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随机因素在噪声诱导的 tipping point 级联中的作用:主方程方法。

The Role of Stochasticity in Noise-Induced Tipping Point Cascades: A Master Equation Approach.

机构信息

Department of Mathematics, University of California Davis, Davis, CA, 95616, USA.

Department of Environmental Science and Policy, University of California Davis, Davis, CA, 95616, USA.

出版信息

Bull Math Biol. 2021 Mar 31;83(5):53. doi: 10.1007/s11538-021-00889-1.

Abstract

Tipping points have been shown to be ubiquitous, both in models and empirically in a range of physical and biological systems. The question of how tipping points cascade through systems has been less explored and is an important one. A study of noise-induced tipping, in particular, could provide key insights into tipping cascades. Here, we consider a specific example of a simple model system that could have cascading tipping points. This model consists of two interacting populations with underlying Allee effects and stochastic dynamics, in separate patches connected by dispersal, which can generate bistability. From an ecological standpoint, we look for rescue effects whereby one population can prevent the collapse of a second population. As a way to investigate the stochastic dynamics, we use an individual-based modeling approach rooted in chemical reaction network theory. Then, using continuous-time Markov chains and the theory of first passage times, we essentially approximate, or emulate, the original high-dimensional model by a Markov chain with just three states, where each state corresponds to a combination of population thresholds. Analysis of this reduced model shows when the system is likely to recover, as well as when tipping cascades through the whole system.

摘要

转折点在各种物理和生物系统的模型和实证中都被广泛证明是存在的。转折点如何在系统中级联的问题探讨得较少,而这是一个重要的问题。对噪声诱导的转折点的研究,特别是,可以为转折点级联提供关键的见解。在这里,我们考虑一个简单模型系统的具体例子,这个系统可能存在级联的转折点。该模型由两个相互作用的种群组成,具有潜在的阿利效应和随机动态,在由扩散连接的分离斑块中,这可以产生双稳态。从生态学的角度来看,我们寻找拯救效应,即一个种群可以防止第二个种群的崩溃。作为一种研究随机动态的方法,我们使用了一种基于个体的建模方法,该方法植根于化学反应网络理论。然后,我们使用连续时间马尔可夫链和首次通过时间理论,通过一个只有三个状态的马尔可夫链来近似或模拟原始的高维模型,其中每个状态对应于种群阈值的组合。对简化模型的分析表明了系统何时可能恢复,以及整个系统何时会出现转折点级联。

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