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A class of second-order and dynamically consistent nonstandard finite difference schemes for nonlinear Volterra’s population growth model

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Abstract

In a recent work (Hoang in Math Comput Simul 199:359–373, 2022), a class of nonstandard finite difference (NSFD) schemes preserving the positivity and boundedness of the nonlinear Volterra integro-differential population growth model has been constructed. However, these NSFD schemes are only convergent of order one. In this work, we introduce a new class of second-order and dynamically consistent NSFD schemes derived from non-local approximations in combination with modified denominator functions. It is proved that the constructed NSFD schemes are not only convergent of order two but also dynamically consistent with respect to the positivity and boundedness of the Volterra’s population growth model. As an important application, we combine the second-order NSFD schemes with Richardson’s extrapolation method to generate higher-accuracy numerical solutions. Consequently, higher-accuracy numerical solutions for the population growth model can be obtained easily. Finally, a set of numerical examples is reported to support the theoretical findings.

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References

  • Al-Khaled K (2005) Numerical approximations for population growth models. Appl Math Comput 160:865–873

    MathSciNet  MATH  Google Scholar 

  • Ascher UM, Petzold LR (1998) Computer methods for ordinary differential equations and differential-algebraic equations. Society for Industrial and Applied Mathematics, Philadelphia

    Book  MATH  Google Scholar 

  • Burden RL, Douglas FJ (2015) Numerical analysis, 9th edn. Cengage Learning, Boston

    MATH  Google Scholar 

  • Brunner H, van der Houwen PJ (1986) The numerical solution of Volterra equations. North-Holland, Amsterdam

    MATH  Google Scholar 

  • Chen-Charpentier BM, Dimitrov DT, Kojouharov HV (2006) Combined nonstandard numerical methods for ODEs with polynomial right-hand sides. Math Comput Simul 73:105–113

    Article  MathSciNet  MATH  Google Scholar 

  • Dang QA, Hoang MT, Dang QL (2018) Nonstandard finite difference schemes for solving a modified epidemiological model for computer viruses. J Comput Sci Cybern 32:171–185

    Google Scholar 

  • Dang Quang A, Hoang Manh Tuan (2020) Positive and elementary stable explicit nonstandard Runge-Kutta methods for a class of autonomous dynamical systems. Int J Comput Math 97:2036–2054

    Article  MathSciNet  MATH  Google Scholar 

  • El-shahed M (2005) Application of He’s Homotopy Perturbation Method to Volterra’s Integro-differential Equation. Int J Nonlinear Sci Numer Simul 6:163–167

    Article  MathSciNet  MATH  Google Scholar 

  • Gonzalez-Parra G, Arenas AJ, Chen-Charpentier BM (2010) Combination of nonstandard schemes and Richardson’s extrapolation to improve the numerical solution of population models. Math Comput Model 52:1030–1036

    Article  MathSciNet  MATH  Google Scholar 

  • Gupta M, Slezak JM, Alalhareth F, Roy S, Kojouharov HV (2020) Second-order Nonstandard Explicit Euler Method. AIP Conf Proc 2302:110003

    Article  Google Scholar 

  • Hoang MT (2022) Positivity and boundedness preserving nonstandard finite difference schemes for solving Volterra’s population growth model. Math Comput Simul 199:359–373

    Article  MathSciNet  MATH  Google Scholar 

  • Joyce DC (1971) Survey of extrapolation processes in numerical analysis. SIAM Rev 13:435–490

    Article  MathSciNet  MATH  Google Scholar 

  • Kojouharov HV, Roy S, Gupta M, Alalhareth F, Slezak JM (2021) A second-order modified nonstandard theta method for one-dimensional autonomous differential equations. Appl Math Lett 112:106775

    Article  MathSciNet  MATH  Google Scholar 

  • Martin-Vaquero J, Martin del Rey A, Encinas AH, Hernandez Guillen JD, Queiruga-Dios A, Rodriguez Sanchez G (2017) Higher-order nonstandard finite difference schemes for a MSEIR model for a malware propagation. J Comput Appl Math 317:146–156

