Research article

A stable numerical method for convection dominated nonlinear Volterra integro-differential equations

  • Published: 12 June 2026
  • MSC : Primary 65L11, 65L12, 45J05, 65L20, 65R20, 34E15

  • This paper presented a stable numerical method for solving convection dominated singularly perturbed nonlinear Volterra integro-differential equations. The equation involved a small perturbation parameter $ \varepsilon \in (0, 1] $, which leads to a boundary layer in the solution, causing sharp gradients that classical numerical methods struggle to resolve without excessive computational effort. To handle this challenge, an exponentially fitted difference method was proposed for the differential part, which incorporated $ \varepsilon $ into the discrete operator to accurately capture the boundary layer on coarse meshes. The Volterra integral term was approximated using the composite Trapezoidal rule. The stability and convergence analysis confirmed that the proposed method was uniformly convergent with respect to $ \varepsilon $, preserving accuracy even for small values of $ \varepsilon $. Numerical experiments were implemented on four test problems to validate the theoretical results, demonstrating the accuracy, uniform convergence, and the method's ability to handle a boundary layer. We extended the method to handle a nonlinear problem by incorporating Newton's linearization technique. The computed result showed that the proposed method was accurate and stable under strong boundary layer condition.

    Citation: Yidnekachew Abebe Wondmu, Muath Awadalla, Meraa Arab, Mesfin Mekuria Woldaregay. A stable numerical method for convection dominated nonlinear Volterra integro-differential equations[J]. AIMS Mathematics, 2026, 11(6): 17062-17092. doi: 10.3934/math.2026699

    Related Papers:

  • This paper presented a stable numerical method for solving convection dominated singularly perturbed nonlinear Volterra integro-differential equations. The equation involved a small perturbation parameter $ \varepsilon \in (0, 1] $, which leads to a boundary layer in the solution, causing sharp gradients that classical numerical methods struggle to resolve without excessive computational effort. To handle this challenge, an exponentially fitted difference method was proposed for the differential part, which incorporated $ \varepsilon $ into the discrete operator to accurately capture the boundary layer on coarse meshes. The Volterra integral term was approximated using the composite Trapezoidal rule. The stability and convergence analysis confirmed that the proposed method was uniformly convergent with respect to $ \varepsilon $, preserving accuracy even for small values of $ \varepsilon $. Numerical experiments were implemented on four test problems to validate the theoretical results, demonstrating the accuracy, uniform convergence, and the method's ability to handle a boundary layer. We extended the method to handle a nonlinear problem by incorporating Newton's linearization technique. The computed result showed that the proposed method was accurate and stable under strong boundary layer condition.



