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基于主体和连续模型的澳大利亚瘟疫蝗跳跃带:资源消耗如何调节脉冲形成和几何形状。

Agent-based and continuous models of hopper bands for the Australian plague locust: How resource consumption mediates pulse formation and geometry.

机构信息

Department of Mathematics, Harvey Mudd College, Claremont, California, United States of America.

Departments of Entomology and Nematology/Evolution and Ecology, University of California, Davis, Davis, California, United States of America.

出版信息

PLoS Comput Biol. 2020 May 4;16(5):e1007820. doi: 10.1371/journal.pcbi.1007820. eCollection 2020 May.

Abstract

Locusts are significant agricultural pests. Under favorable environmental conditions flightless juveniles may aggregate into coherent, aligned swarms referred to as hopper bands. These bands are often observed as a propagating wave having a dense front with rapidly decreasing density in the wake. A tantalizing and common observation is that these fronts slow and steepen in the presence of green vegetation. This suggests the collective motion of the band is mediated by resource consumption. Our goal is to model and quantify this effect. We focus on the Australian plague locust, for which excellent field and experimental data is available. Exploiting the alignment of locusts in hopper bands, we concentrate solely on the density variation perpendicular to the front. We develop two models in tandem; an agent-based model that tracks the position of individuals and a partial differential equation model that describes locust density. In both these models, locust are either stationary (and feeding) or moving. Resources decrease with feeding. The rate at which locusts transition between moving and stationary (and vice versa) is enhanced (diminished) by resource abundance. This effect proves essential to the formation, shape, and speed of locust hopper bands in our models. From the biological literature we estimate ranges for the ten input parameters of our models. Sobol sensitivity analysis yields insight into how the band's collective characteristics vary with changes in the input parameters. By examining 4.4 million parameter combinations, we identify biologically consistent parameters that reproduce field observations. We thus demonstrate that resource-dependent behavior can explain the density distribution observed in locust hopper bands. This work suggests that feeding behaviors should be an intrinsic part of future modeling efforts.

摘要

蝗虫是重要的农业害虫。在有利的环境条件下,不能飞行的若虫可能会聚集在一起,形成coherent(一致的,连贯的)、aligned(排列整齐的)的蝗群,称为蝗蝻带。这些蝗蝻带通常被观察为具有密集前缘的传播波,其后缘密度迅速降低。一个诱人且常见的观察结果是,这些前缘在绿色植被存在的情况下会减缓并变陡。这表明蝗群的集体运动是由资源消耗介导的。我们的目标是对这种效应进行建模和量化。我们专注于澳大利亚瘟疫蝗,因为它具有极好的现场和实验数据。利用蝗蝻带中蝗蝻的排列,我们仅专注于垂直于前缘的密度变化。我们同时开发了两个模型;一个跟踪个体位置的基于代理的模型和一个描述蝗蝻密度的偏微分方程模型。在这两个模型中,蝗蝻要么静止(并进食),要么移动。进食时资源会减少。蝗蝻在移动和静止(反之亦然)之间转换的速度会因资源丰富度而增强(降低)。这种效应对于蝗蝻蝗蝻带的形成、形状和速度至关重要。根据生物学文献,我们估计了我们模型的十个输入参数的范围。Sobol 敏感性分析深入了解了蝗群的集体特征如何随输入参数的变化而变化。通过检查 440 万个参数组合,我们确定了具有生物学一致性的参数,这些参数可以再现野外观察结果。因此,我们证明了资源依赖行为可以解释在蝗蝻带中观察到的密度分布。这项工作表明,摄食行为应该成为未来建模工作的固有部分。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c8f/7224576/ee2d06aa629a/pcbi.1007820.g001.jpg

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