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具有正相互作用的集合种群中随机入侵的最优管理。

Optimal management of stochastic invasion in a metapopulation with Allee effects.

机构信息

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

Department of Environmental Science and Policy, University of California, Davis, CA 95616, USA; Santa Fe Institute, Santa Fe, NM 87501, USA.

出版信息

J Theor Biol. 2022 Sep 21;549:111221. doi: 10.1016/j.jtbi.2022.111221. Epub 2022 Jul 16.

Abstract

Invasive species account for incalculable damages worldwide, in both ecological and bioeconomic terms. The question of how a network of invasive populations can be optimally managed is one that deserves further exploration. A study accounting for partial observability and imperfect detection, in particular, could yield useful insights into species eradication efforts. Here, we generalized a simple model system that we developed in previous work. This model consists of three interacting populations with underlying strong Allee effects and stochastic dynamics, inhabiting distinct locations connected by dispersal, which can generate bistability. To explore the stochastic dynamics, we formulated an individual-based modeling approach. Next, using the theory of continuous-time Markov chains, we approximated the original high-dimensional model by a Markov chain with eight states, with each state corresponding to a combination of population thresholds. We then used the reduced model as the core for a powerful decision-making tool, referred to as a Partially Observable Markov Decision Process (POMDP). Analysis of this POMDP indicates when the system results in optimal management outcomes.

摘要

入侵物种在生态和生物经济方面造成了难以估量的损失。如何优化管理一个入侵种群网络是一个值得进一步探讨的问题。特别是考虑到部分可观测性和不完全检测的研究,可以为物种根除工作提供有用的见解。在这里,我们推广了我们之前工作中开发的一个简单模型系统。该模型由三个相互作用的种群组成,具有潜在的强阿利效应和随机动态,栖息在由扩散连接的不同位置,这可以产生双稳态。为了探索随机动态,我们制定了一种基于个体的建模方法。接下来,使用连续时间马尔可夫链理论,我们通过一个具有八个状态的马尔可夫链来近似原始的高维模型,每个状态对应于种群阈值的组合。然后,我们使用简化模型作为一种强大的决策工具的核心,称为部分可观察马尔可夫决策过程(POMDP)。对这个 POMDP 的分析表明了系统何时会产生最佳的管理结果。

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