    加载中


    [1] G. M. Amiraliyev, O. Yapman, M. Kudu, A fitted approximate method for a volterra delay-integro-differential equation with initial layer, Hacet. J. Math. Stat., 48 (2019), 1417–1429.
    [2] A. M. Bijura, Initial-layer theory and model equations of volterra type, IMA J. Appl. Math., 71 (2006), 315–331.
    [3] A. Lodge, Nonlinear Viscoelastic Solids, Academic Press, 1978.
    [4] S. Noeiaghdam, M. A. Miah, S. Micula, Homotopy analysis method and physics-informed neural networks for solving volterra integral equations with discontinuous kernels, Axioms, 14 (2025), 726. https://doi.org/10.3390/axioms14100726 doi: 10.3390/axioms14100726
    [5] S. Noeiaghdam, D. Sidorov, A. Dreglea, A novel numerical optimality technique to find the optimal results of volterra integral equation of the second kind with discontinuous kernel, Appl. Numer. Math., 186 (2023), 202–212. https://doi.org/10.1016/j.apnum.2023.01.011 doi: 10.1016/j.apnum.2023.01.011
    [6] L. Prandtl, Uber flussigkeitsbewegung bei sehr kleiner reibung, Verhandl. 3rd Int. Math. Kongr. Heidelberg (1904), Leipzig.
    [7] R. Christensen, Theory of Viscoelasticity: An Introduction, Academic Press, 1982.
    [8] S. Noeiaghdam, S. Micula, A novel method for solving second kind volterra integral equations with discontinuous kernel, Mathematics, 9 (2021), 2172. https://doi.org/10.3390/math9172172 doi: 10.3390/math9172172
    [9] W. Remili, S. Noeiaghdam, Shifted chebyshev collocation with cestac-cadna-based instability detection for nonlinear Volterraa-Hammerstein integral equations, Math. Comput. Simul., 246 (2026), 60–77. https://doi.org/10.1016/j.matcom.2026.01.029 doi: 10.1016/j.matcom.2026.01.029
    [10] M. E. Gurtin, A. C. Pipkin, A general theory of heat conduction with finite wave speeds, Arch. Ration. Mech. An., 31 (1968), 113–126, https://doi.org/10.1007/BF00281373 doi: 10.1007/BF00281373
    [11] M. Fabrizio, A. Morro, Mathematical Problems in Linear Viscoelasticity, SIAM, 1992.
    [12] J. Cushing, Periodic Solutions of Nonlinear Integrodifferential Equations in Population Dynamics, 32 (1994).
    [13] O. Diekmann, S. van Gils, S. Verduyn Lunel, H. O. Walther, Delay Equations: Functional-, Complex-, and Nonlinear Analysis, Springer, 1995.
    [14] C. BURNAP, M. A. KAZEMI, Optimal control of a system governed by nonlinear volterra integral equations with delay, IMA J. Math. Control. I., 16 (1999), 73–89. https://doi.org/10.1093/imamci/16.1.73 doi: 10.1093/imamci/16.1.73
    [15] N. Krasovskii, Stability of Motion, Stanford University Press, 1963.
    [16] S. i. Amari, Dynamics of pattern formation in lateral-inhibition type neural fields, Biol. Cybern., 27 (1977), 77–87. https://doi.org/10.1007/BF00337259 doi: 10.1007/BF00337259
    [17] D. Brigo, F. Mercurio, Interest rate models–-Theory and practice: With smile, inflation and credit, Springer, 2006.
    [18] P. Markowich, The Stationary Semiconductor Device Equations, Springer, 1990.
    [19] J. S. Angell, W. E. Olmstead, Singularly perturbed volterra integral equations, SIAM J. Appl. Math., 47 (1987), 1–14, https://doi.org/10.1137/0147001 doi: 10.1137/0147001
    [20] A. Panda, J. Mohapatra, On the convergence analysis of efficient numerical schemes for singularly perturbed second order volterra integro-differential equations, J. Appl. Math. Comput., 69 (2023), 3509–3532. https://doi.org/10.1007/s12190-023-01890-8 doi: 10.1007/s12190-023-01890-8
    [21] T. A. Burton, Volterra integral and differential equations, vol. 202, Elsevier, 2005.
    [22] A. Panda, J. Mohapatra, I. Amirali, A second-order post-processing technique for singularly perturbed volterra integro-differential equations, Mediterr. J. Math., 18 (2021), 25. https://doi.org/10.1007/s00009-021-01873-8 doi: 10.1007/s00009-021-01873-8
    [23] M. M. Woldaregay, G. F. Duressa, Parameter uniform numerical method for singularly perturbed parabolic differential difference equations, J. Nigerian Math. Soc., 38 (2019), 223–245.
    [24] M. Cakir, B. Gunes, A fitted operator finite difference approximation for singularly perturbed Volterra–-Fredholm integro-differential equations, Mathematics, 10 (2022), 3560. https://doi.org/10.3390/math10193560 doi: 10.3390/math10193560
