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生态系统中长暂态动力学的首通时间。

First Passage Times of Long Transient Dynamics in Ecology.

机构信息

Department of Mathematics, University of Utah, Salt Lake City, UT, USA.

School Of Biological Sciences, University of Utah, Salt Lake City, UT, USA.

出版信息

Bull Math Biol. 2024 Feb 23;86(4):34. doi: 10.1007/s11538-024-01259-3.

Abstract

Long transient dynamics in ecological models are characterized by extended periods in one state or regime before an eventual, and often abrupt, transition. One mechanism leading to long transient dynamics is the presence of ghost attractors, states where system dynamics slow down and the system lingers before eventually transitioning to the true attractor. This transition results solely from system dynamics rather than external factors. This paper investigates the dynamics of a classical herbivore-grazer model with the potential for ghost attractors or alternative stable states. We propose an intuitive threshold for first passage time analysis applicable to both bistable and ghost attractor regimes. By formulating the first passage time problem as a backward Kolmogorov equation, we examine how the mean first passage time changes as parameters are varied from the ghost attractor regime to the bistable one, through a saddle-node bifurcation. Our results reveal that the mean and variance of first passage times vary smoothly across the bifurcation threshold, eliminating the deterministic distinction between ghost attractors and bistable regimes. This work suggests that first passage time analysis can be an informative way to classify the length of a long transient. A better understanding of the duration of long transients may contribute to greater ecological understanding and more effective environmental management.

摘要

生态模型中的长暂态动力学表现为在最终、通常是突然的转变之前,处于一种状态或模式下的长时间。导致长暂态动力学的一个机制是幽灵吸引子的存在,即系统动力学减缓,系统在最终过渡到真正的吸引子时徘徊的状态。这种转变完全是由系统动力学引起的,而不是外部因素。本文研究了具有幽灵吸引子或替代稳定状态潜力的经典食草动物-捕食者模型的动力学。我们提出了一种直观的首次穿越时间分析阈值,适用于双稳和幽灵吸引子两种情况。通过将首次穿越时间问题表述为一个向后的柯尔莫哥洛夫方程,我们研究了在通过鞍结分岔从幽灵吸引子区域到双稳区域时,参数变化如何导致平均首次穿越时间的变化。我们的结果表明,首次穿越时间的均值和方差在分岔阈值处平滑变化,消除了幽灵吸引子和双稳区域之间的确定性区别。这项工作表明,首次穿越时间分析可以成为一种有用的方法来对长暂态的长度进行分类。对长暂态持续时间的更好理解可能有助于更深入地了解生态学,并实现更有效的环境管理。

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