埃及伊蚊入侵城市的数学模型与贝叶斯统计分析

IF 1.2 4区 环境科学与生态学 Q4 ECOLOGY
Octavio Augusto Bruzzone, María Eugenia Utgés
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引用次数: 7

摘要

基于Fisher的反应扩散方程、Richard的增长模型和贝叶斯统计,采用一系列模型对埃及伊蚊入侵城市的数据进行分析。最能解释城市入侵的模型是通过基于一系列候选模型的逐步模型选择过程来定义的。作为解释变量,我们使用城市化类型和气候变量对Fisher方程参数的影响:承载力(K)、人口增长率(r)和扩散系数(D)。得到的模型是一个形状参数接近于零的反应-扩散方程,类似于gompertz型增长。6019万/天的人口增长速度使埃及伊蚊从估计的殖民日期起5个月就完全占领了一个中等城市。研究发现,土壤承载力与温度和城市化类型有关。虽然结果与现有文献一致,但大多数关于埃及伊蚊种群动态的理论通常假设logistic增长而不是Gompertz种群动态。这种类型的增长在密度低于拐点时比logistic增长快,但在密度较高时较慢。因此,在K取决于气候的情况下,Gompertz动力学可能比现有理论假设的更快地稳定这种蚊子的种群。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysis of the invasion of a city by Aedes aegypti via mathematical models and Bayesian statistics

We analysed data from the invasion of a city by Aedes aegypti by using a series of models based on Fisher’s reaction–diffusion equation with Richard’s growth model and Bayesian statistics. The model that best explains the invasion of the city was defined through a step-by-step process of model selection based on a series of candidate models. As explanatory variables, we used the effect of urbanization type and climate variables on the parameters of Fisher’s equation: carrying capacity (K), population growth rate (r), and the diffusion coefficient (D). The resulting model is a reaction–diffusion equation with a near-zero shape parameter, similar to a Gompertz-type growth. The population advance rate of 60.19 m/day allowed Aedes aegypti to fully occupy a medium-sized city in 5 months from the estimated date of colonization. We found that the carrying capacity was dependent on temperature and urbanization type. While the results are coherent with existing literature on this species, most of the theory on population dynamics of Aedes aegypti usually assumes a logistic growth instead of Gompertz population dynamics. This type of growth is faster than logistic at densities lower than the inflexion point but slower at higher densities. Therefore, it is possible that in a regime in which the K depends on the climate, Gompertz dynamics could stabilize the population of this species of mosquito faster than assumed by the existing theory.

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来源期刊
Theoretical Ecology
Theoretical Ecology 环境科学-生态学
CiteScore
3.30
自引率
6.20%
发文量
23
审稿时长
>12 weeks
期刊介绍: Theoretical Ecology publishes innovative research in theoretical ecology, broadly defined. Papers should use theoretical approaches to answer questions of ecological interest and appeal to and be readable by a broad audience of ecologists. Work that uses mathematical, statistical, computational, or conceptual approaches is all welcomed, provided that the goal is to increase ecological understanding. Papers that only use existing approaches to analyze data, or are only mathematical analyses that do not further ecological understanding, are not appropriate. Work that bridges disciplinary boundaries, such as the intersection between quantitative social sciences and ecology, or physical influences on ecological processes, will also be particularly welcome. All areas of theoretical ecology, including ecophysiology, population ecology, behavioral ecology, evolutionary ecology, ecosystem ecology, community ecology, and ecosystem and landscape ecology are all appropriate. Theoretical papers that focus on applied ecological questions are also of particular interest.
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