Abstract
In this paper, we study the numerical solution of singularly perturbed parabolic reaction–diffusion problems with large delay in space, and the right end plane is non-local boundary condition. As the perturbation parameter approaches zero, the solution to this problem exhibits a parabolic boundary layers and an interior layer have been exhibited in the solution domain. To solve these problems, we develop a numerical scheme which combines the cubic spline scheme for the spatial derivatives, and backward difference scheme for the time derivative. To resolve the boundary layers, we use the piecewise uniform Shishkin types mesh (Standard Shishkin mesh, Bakhvalov–Shishkin mesh) for the spatial discretization. To treat the non-local boundary condition,numerical integration method is applied. A priori bounds for the solution and its derivatives of the continuous problem are given, which are necessary to analyze the error. Stability analysis and error estimates are obtained. Some numerical results are considered to support our theoretical result, which shows the \(\varepsilon \)-uniform convergent results.
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs40819-023-01553-z/MediaObjects/40819_2023_1553_Fig1_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs40819-023-01553-z/MediaObjects/40819_2023_1553_Fig2_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs40819-023-01553-z/MediaObjects/40819_2023_1553_Fig3_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs40819-023-01553-z/MediaObjects/40819_2023_1553_Fig4_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs40819-023-01553-z/MediaObjects/40819_2023_1553_Fig5_HTML.png)
Similar content being viewed by others
Data Availability
No external data are used in this article.
References
D’Huys, O., Vicente, R., Erneux, T., Danckaert, J., Fischer, I.: Synchronization properties of network motifs: influence of coupling delay and symmetry. Chaos Interdiscip. J. Nonlinear Sci. 18(3), 037116 458 (2008). https://doi.org/10.1063/1.2953582
Gupta, C., López, J.M., Ott, W., Josić, K., Bennett, M.R.: Transcriptional delay stabilizes bistable gene networks. Phys. Rev. Lett. 111, 058104 (2013). https://doi.org/10.1103/PhysRevLett.111.058104
Bratsun, D., Sakharov, A.: Spatial effects of delay-induced stochastic oscillations in a multi-scale cellular system. In: Proceedings of ECCS 2014, European Conference on Complex Systems, pp. 93–103 (2016)
Orosz, G., Wilson, R.E., Stépán, G.: Traffic jams: dynamics and control. Philos. Trans. R. Soc. A Math. Phys. Eng. Sci. 368, 4455–4479 (1928). https://doi.org/10.1098/rsta.2010.0205
Erneux, T., Kalmár-Nagy, T.: Nonlinear stability of a delayed feedback controlled container crane. J. Vib. Control 13(5), 603–616 (2007). https://doi.org/10.1177/1077546307074245
Szalai, R., Orosz, G.: Decomposing the dynamics of heterogeneous delayed networks with applications to connected vehicle systems. Phys. Rev. E 88, 040902 (2013). https://doi.org/10.1103/PhysRevE.88.040902
Marconi, M., Javaloyes, J., Barland, S., Balle, S., Giudici, M.: Vectorial dissipative solitons in verticalcavity surface-emitting lasers with delays. Nat. Photon 9, 450–455 (2015)
Franz, A.L., Roy, R., Shaw, L.B., Schwartz, I.B.: Effect of multiple time delays on intensity fluctuation dynamics in fibre ring lasers. Phys. Rev. E 78, 16208 (2008)
Mackey, M.C., Glass, L.: Oscillation and chaos in physiological control systems. Sci. New Ser. 197, 287–289 (1977)
Kuang, Y.: Delay Differential Equations with Applications to Population Biology. Academic Press, New York (1993)
Erneux, T.: Applied Delay Differential Equations. Springer, New York (2009)
Chakravarthy, P.P., Kumar, S.D., Rao, R.N., Ghate, D.P.: A fitted numerical scheme for second order singularly perturbed delay differential equations via cubic spline in compression. Adv. Differ. Equ. 2015(1), 1–14 (2015)
