论文标题

持续生态系统的固定分布

Stationary distributions of persistent ecological systems

论文作者

Hening, Alexandru, Li, Yao

论文摘要

我们分析了受随机环境波动影响的生态系统。我们首先提供一般条件,以确保该物种并存和系统会收敛到独特的不变概率度量(固定分布)。由于通常不可能通过分析性地表征这种不变的概率度量,因此我们开发了一种有力的方法,用于在数值上近似不变的概率度量。这使我们能够阐明生态系统的各种参数如何影响固定分布。 我们分析了不同类型的环境波动。首先,我们研究以随机微分方程为模型的生态系统。在第二个环境中,我们查看分段确定性马尔可夫流程。这些过程是一个过程,其中一个随机时间遵循微分方程的系统,之后环境状态会发生变化,并且遵循一组不同的微分方程 - 然后无限期地重复此过程。最后,我们查看带开关的随机微分方程,这些方程式考虑了白噪声波动和随机环境开关。 作为我们的理论和数值分析的应用,我们研究了竞争性的Lotka - Volterra,Beddington-deangelis Predator-Prey和摇滚纸 - 刺激器动力学。我们通过分析生态系统的固定分布以及查看各种类型的环境波动如何影响人群的长期命运来强调新的生物学见解。

We analyze ecological systems that are influenced by random environmental fluctuations. We first provide general conditions which ensure that the species coexist and the system converges to a unique invariant probability measure (stationary distribution). Since it is usually impossible to characterize this invariant probability measure analytically, we develop a powerful method for numerically approximating invariant probability measures. This allows us to shed light upon how the various parameters of the ecosystem impact the stationary distribution. We analyze different types of environmental fluctuations. At first we study ecosystems modeled by stochastic differential equations. In the second setting we look at piecewise deterministic Markov processes. These are processes where one follows a system of differential equations for a random time, after which the environmental state changes, and one follows a different set of differential equations -- this procedure then gets repeated indefinitely. Finally, we look at stochastic differential equations with switching, which take into account both the white noise fluctuations and the random environmental switches. As applications of our theoretical and numerical analysis, we look at competitive Lotka--Volterra, Beddington-DeAngelis predator-prey, and rock-paper-scissors dynamics. We highlight new biological insights by analyzing the stationary distributions of the ecosystems and by seeing how various types of environmental fluctuations influence the long term fate of populations.

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