    Article  MathSciNet  MATH  Google Scholar 

  • Martin-Vaquero J, Queiruga-Dios A, Martin del Rey A, Encinas AH, Hernandez Guillen JD, Rodriguez Sanchez G (2018) Variable step length algorithms with high-order extrapolated non-standard finite difference schemes for a SEIR model. J Comput Appl Math 330:848–854

    Article  MathSciNet  MATH  Google Scholar 

  • Marzban HR, Hoseini SM, Razzaghi M (2009) Solution of Volterra’s population model via block-pulse functions and Lagrange-interpolating polynomials. Math Methods Appl Sci 32:127–134

    Article  MathSciNet  MATH  Google Scholar 

  • Mickens RE (1993) Nonstandard finite difference models of differential equations. World Scientific, Singapore

    Book  Google Scholar 

  • Mickens RE (2000) Applications of nonstandard finite difference schemes. World Scientific, Singapore

    Book  MATH  Google Scholar 

  • Mickens RE (2005) Advances in the applications of nonstandard finite difference schemes. World Scientific, Singapore

    Book  MATH  Google Scholar 

  • Mickens RE (2002) Nonstandard finite difference schemes for differential equations. J Differ Equ Appl 8:823–847

    Article  MathSciNet  MATH  Google Scholar 

  • Mickens RE (2020) Nonstandard finite difference schemes: methodology and applications. World Scientific, Singapore

    Book  MATH  Google Scholar 

  • Mohyud-Din ST, Yildirim A, Gulkanat Y (2010) Analytical solution of Volterra’s population model. J King Saud Univ Sci 22:247–250

    Article  Google Scholar 

  • Parand K, Abbasbandy S, Kazem S, Rad JA (2011) A novel application of radial basis functions for solving a model of first-order integro-ordinary differential equation. Commun Nonlinear Sci Numer Simul 16:4250–4258

    Article  MathSciNet  MATH  Google Scholar 

  • Patidar KC (2005) On the use of nonstandard finite difference methods. J Differ Equ Appl 11:735–758

    Article  MathSciNet  MATH  Google Scholar 

  • Patidar KC (2016) Nonstandard finite difference methods: recent trends and further developments. J Differ Equ Appl 22:817–849

    Article  MathSciNet  MATH  Google Scholar 

  • Richardson LF, Gaunt JA (1927) The deferred approach to the limit. Philos Trans R Soc Lond 226A:299–361

    MATH  Google Scholar 

  • Scudo FM (1971) Vito Volterra and theoretical ecology. Theor Popul Biol 2:1–23

    Article  MathSciNet  MATH  Google Scholar 

  • Small RD (1983) Population growth in a closed system. SIAM Rev 25:93–95

    Article  MATH  Google Scholar 

  • TeBeest KG (1997) Numerical and analytical solutions of Volterra’s population model. SIAM Rev 39:484–493

    Article  MathSciNet  MATH  Google Scholar 

  • Wazwaz A (1999) Analytical approximations and Padé approximants for Volterra’s population model. Appl Math Comput 100:13–25

    MathSciNet  MATH  Google Scholar 

  • Wood DT, Kojouharov HV (2015) A class of nonstandard numerical methods for autonomous dynamical systems. Appl Math Lett 50:78–82

    Article  MathSciNet  MATH  Google Scholar 

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Acknowledgements

We would like to thank the editor and anonymous referees for useful and valuable comments that led to a great improvement of the paper.

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Correspondence to Manh Tuan Hoang.

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Communicated by Zhaosheng Feng.

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Hoang, M.T. A class of second-order and dynamically consistent nonstandard finite difference schemes for nonlinear Volterra’s population growth model. Comp. Appl. Math. 42, 85 (2023). https://doi.org/10.1007/s40314-023-02230-z

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