raise questions about how to evaluate complicated dynamics with data. Mathematically, they lead to classes of behaviors that are likely to occur in other models with similar structure.
简单的数学模型可以表现出丰富而复杂的行为。从生物学和其他学科中提取的这些原型示例提供了超出启发它们的情况的见解。在这里,我们探索了一组基于最小生态假设的简单但现实的热带草原-森林植被动态模型。这些模型旨在了解植被如何与气候(植被结构的主要全球决定因素)相互作用以及与火灾等慢性干扰的反馈。该模型包括三种植物功能类型-草、热带草原树和森林树。草和(当它们允许草在其亚冠层中持续存在时)热带草原树促进火灾的蔓延,反过来,火灾在人口统计学上限制了树木的生长。该模型表现出了引人注目的行为范围。除了双稳性外,分析还揭示了()广泛的参数空间中存在多种周期性行为(包括极限和同异轨线),()大的景观结构变化可以由内源性动态引起,而不仅仅是由外部驱动因素或噪声引起,()在这个系统中引入噪声会引起共振和逆共振现象,其中一些现象在以前的生态模型中从未观察到过。从生态学角度来看,这些结果提出了如何用数据评估复杂动态的问题。从数学角度来看,它们导致了具有类似结构的其他模型中可能出现的行为类别。