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Implementing a Method for Stochastization of One-Step Processes in a Computer Algebra System

机译:在计算机代数系统中实现单步过程随机化的方法

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When modeling such phenomena as population dynamics, controllable flows, etc., a problem arises of adapting the existing models to a phenomenon under study. For this purpose, we propose to derive new models from the first principles by stochastization of one-step processes. Research can be represented as an iterative process that consists in obtaining a model and its further refinement. The number of such iterations can be extremely large. This work is aimed at software implementation (by means of computer algebra) of a method for stochastization of one-step processes. As a basis of the software implementation, we use the SymPy computer algebra system. Based on a developed algorithm, we derive stochastic differential equations and their interaction schemes. The operation of the program is demonstrated on the Verhulst and Lotka-Volterra models.
机译:当对诸如人口动态,可控流量等现象进行建模时,会出现使现有模型适应正在研究的现象的问题。为此,我们建议通过单步过程的随机化从第一原理中导出新模型。研究可以表示为一个迭代过程,其中包括获得模型及其进一步完善。这样的迭代次数可能非常大。这项工作的目的是(通过计算机代数)软件实现单步过程随机化的方法。作为软件实现的基础,我们使用SymPy计算机代数系统。基于已开发的算法,我们推导了随机微分方程及其相互作用方案。 Verhulst和Lotka-Volterra模型上演示了该程序的操作。

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  • 来源
    《Programming and Computer Software》 |2018年第2期|86-93|共8页
  • 作者单位

    Peoples Friendship Univ Russia RUDN, Dept Appl Probabil & Informat, Ul Miklukho Maklaya 6, Moscow 117198, Russia;

    Peoples Friendship Univ Russia RUDN, Dept Appl Probabil & Informat, Ul Miklukho Maklaya 6, Moscow 117198, Russia;

    Peoples Friendship Univ Russia RUDN, Dept Appl Probabil & Informat, Ul Miklukho Maklaya 6, Moscow 117198, Russia;

    Peoples Friendship Univ Russia RUDN, Dept Appl Probabil & Informat, Ul Miklukho Maklaya 6, Moscow 117198, Russia;

    Peoples Friendship Univ Russia RUDN, Dept Appl Probabil & Informat, Ul Miklukho Maklaya 6, Moscow 117198, Russia;

    Peoples Friendship Univ Russia RUDN, Dept Appl Probabil & Informat, Ul Miklukho Maklaya 6, Moscow 117198, Russia;

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