journal article·2023Open access

A Nonstandard Computational Investigation of SEIR Model with Fuzzy Transmission, Recovery and Death Rates

Ahmed H. Msmali, Fazal Dayan, Muhammad Rafiq, Nauman Ahmed, Abdullah Ali H. Ahmadini, Hassan A. Hamali

Computers, Materials & Continua· Volume 77· Issue 2

Abstract

In this article, a Susceptible-Exposed-Infectious-Recovered (SEIR) epidemic model is considered. The equilibrium analysis and reproduction number are studied. The conventional models have made assumptions of homogeneity in disease transmission that contradict the actual reality. However, it is crucial to consider the heterogeneity of the transmission rate when modeling disease dynamics. Describing the heterogeneity of disease transmission mathematically can be achieved by incorporating fuzzy theory. A numerical scheme nonstandard, finite difference (NSFD) approach is developed for the studied model and the results of numerical simulations are presented. Simulations of the constructed scheme are presented. The positivity, convergence and consistency of the developed technique are investigated using mathematical induction, Jacobean matrix and Taylor series expansions respectively. The suggested scheme preserves all these essential characteristics of the disease dynamical models. The numerical and simulation results reveal that the proposed NSFD method provides an adequate representation of the dynamics of the disease. Moreover, the obtained method generates plausible predictions that can be used by regulators to support the decision-making process to design and develop control strategies. Effects of the natural immunity on the infected class are studied which reveals that an increase in natural immunity can decrease the infection and vice versa.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Mathematical and Theoretical Epidemiology and Ecology Models · COVID-19 epidemiological studies · Evolution and Genetic Dynamics

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (44)

Show source-provided references
1. Mechanistic models of infectious disease and their impact on public health10.1093/aje/kww021 ↗
2. The effect of vaccines on backwards bifurcation in a fractional order HIV model
3. Mathematical models of malaria–A review10.1186/1475-2875-10-202 ↗
4. An attempt at a new analysis of the mortality caused by smallpox and of the advantages of inoculation to prevent it10.1002/rmv.443 ↗
5. A contribution to the mathematical theory of epidemics
6. Contributions to the mathematical theory of epidemics. II.—The problem of endemicity
7. Contributions to the mathematical theory of epidemics
8. On the course of epidemics of some infectious diseases10.1093/ije/18.4.749 ↗
9. Mathematical modelling of immunity to malaria10.1016/0025-5564(88)90076-4 ↗
10. A mathematical model for endemic malaria with variable human and mosquito populations10.1016/S0895-7177(00)00169-2 ↗
11. Modeling and analysis of an SEIR epidemic model with a limited resource for treatment
12. Global dynamics of an SEIR epidemic model with immigration of different compartments10.1016/S0252-9602(06)60081-7 ↗
13. Analysis of stability and bifurcation for an SEIR epidemic model with saturated recovery rate10.1016/j.cnsns.2011.03.026 ↗
14. Analysis and control of an SEIR epidemic system with nonlinear transmission rate10.1016/j.mcm.2009.07.014 ↗
15. Global analysis of an SEIR model with varying population size and vaccination10.1016/j.apm.2009.12.005 ↗
16. On the effects of saturation terms on a SEIR epidemic model with infected and susceptible compartments10.34312/jjom.v5i1.15421 ↗
17. Mathematical model of COVID-19 with quarantine and vaccination10.20956/j.v19i2.22301 ↗
18. An SEIR model for information propagation with a hot search effect in complex networks10.3934/mbe.2023057 ↗
19. Analysis of an edge-based SEIR epidemic model with sexual and non-sexual transmission routes10.1016/j.physa.2022.128340 ↗
20. Mathematical analysis of SEIR model to prevent COVID-19 pandemic10.26458/jedep.v11i4.763 ↗
21. Mathematical transmission of SEIR epidemic model with natural immunity
22. Modelling measles re-emergence as a result of waning of immunity in vaccinated populations10.1016/S0264-410X(03)00449-3 ↗
23. Passive transmission and persistence of naturally acquired or vaccine-induced maternal antibodies against measles in newborns10.1016/j.vaccine.2007.06.020 ↗
24. Mathematical models of vaccination10.1093/bmb/62.1.187 ↗
25. The role of immunity and seasonality in cholera epidemics10.1007/s11538-011-9652-6 ↗
26. Dynamic analysis of the role of innate immunity in SEIS epidemic model
28. The SI epidemiological models with a fuzzy transmission parameter10.1016/S0898-1221(03)00141-X ↗
29. Dynamical behavior of an epidemic model in a fuzzy transmission10.1142/S0218488515500282 ↗
30. Fuzzy epidemic model for the transmission of worms in computer network
31. A fundamental principle for constructing non-standard finite difference schemes for differential equations10.1080/10236190412331334527 ↗
32. An efficient Mickens’ type NSFD scheme for the generalized Burgers Huxley equation10.1080/10236198.2020.1812594 ↗
33. A positive and elementary stable nonstandard explicit scheme for a mathematical model of the influenza disease10.1016/j.matcom.2020.11.013 ↗
34. Competitive numerical analysis for stochastic HIV/AIDS epidemic model in a two-sex population10.1049/iet-syb.2019.0051 ↗
35. Positivity preserving technique for the solution of HIV/AIDS reaction diffusion model with time delay10.3389/fphy.2019.00229 ↗
36. Nonstandard finite difference schemes preserving dynamical properties10.1016/j.cam.2016.02.007 ↗
37. A nonstandard finite difference scheme for the modeling and nonidentical synchronization of a novel fractional chaotic system10.1186/s13662-021-03454-1 ↗
38. A numerical investigation based on exponential collocation method for nonlinear SITR model of COVID-1910.32604/cmes.2023.025647 ↗
39. Numerical solution of a modified anomalous diffusion equation with nonlinear source term through meshless singular boundary method10.1016/j.enganabound.2019.07.016 ↗
40. Application of the singular boundary method to the two-dimensional telegraph equation on arbitrary domains10.1007/s10665-019-10008-8 ↗
41. Stability and convergence of spectral radial point interpolation method locally applied on two dimensional pseudo-parabolic equation10.1002/num.22119 ↗
42. Bio-inspired numerical analysis of COVID-19 with fuzzy parameters10.32604/cmc.2022.025811 ↗
43. Modeling of computer virus propagation with fuzzy parameters10.32604/cmc.2023.033319 ↗
44. New applications related to hepatitis C model10.3934/math.2022634 ↗