Matis James H, Kiffe Thomas R, Matis Timothy I, Stevenson Douglass E
Department of Statistics, Texas A&M University, College Station, TX 77843-3143, USA.
Math Biosci. 2005 Dec;198(2):148-68. doi: 10.1016/j.mbs.2005.07.009. Epub 2005 Sep 23.
This paper develops a stochastic population size model for the black-margined pecan aphid. Prajneshu [Prajneshu, A nonlinear statistical model for aphid population growth. J. Indian Soc. Agric. Statist. 51 (1998), p. 73] proposes a novel nonlinear deterministic model for aphid abundance. The per capita death rate in his model is proportional to the cumulative population size, and the solution is a symmetric analytical function. This paper fits Prajneshu's deterministic model to data. An analogous stochastic model, in which both the current and the cumulative aphid counts are state variables, is then proposed. The bivariate solution of the model, with parameter values suggested by the data, is obtained by solving a large system of Kolmogorov equations. Differential equations are derived for the first and second order cumulants, and moment closure approximations are obtained for the means and variances by solving the set of only five equations. These approximations, which are simple for ecologists to calculate, are shown to give accurate predictions of the two endpoints of applied interest, namely (1) the peak aphid count and (2) the final cumulative aphid count.
本文针对黑缘山核桃蚜构建了一个种群规模随机模型。普拉杰内舒[普拉杰内舒,蚜虫种群增长的非线性统计模型。《印度农业统计学会杂志》51(1998),第73页]提出了一个新颖的蚜虫数量非线性确定性模型。他的模型中人均死亡率与累积种群规模成正比,其解是一个对称解析函数。本文将普拉杰内舒的确定性模型拟合到数据上。接着提出了一个类似的随机模型,其中当前蚜虫数量和累积蚜虫数量均为状态变量。通过求解一个大型柯尔莫哥洛夫方程组,得到了具有数据所建议参数值的该模型的二元解。推导了一阶和二阶累积量的微分方程,并通过求解仅由五个方程组成的方程组得到了均值和方差的矩闭合近似。这些近似对于生态学家来说计算简单,结果表明它们能准确预测两个应用感兴趣的端点,即(1)蚜虫数量峰值和(2)最终累积蚜虫数量。