Global dynamics and numerical simulation of a modified epidemiological model for viral marketing on social networks

IF 4.4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Mathematics and Computers in Simulation Pub Date : 2025-02-01 Epub Date: 2024-08-31 DOI:10.1016/j.matcom.2024.08.024
Manh Tuan Hoang , Hoai Thu Pham
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Abstract

The aim of this work is to conduct a rigorous mathematical analysis for global dynamics and numerical simulation of a recognized viral marketing (VM) model, which is described by a system of ordinary differential equations (ODEs). We first establish positivity and boundedness of solutions and then investigate local and global asymptotic stability properties of possible equilibrium points. As an important consequence, complex dynamics of the VM model is determined fully.

Secondly, we develop the Mickens’ methodology to design a nonstandard finite difference (NSFD) scheme, which is useful in numerical simulation of the VM model. The main advantage of the constructed NSFD scheme is that it has the ability to preserve important mathematical features of the continuous-time model for all finite values of the step size. These features include the positivity and boundedness of solutions, positively invariant sets, equilibrium points and their asymptotic stability properties. Consequently, the NSFD scheme is not only effective to simulate dynamics of the VM model, but also easy to be implemented.

Thirdly, to emphasize implications of the constructed mathematical analysis, an extended version combining the integer-order ODE model under consideration with the Caputo fractional derivative is considered and analyzed. From the mathematical analysis performed for the integer-order VM model, global dynamics of the fractional-order VM model is also investigated rigorously.

Finally, the theoretical insights are supported by a set of illustrative numerical experiments.

The findings of this research not only improve some existing results in the literature, but may also provide several useful real-life applications.

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社交网络病毒式营销的改良流行病学模型的全局动态和数值模拟
这项工作的目的是对一个公认的病毒营销(VM)模型的全局动态和数值模拟进行严格的数学分析,该模型由一个常微分方程(ODE)系统描述。我们首先确定了解的实在性和有界性,然后研究了可能平衡点的局部和全局渐近稳定性。其次,我们采用米肯斯方法设计了非标准有限差分(NSFD)方案,该方案有助于对 VM 模型进行数值模拟。所构建的非标准有限差分方案的主要优势在于,它能够在步长的所有有限值上保留连续时间模型的重要数学特征。这些特征包括解的实在性和有界性、实在不变集、平衡点及其渐近稳定性。因此,NSFD 方案不仅能有效模拟虚拟机模型的动力学,而且易于实现。第三,为了强调所构建的数学分析的意义,我们考虑并分析了将所考虑的整阶 ODE 模型与 Caputo 分数导数相结合的扩展版本。通过对整阶 VM 模型的数学分析,还对分数阶 VM 模型的全局动力学进行了严谨的研究。
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来源期刊
Mathematics and Computers in Simulation
Mathematics and Computers in Simulation 数学-计算机:跨学科应用
CiteScore
8.90
自引率
4.30%
发文量
335
审稿时长
54 days
期刊介绍: The aim of the journal is to provide an international forum for the dissemination of up-to-date information in the fields of the mathematics and computers, in particular (but not exclusively) as they apply to the dynamics of systems, their simulation and scientific computation in general. Published material ranges from short, concise research papers to more general tutorial articles. Mathematics and Computers in Simulation, published monthly, is the official organ of IMACS, the International Association for Mathematics and Computers in Simulation (Formerly AICA). This Association, founded in 1955 and legally incorporated in 1956 is a member of FIACC (the Five International Associations Coordinating Committee), together with IFIP, IFAV, IFORS and IMEKO. Topics covered by the journal include mathematical tools in: •The foundations of systems modelling •Numerical analysis and the development of algorithms for simulation They also include considerations about computer hardware for simulation and about special software and compilers. The journal also publishes articles concerned with specific applications of modelling and simulation in science and engineering, with relevant applied mathematics, the general philosophy of systems simulation, and their impact on disciplinary and interdisciplinary research. The journal includes a Book Review section -- and a "News on IMACS" section that contains a Calendar of future Conferences/Events and other information about the Association.
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