Chakravarthy, P.P., Kumar, S.D., Rao, R.N.: Numerical solution of second order singularly perturbed delay differential equations via cubic spline in tension. Int. J. Appl. Comput. Math. 3(3), 1703–1717 (2017)
Kumar, N.S., Rao, R.N.: A second order stabilized central difference method for singularly perturbed differential equations with a large negative shift. Differ. Equ. Dyn. Syst. 1–18 (2020)
Rai, P., Sharma, K.K.: Numerical approximation for a class of singularly perturbed delay differential equations with boundary and interior layer(s). Numer. Algorithms 85(1), 305–328 (2020)
Chandru, M., Prabha, T., Shanthi, V.: A hybrid difference scheme for a second-order singularly perturbed reaction-diffusion problem with non-smooth data. Int. J. Appl. Comput. Math 1, 87–100 (2015)
Bansal, K., Sharma, K.K.: Parameter-robust numerical scheme for time-dependent singularly perturbed reaction-diffusion problem with large delay. Numer. Funct. Anal. Optim. 39, 127–154 (2018)
Chandru, M., Das, P., Ramos, H.: Numerical treatment of two-parameter singularly perturbed parabolic convection diffusion problems with non-smooth data. Math. Methods Appl Sci. (2018). https://doi.org/10.1002/mma.5067
Chandru, M., Prabha, T., Das, P., Shanthi, V.: A numerical method for solving boundary and interior layers dominated parabolic problems with discontinuous convection coefficient and source terms. Differ. Equ. Dyn. Syst. (2019). https://doi.org/10.1007/s12591-017-0385-3
Kaushik, A., Sharma, N.: An adaptive difference scheme for parabolic delay differential equation with discontinuous coefficients and interior layers. J. Differ. Equ. Appl. 26(11-12), 1450-248, 1470 (2020)
Daba, I.T., Duressa, G.F.: Computational method for singularly perturbed parabolic differential equations with discontinuous coefficients and large delay. Heliyon 8, e10742 (2022). https://doi.org/10.1016/j.heliyon.2022.e10742
Hailu, W.S., Duressa, G.F.: Uniformly convergent numerical method for singularly perturbed parabolic differential equations with non-smooth data and large negative shift. Res. Math. 9:1, 2119677 (2022). https://doi.org/10.1080/27684830.2022.2119677
Bahuguna, D., Dabas, J.: Existence and uniqueness of a solution to a semilinear partial delay differential equation with an integral condition. Non-linear Dyn. Syst. Theory 8(1), 7–19 (2008)
Sekar, E., Tamilselvan, A.: Singularly perturbed delay differential equations of convection-diffusion type with integral boundary condition. J. Appl. Math. Comput. 59(1–2), 701–722 (2019). https://doi.org/10.1007/s12190-018-1198-4
Debela, H.G., Duressa, G.F.: Uniformly convergent numerical method for singularly perturbed convection-diffusion type problems with nonlocal boundary condition. Int. J. Numer. Methods Fluids (2020). https://doi.org/10.1002/fld.4854
Debela, H.G., Duressa, G.F.: Accelerated fitted operator finite difference method for singularly perturbed delay differential equations with non-local boundary conditio. J. Egypt. Math. Soc. 28(16), 1–16 (2020). https://doi.org/10.1186/s42787-020-00076-6
Sharma, N., Kaushik, A.: A uniformly convergent difference method for singularly perturbed parabolic partial differential equations with large delay and integral boundary condition. J. Appl. Math. Comput. (2022). https://doi.org/10.1007/s12190-022-01783-2
Hailu, W.S., Duressa, G.F.: Accelerated parameter-uniform numerical method for singularly perturbed parabolic convection-diffusion problems with a large negative shift and integral boundary condition. Results Appl. Math. 18, 100364 (2023). https://doi.org/10.1016/j.rinam.2023.100364
Elango, S., Tamilselvan, A., Vadivel, R.: Finite difference scheme for singularly perturbed reaction diffusion problem of partial delay differential equation with nonlocal boundary condition. Adv. Differ. Equ. 2021, 151 (2021). https://doi.org/10.1186/s13662-021-03296-x