    [25] M. K. Kadalbajoo, V. Gupta, A brief survey on numerical methods for solving singularly perturbed problems, Appl. Math. Comput., 217 (2010), 3641–3716. https://doi.org/10.1016/j.amc.2010.09.059 doi: 10.1016/j.amc.2010.09.059
    [26] B. C. Iragi, J. B. Munyakazi, A uniformly convergent numerical method for a singularly perturbed volterra integro-differential equation, Int. J. Comput. Math., 97 (2020), 759–771, https://doi.org/10.1080/00207160.2019.1585828 doi: 10.1080/00207160.2019.1585828
    [27] O. Yapman, G. M. Amiraliyev, A novel second-order fitted computational method for a singularly perturbed volterra integro-differential equation, Int. J. Comput. Math., 97 (2020), 1293–1302. https://doi.org/10.1080/00207160.2019.1614565 doi: 10.1080/00207160.2019.1614565
    [28] L. B. Liu, L. Ye, X. Bao, Y. Zhang, A second order numerical method for a volterra integro-differential equation with a weakly singular kernel, Netw. Heterog. Media, 19 (2024), 740–752. URL https://doi.org/10.3934/nhm.2024033 doi: 10.3934/nhm.2024033
    [29] J. S. Angell, W. E. Olmstead, Singularly perturbed volterra integral equations ii, SIAM J. Appl. Math., 47 (1987), 1150–1162. https://doi.org/10.1137/0147077 doi: 10.1137/0147077
    [30] J. S. Angell, W. E. Olmstead, Singularly perturbed volterra integral equations ii, SIAM J. Appl. Math., 47 (1987), 1150–1162. https://doi.org/10.1137/0147077 doi: 10.1137/0147077
    [31] T. Koto, Stability of Runge–-Kutta methods for delay integro-differential equations, J. Comput. Appl. Math., 145 (2002), 483–492. https://doi.org/10.1016/S0377-0427(01)00596-9 doi: 10.1016/S0377-0427(01)00596-9
    [32] S. Wu, S. Gan, Errors of linear multistep methods for singularly perturbed volterra delay-integro-differential equations, Math. Comput. Simul., 79 (2009), 3148–3159. https://doi.org/10.1016/j.matcom.2009.03.006 doi: 10.1016/j.matcom.2009.03.006
    [33] M. M. Woldaregay, G. F. Duressa, Boundary layer resolving exact difference scheme for solving singularly perturbed convection-diffusion-reaction equation, Math. Probl. Eng., 2022 (2022), 2043323. https://doi.org/10.1155/2022/2043323 doi: 10.1155/2022/2043323
    [34] M. M. Woldaregay, G. F. Duressa, Uniformly convergent numerical scheme for singularly perturbed parabolic pdes with shift parameters, Math. Probl. Eng., 2021 (2021), 6637661. https://doi.org/10.1155/2021/6637661 doi: 10.1155/2021/6637661
    [35] E. Doolan, J. Miller, W. Schilders, Uniform Numerical Methods for Problems with Initial and Boundary Layers, Boole Press, 1980.
    [36] J. Miller, E. O'Riordan, G. Shishkin, Fitted Numerical Methods for Singular Perturbation Problems, World Scientific, 1996.
    [37] A. Salama, D. Evans, Fourth order scheme of exponential type for singularly perturbed volterra integro-differential equations, Int. J. Comput. Math., 77 (2001), 153–164. https://doi.org/10.1080/00207160108805058 doi: 10.1080/00207160108805058
    [38] E. Cimen, S. Yatar, A numerical method for solving linear volterra delay integro-differential equations using fitted difference scheme, Adv. Differ. Equ-NY., 2020 (2020), 1–16. https://doi.org/10.1186/s13662-020-02580-w doi: 10.1186/s13662-020-02580-w
    [39] J. J. H. Miller, E. O'riordan, G. I. Shishkin, Fitted numerical methods for singular perturbation problems: error estimates in the maximum norm for linear problems in one and two dimensions, World scientific, 2012.
    [40] G. F. Duressa, M. M. Woldaregay, Fitted numerical scheme for solving singularly perturbed parabolic delay partial differential equations, Tamkang J. Math., 53 (2022), 345–362. https://doi.org/10.5556/j.tkjm.53.2022.3638 doi: 10.5556/j.tkjm.53.2022.3638
  • Reader Comments
  • © 2026 the Author(s), licensee AIMS Press. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0)
通讯作者: 陈斌, bchen63@163.com
  • 1. 

    沈阳化工大学材料科学与工程学院 沈阳 110142

  1. 本站搜索
  2. 百度学术搜索
  3. 万方数据库搜索
  4. CNKI搜索

Metrics

Article views(114) PDF downloads(18) Cited by(0)

Article outline

Figures and Tables

Figures(3)  /  Tables(14)

/

DownLoad:  Full-Size Img  PowerPoint
Return
Return

Catalog