Abstract
A non-standard finite difference scheme with Haar wavelet basis functions is constructed for the convection–diffusion type singularly perturbed partial integrodifferential equations. The scheme comprises the Crank–Nicolson time semi-discretization followed by the Haar wavelet approximation in the spatial direction. The presence of the perturbation parameter leads to a boundary layer in the solution’s vicinity of \(x = 1.\) The Shishkin mesh is constructed to resolve the boundary layer. The method is proved to be parameter-uniform convergent of order two in the \(L^2\)-norm through meticulous error analysis. Compared to the recent methods developed to solve such problems, the present method is a boundary layer resolving, fast, and elegant.
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References
Amiraliyev GM, Sevgin S (2006) Uniform difference method for singularly perturbed Volterra integrodifferential equations. Appl Math Comput 179:731–741
Amiraliyev GM, Durmaz ME, Kudu M (2021) A numerical method for a second order singularly perturbed Fredholm integro-differential equation. Miskolc Math. Notes 22:37–48
Arbabi S, Nazari A, Darvishi MT (2017) A two-dimensional Haar wavelets method for solving systems of PDEs. Appl Math Comput 292:33–46
Chattouh A (2022) Numerical solution for a class of parabolic integrodifferential equations subject to integral boundary conditions. Arab J Math 11:213–225
Chen CF, Hsiao C (1997) Haar wavelet method for solving lumped and distributed-parameter systems. IEE Proc 144:87–94
Cimen E, Cakir M (2021) A uniform numerical method for solving singularly perturbed Fredholm integro-differential problem. Comput Appl Math 40:42. https://doi.org/10.1007/s40314-021-01412-x
Danfu H, Xufeng S (2007) Numerical solution of integro-differential equations by using CAS wavelet operational matrix of integration. Appl Math Comput 194:460–466
Darania P, Ebadian A (2007) A method for the numerical solution of the integro-differential equations. Appl Math Comput 188:657–668
De Gaetano A, Arino O (2000) Mathematical modelling of the intravenous glucose tolerance test. J Math Biol 40:136–168
Dehghan M, Saadatmandi A (2008) Chebyshev finite difference method for Fredholm integro-differential equation. Int J Comput Math 85:123–130
Durmaz ME, Amiraliyev GM (2021) A robust numerical method for a singularly perturbed Fredholm integro-differential equation. Mediterr J Math 18:24. https://doi.org/10.1007/s00009-020-01693-2
Erfanian M, Gachpazan M, Beiglo H (2017) A new sequential approach for solving the integro-differential equation via Haar wavelet bases. Comput Math Math Phys 57:297–305
Faheem M, Khan A, El-Zahar ER (2020) On some wavelet solutions of singular differential equations arising in the modeling of chemical and biochemical phenomena. Adv Differ Equ. https://doi.org/10.1186/s13662-020-02965-7
Faheem M, Raza A, Khan A (2021a) Wavelet collocation methods for solving neutral delay differential equations. Int J Nonlinear Sci Numer Simul. https://doi.org/10.1515/ijnsns-2020-0103
Faheem M, Raza A, Khan A (2021b) Collocation methods based on Gegenbauer and Bernoulli wavelets for solving neutral delay differential equations. Math Comput Simul 180:72–92
Farrell PA, Hegarty AF, Miller JJH, O’Riordan E, Shishkin GI (2000) Robust computational techniques for boundary layers. CRC Press, New York
Jerri A (1999) Introduction to integral equations with applications. Wiley, New York
Kajani MT, Vencheh AH (2004) Solving linear integro-differential equation with Legendre wavelets. Int J Comput Math 81:719–726
Khan A, Faheem M, Raza A (2021) Solution of third-order Emden–Fowler-type equations using wavelet methods. Eng Comput 38:2850–2881
Kumar D, Deswal K (2022) Wavelet-based approximation for two-parameter singularly perturbed problems with Robin boundary conditions. J Appl Math Comput 68:125–149
Kumar S, Ghosh S, Kumar R, Jleli M (2020) A fractional model for population dynamics of two interacting species by using spectral and Hermite wavelets methods. Numer Methods Partial Differ. Equ. 37:1652–1672
Kumbinarasaiah S, Mundewadi RA (2021) The new operational matrix of integration for the numerical solution of integro-differential equations via Hermite wavelet. SeMA J 78:367–384
Lange CG, Smith DR (1988) Singular perturbation analysis of integral equations: part I. Stud Appl Math 79:1–63
