Numerical simulation of the smoking model using spectral collocation method

IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Chaos Solitons & Fractals Pub Date : 2025-05-01 Epub Date: 2025-02-25 DOI:10.1016/j.chaos.2025.116144
Bharathi G.S., Sagithya Thirumalai
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Abstract

Smoking is one of the leading causes of health problems and remains one of the world’s most pressing public health challenges. This paper proposes a modified smoking model based on the Caputo fractional derivative, which turns out to be a system of five nonlinear differential equations. The study employs a dual approach, combining both theoretical and numerical perspectives to analyze the smoking model. In this paper, the existence and uniqueness of the solution are established using fixed-point theory and the Picard–Lindelöf method and the stability for both smoke-free and smoke-present equilibria are analyzed using both Jacobian matrix and Lyapunov functions. Moreover, the model is examined using the spectral collocation method, employing Chebyshev polynomials as basis functions. The convergence and stability of the numerical solutions are captured via the maximum residual error for both integer and fractional orders over different sets of collocation points. The study also examines the effects of different parameters for various fractional order values. Furthermore, the combined effects of the transmission rates, as well as their interactions with recovery, depart, and death rates due to smoking/ingestion, are explored. These results are represented in the form of tables and detailed graphs.
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用谱配点法对烟气模型进行数值模拟
吸烟是健康问题的主要原因之一,并且仍然是世界上最紧迫的公共卫生挑战之一。本文提出了一种基于Caputo分数阶导数的改进吸烟模型,该模型是一个由五个非线性微分方程组成的系统。本研究采用理论与数值相结合的双重方法对吸烟模型进行分析。本文利用不动点理论和Picard-Lindelöf方法建立了该问题解的存在唯一性,并利用雅可比矩阵和李雅普诺夫函数分析了无烟平衡点和有烟平衡点的稳定性。并以切比雪夫多项式为基函数,采用谱配置法对模型进行了检验。数值解的收敛性和稳定性通过在不同的配点集上对整数阶和分数阶的最大残差得到。研究还考察了不同参数对不同分数阶值的影响。此外,还探讨了传播率的综合影响,以及它们与吸烟/摄入引起的恢复、离开和死亡率的相互作用。这些结果以表格和详细图表的形式表示出来。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Chaos Solitons & Fractals
Chaos Solitons & Fractals 物理-数学跨学科应用
CiteScore
13.20
自引率
10.30%
发文量
1087
审稿时长
9 months
期刊介绍: Chaos, Solitons & Fractals strives to establish itself as a premier journal in the interdisciplinary realm of Nonlinear Science, Non-equilibrium, and Complex Phenomena. It welcomes submissions covering a broad spectrum of topics within this field, including dynamics, non-equilibrium processes in physics, chemistry, and geophysics, complex matter and networks, mathematical models, computational biology, applications to quantum and mesoscopic phenomena, fluctuations and random processes, self-organization, and social phenomena.
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