Design of a nonlinear model for the propagation of COVID-19 and its efficient nonstandard computational implementation

被引:35
作者
Rafiq, Muhammad [1 ]
Macias-Diaz, J. E. [2 ]
Raza, Ali [3 ]
Ahmed, Nauman [4 ]
机构
[1] Univ Cent Punjab, Fac Engn, Lahore, Pakistan
[2] Univ Autonoma Aguascalientes, Dept Matemat & Fis, Ave Univ 940,Ciudad Univ, Aguascalientes 20131, Aguascalientes, Mexico
[3] Natl Coll Business Adm & Econ Lahore, Dept Math, Lahore, Pakistan
[4] Univ Lahore, Dept Math & Stat, Lahore, Pakistan
关键词
SEIQR model; Coronavirus disease; Stability analysis; Nonstandard numerical modeling; FINITE-DIFFERENCE SCHEME; SIS EPIDEMIC MODEL; DYNAMICS; TIME;
D O I
10.1016/j.apm.2020.08.082
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this manuscript, we develop a mathematical model to describe the spreading of an epidemic disease in a human population. The emphasis in this work will be on the study of the propagation of the coronavirus disease (COVID-19). Various epidemiologically relevant assumptions will be imposed upon the problem, and a coupled system of first-order ordinary differential equations will be obtained. The model adopts the form of a nonlinear susceptible-exposed-infected-quarantined-recovered system, and we investigate it both analytically and numerically. Analytically, we obtain the equilibrium points in the presence and absence of the coronavirus. We also calculate the reproduction number and provide conditions that guarantee the local and global asymptotic stability of the equilibria. To that end, various tools from analysis will be employed, including Volterra-type Lyapunov functions, LaSalle's invariance principle and the Routh-Hurwitz criterion. To simulate computationally the dynamics of propagation of the disease, we propose a nonstandard finite difference scheme to approximate the solutions of the mathematical model. A thorough analysis of the discrete model is provided in this work, including the consistency and the stability analyses, along with the capability of the discrete model to preserve the equilibria of the continuous system. Among other interesting results, our numerical simulations confirm the stability properties of the equilibrium points. (C) 2020 Elsevier Inc. All rights reserved.
引用
收藏
页码:1835 / 1846
页数:12
相关论文
共 34 条
[1]   A novel time efficient structure-preserving splitting method for the solution of two-dimensional reaction-diffusion systems [J].
Ahmed, Nauman ;
Korkmaz, Alper ;
Rafiq, M. ;
Baleanu, Dumitru ;
Alshomrani, Ali Saleh ;
Rehman, M. A. ;
Iqbal, M. S. .
ADVANCES IN DIFFERENCE EQUATIONS, 2020, 2020 (01)
[2]   A numerical efficient splitting method for the solution of two dimensional susceptible infected recovered epidemic model of whooping cough dynamics: Applications in bio-medical engineering [J].
Ahmed, Nauman ;
Ali, Mubasher ;
Rafiq, M. ;
Khan, Ilyas ;
Nisar, Kottakkaran Sooppy ;
Rehman, M. A. ;
Ahmad, M. O. .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2020, 190
[3]   Positivity preserving operator splitting nonstandard finite difference methods for SEIR reaction diffusion model [J].
Ahmed, Nauman ;
Tahira, S. S. ;
Rafiq, M. ;
Rehman, M. A. ;
Ali, Mubasher ;
Ahmad, M. O. .
OPEN MATHEMATICS, 2019, 17 :313-330
[4]  
Allen Linda J S, 2017, Infect Dis Model, V2, P128, DOI 10.1016/j.idm.2017.03.001
[5]  
[Anonymous], 2020, J TRAVEL MED
[6]  
[Anonymous], 2020, ALEX ENG J
[7]   Numerical modeling and theoretical analysis of a nonlinear advection-reaction epidemic system [J].
Azam, Shumaila ;
Macias-Diaz, Jorge E. ;
Ahmed, Nauman ;
Khan, Ilyas ;
Iqbal, Muhammad S. ;
Rafiq, Muhammad ;
Nisar, Kottakkaran S. ;
Ahmad, Muhammad O. .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2020, 193
[8]  
Bikdeli B, 2020, J AM COLL CARDIOL
[9]  
Brauer F., 2012, MATH MODELS POPULATI, V2
[10]   A stochastic SIRS epidemic model with nonlinear incidence rate [J].
Cai, Yongli ;
Kang, Yun ;
Wang, Weiming .
APPLIED MATHEMATICS AND COMPUTATION, 2017, 305 :221-240