Forward invariant set preservation in discrete dynamical systems and numerical schemes for ODEs: application in biosciences

IF 2.3 Q1 MATHEMATICS
Roumen Anguelov, Jean M.-S. Lubuma
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Abstract

Abstract We present two results on the analysis of discrete dynamical systems and finite difference discretizations of continuous dynamical systems, which preserve their dynamics and essential properties. The first result provides a sufficient condition for forward invariance of a set under discrete dynamical systems of specific type, namely time-reversible ones. The condition involves only the boundary of the set. It is a discrete analog of the widely used tangent condition for continuous systems ( viz. the vector field points either inwards or is tangent to the boundary of the set). The second result is nonstandard finite difference (NSFD) scheme for dynamical systems defined by systems of ordinary differential equations. The NSFD scheme preserves the hyperbolic equilibria of the continuous system as well as their stability. Further, the scheme is time reversible and, through the first result, inherits from the continuous model the forward invariance of the domain. We show that the scheme is of second order, thereby solving a pending problem on the construction of higher-order nonstandard schemes without spurious solutions. It is shown that the new scheme applies directly for mass action-based models of biological and chemical processes. The application of these results, including some numerical simulations for invariant sets, is exemplified on a general Susceptible-Infective-Recovered/Removed (SIR)-type epidemiological model, which may have arbitrary large number of infective or recovered/removed compartments.

Abstract Image

离散动力系统的前向不变量集保持和ode的数值格式:在生物科学中的应用
摘要给出了离散动力系统的分析结果和连续动力系统的有限差分离散化结果,它们保持了系统的动力学性质和基本性质。第一个结果为特定类型的离散动力系统(即时间可逆系统)下集合的前向不变性提供了充分条件。这个条件只涉及集合的边界。它是连续系统中广泛使用的切线条件的离散模拟(即向量场指向集合的边界或与集合的边界相切)。第二个结果是由常微分方程系统定义的动力系统的非标准有限差分格式。NSFD格式既保持了连续系统的双曲平衡,又保持了系统的稳定性。此外,该方案是时间可逆的,并且通过第一个结果继承了连续模型的域的前向不变性。我们证明了该格式是二阶的,从而解决了一个悬而未决的无假解的高阶非标准格式的构造问题。结果表明,新方案直接适用于基于质量作用的生物和化学过程模型。这些结果的应用,包括对不变集的一些数值模拟,在一般的易感感染/恢复/去除(SIR)型流行病学模型上举例说明,该模型可能具有任意数量的感染或恢复/去除区室。
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CiteScore
2.30
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