Lepik Ü, Hein H (2014) Haar wavelets with applications. Springer, Cham
Linz P (1974) A method for the approximate solution of linear integro-differential equations. SIAM J Numer Anal 11:137–144
Lodge AS, McLeod JB, Nohel JAA (1978) Nonlinear singularly perturbed Volterra integro differential equation occurring in polymer rheology. Proc R Soc Edinb Sect A 80:99–137
Maleknejad K, Sohrabi S, Derili H (2008) A new computational method for solution of nonlinear Volterra–Fredholm integro-differential equations. Int J Comput Math 87:327–338
Mickens RE (1994) Nonstandard finite difference models of differential equations. World Scientific, Georgia
Miller JJH, O’Riordan E, Shishkin GI (1996) Fitted numerical methods for singular perturbation problems: error estimates in the maximum norm for linear problems in one and two dimensions. World Scientific, Singapore
Mirzaee F, Bimesl S (2014) Application of Euler matrix method for solving linear and a class of nonlinear Fredholm integro-differential equations. Mediterr J Math 11:999–1018
Nefedov NN, Nikitin AG (2007) The Cauchy problem for a singularly perturbed integro-differential Fredholm equation. Comput Math Math Phys 47:629–637
O’Chenko OE, Nefedov NN (2002) Boundary-layer solutions to quasilinear integro-differential equations of the second order. Comput Math Math Phys 42:470–482
O’Malley RE Jr (1991) Singular perturbation methods for ordinary differential equations. Springer, New York
Patel VK, Singh S, Singh VK (2021) Numerical wavelets scheme to complex partial differential equation arising from Morlet continuous wavelet transform. Numer Methods Partial Differ Equ 37:1163–1199
Pittaluga G, Sacripante L (2009) An algorithm for solving Fredholm integro-differential equations. Numer Algorithms 50:115–126
Roos HG, Stynes M, Tobiska L (2008) Robust numerical methods for singularly perturbed differential equations: convection–diffusion–reaction and flow problems, vol 24. Springer, Berlin
Salama AA, Bakr SA (2007) Difference schemes of exponential type for singularly perturbed Volterra integrodifferential problems. Appl Math Model 31:866–879
Singh S, Kumar D, Deswal K (2022) Trigonometric \(B\)-spline based \(\epsilon \)-uniform scheme for singularly perturbed problems with Robin boundary conditions. J Differ Equ Appl 28:924–945
Turkyilmazoglu M (2014) An effective approach for numerical solutions of high-order Fredholm integro-differential equations. Appl Math Comput 227:384–398
Volk W (1985) The numerical solution of linear integrodifferential equations by projection methods. J Int Equ 9:171–190
Wazwaz AM (2010) The combined Laplace transform-Adomian decomposition method for handling nonlinear Volterra integro-differential equations. Appl Math Comput 216:1304–1309
Wichailukkana N, Novaprateep B, Boonyasiriwat C (2016) A convergence analysis of the numerical solution of boundary-value problems by using two-dimensional Haar wavelets. Sci Asia 42:346–355
Yapman Ö, Amiraliyev GM, Amirali I (2018) Convergence analysis of fitted numerical method for a singularly perturbed nonlinear Volterra integro-differential equation with delay. J Comput Appl Math 355:301–309
Zhao L, Fan Q (2012) Solving fractional nonlinear Fredholm integro-differential equations by the second kind Chebyshev wavelet. Commun Nonlinear Sci Number Simul 17:2333–2341
Acknowledgements
The authors are grateful to the unknown reviewers for their insightful observations leading to the improvement of the manuscript. The first author expresses his sincere thanks to DST-SERB, New Delhi, for providing financial support (award letter No: MTR/2018/000784) under the MATRICS scheme, and the second author is thankful to CSIR, New Delhi, India (award letter No. 09/719(0096)/2019-EMR-I). The third author thanks UGC, New Delhi, India (award letter No. 1078/(CSIR-UGC NET JUNE 2019)) for providing financial support.
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Kumar, D., Deswal, K. & Singh, S. Wavelet-based approximation with nonstandard finite difference scheme for singularly perturbed partial integrodifferential equations. Comp. Appl. Math. 41, 341 (2022). https://doi.org/10.1007/s40314-022-02053-4
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DOI: https://doi.org/10.1007/s40314-022-02053-4
Keywords
- Integrodifferential equations
- Singularly perturbed problems
- Non-standard finite difference
- Haar wavelet
- Shishkin mesh
- Parameter-uniform convergence