Gobena, W.T., Duressa, G.F.: Parameter-uniform numerical scheme for singularly perturbed delay parabolic reaction diffusion equations with integral boundary condition. Int. J. Differ. Equ. Article ID 9993644 (2021) https://doi.org/10.1155/2021/9993644
Gobena, W.T., Duressa, G.F.: Parameter uniform numerical methods for singularly perturbed delay parabolic differential equations with non-local boundary condition. Int. J. Eng. Sci. Technol. 13(2), 57–71 (2021). https://doi.org/10.4314/ijest.v13i2.7
Hailu, W.S., Duressa, G.F.: Parameter-uniform cubic spline method for singularly perturbed parabolic differential equation with large negative shift and integral boundary condition. Res. Math. 9(1), 2151080 (2022)
Gobena, W.T., Duressa, G.F.: Exponentially fitted robust scheme for the solution of singularly perturbed delay parabolic differential equations with integral boundary condition. Preprint https://doi.org/10.21203/rs.3.rs-2081265/v1
Gobena, W.T., Duressa, G.F.: Fitted operator average finite difference method for singularly perturbed delay parabolic reaction diffusion problems with non-local boundary conditions. Tamkang J. Math. 1, 1 (2023). https://doi.org/10.5556/j.tkjm.54.2023.4175
Wondimu, G.M., Dinka, T.G., Woldaregay, M.M., Duressa, G.F.: Fitted mesh numerical scheme for singularly perturbed delay reaction diffusion problem with integral boundary condition. Comput. Methods Differ. Equ. (2023). https://doi.org/10.22034/cmde.2023.49239.2054
Gobena, W.T., Duressa, G.F.: An optimal fitted numerical scheme for solving singularly perturbed parabolic problems with large negative shift and integral boundary condition. Results Control Optim. (2022). https://doi.org/10.1016/j.rico.2022.100172
Roos, H.G.: A second-order scheme for singularly perturbed differential equations with discontinuous source term. J. Numer. Math. 10(4), 275–289 (2002)
Selvi, P.A., Ramanujam, N.: An iterative numerical method for singularly perturbed reaction-diffusion equations with negative shift. J. Appl. Comput. Math. 296, 10–23 (2016)
Natesan, S., Deb, R.: A robust numerical scheme for singularly perturbed parabolic reaction-diffusion problems. Neural Parallel Sci. Comput. 16, 419 (2008)
Rothe, E.: Zweidimensionale parabolische Randwertaufgaben als Grenzfall eindimensionaler Randwertaufgaben. Math. Ann. 102, 650–670 (1930)
Ladyzhenskaya, O.A., Solonnikov, V.A., Ural’tseva, N.N.: Linear and Quasi-linear Equations of Parabolic Type, Translations of Mathematical Monographs, vol. 23. American Mathematical Society, Providence (1968)
Roos, H.G., Stynes, M., Tobiska, L.: Robust Numerical Methods for Singularly Perturbed Differential Equations: Convection Diffusion Reaction and Flow Problems. Springer, Berlin (2008)
Priyadharshini, R.M., Ramanujam, N., Valanarasu, T.: Hybrid difference schemes for singularly perturbed problem of mixed type with discontinuous source term. J. Appl. Math. Inf. 28, 1035–1054 (2010)
Doolan, E.P., Miller, J.J., Schilders, W.H.: Uniform Numerical Methods for Problems with Initial and Boundary Layers. Boole Press, Dublin (1980)
Acknowledgements
The authors wish to express their thanks to Jimma University, College of Natural Sciences, for financial support and the authors of the literature for the provided scientific aspects and idea for this work.
Funding
This study did not receive any funding in any form.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare there are no potential conflicts of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Gobena, W.T., Duressa, G.F. & Challa, L.S. Fitted Difference Scheme on a Non-uniform Mesh for Singularly Perturbed Parabolic Reaction–Diffusion with Large Negative Shift and Non-local Boundary Condition. Int. J. Appl. Comput. Math 9, 109 (2023). https://doi.org/10.1007/s40819-023-01553-z
Accepted:
Published:
DOI: https://doi.org/10.1007/s40819-023-01553-z
Keywords
- Singular perturbation
- Cubic spline
- Non-uniform mesh
- Parabolic reaction diffusion
- Non-local boundary condition