Construction, stochastization and computer study of dynamic population models “two competitors - two migration areas”

I. I. Vasilyeva, A. V. Demidova, O. Druzhinina, O. Masina
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Abstract

When studying deterministic and stochastic population models, the actual problems are the formalization of processes, taking into account new effects caused by the interaction of species, and the development of computer research methods. Computer research methods make it possible to analyze the trajectories of multidimensional population systems. We consider the “two competitors - two migration areas” model, which takes into account intraspecific and interspecific competition in two populations, as well as bidirectional migration of both populations. For this model, we take into account the variability of the reproduction rates of species. A formalized description of the four-dimensional model “two competitors - two migration areas” and its modifications is proposed. Using the implementation of the evolutionary algorithm, a set of parameters is obtained that ensure the coexistence of populations under conditions of competition between two species in the main area, taking into account the migration of these species. Taking into account the obtained set of parameters, a positive stationary state is found. Two-dimensional and three-dimensional projections of phase portraits are constructed. Stochastization of the model “two competitors - two migration areas” is carried out based on the method of self-consistent one-step models constructing. The Fokker-Planck equations are used to describe the structure of the model. A transition to a four-dimensional stochastic differential equation in the Langevin form is performed. To carry out numerical experiments, a specialized software package is used to construct and study stochastic models, and a computer program based on differential evolution is developed. Algorithms for generating trajectories of the Wiener process and multipoint distributions and modifications of the Runge-Kutta method are used. In the deterministic and stochastic cases, the dynamics of the trajectories of populationmigration systems is studied. A comparative analysis of deterministic and stochastic models is carried out. The results can be used in modeling of different classes of dynamic systems.
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“两个竞争者-两个迁移区”动态人口模型的构建、随机化及计算机研究
在研究确定性和随机种群模型时,实际问题是过程的形式化,考虑到物种相互作用引起的新影响,以及计算机研究方法的发展。计算机研究方法使分析多维人口系统的轨迹成为可能。我们考虑了“两个竞争对手-两个迁移区”模型,该模型考虑了两个种群的种内和种间竞争,以及两个种群之间的双向迁移。对于这个模型,我们考虑了物种繁殖率的可变性。提出了“两个竞争对手-两个迁移区域”四维模型的形式化描述及其修改。利用进化算法的实现,获得了一组参数,以确保在主要区域内两个物种竞争的条件下种群共存,并考虑到这些物种的迁移。考虑到所获得的一组参数,发现了一个正稳态。构造了相位肖像的二维和三维投影。基于自洽一步模型构建的方法,对“两个竞争对手-两个迁移区”模型进行了聚类分析。福克-普朗克方程用于描述模型的结构。对Langevin形式的四维随机微分方程进行了转换。为了进行数值实验,使用了一个专门的软件包来构建和研究随机模型,并开发了一个基于微分进化的计算机程序。使用了生成维纳过程轨迹和多点分布的算法以及对龙格-库塔方法的修改。在确定性和随机性情况下,研究了人口迁移系统轨迹的动力学。对确定性和随机性模型进行了比较分析。该结果可用于不同类别的动态系统的建模。
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来源期刊
CiteScore
0.60
自引率
0.00%
发文量
20
审稿时长
10 weeks
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