A multiscale stochastic cellular automata model for dispersion of mountain pine beetles.

IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Royal Society Open Science Pub Date : 2025-06-18 eCollection Date: 2025-06-01 DOI:10.1098/rsos.241934
Yanjun Liu, Donald Estep
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引用次数: 0

Abstract

We construct a multiscale model of dispersion of mountain pine beetles in western North American forests. Dispersion is modelled at a macroscale (regional scale) by a novel nonlinear stochastic process for population density. This is coupled to a microscale (tree scale) model of population dynamics using a sequential approach, which assumes that dispersion occurs on a slower time scale than local dynamics. We conduct a numerical investigation of the multiscale model properties. While the model depends on a relatively small number of parameters, it can produce a wide range of behaviours, including dispersion patterns qualitatively similar to those of mountain pine beetle infestations. We also conduct a Bayesian calibration for key parameters in the model using synthetic and real data.

山松甲虫分散的多尺度随机元胞自动机模型。
本文建立了北美西部森林中山松甲虫分散的多尺度模型。在宏观尺度(区域尺度)上,用一种新的人口密度非线性随机过程来模拟离散度。这与使用顺序方法的微尺度(树尺度)种群动态模型相结合,该模型假设分散发生的时间尺度比局部动态慢。我们进行了多尺度模型性质的数值研究。虽然该模型依赖于相对较少的参数,但它可以产生广泛的行为,包括与山松甲虫侵染的性质相似的分散模式。我们还使用合成数据和真实数据对模型中的关键参数进行了贝叶斯校准。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Royal Society Open Science
Royal Society Open Science Multidisciplinary-Multidisciplinary
CiteScore
6.00
自引率
0.00%
发文量
508
审稿时长
14 weeks
期刊介绍: Royal Society Open Science is a new open journal publishing high-quality original research across the entire range of science on the basis of objective peer-review. The journal covers the entire range of science and mathematics and will allow the Society to publish all the high-quality work it receives without the usual restrictions on scope, length or impact.
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