We propose a uniform weak Galerkin finite element method (WG-FEM) to solve singularly perturbed fourth-order convection–diffusion problems exhibiting boundary layers. The method is designed to handle small perturbation parameters $ \varepsilon $, ensuring accurate resolution of sharp layers without spurious oscillations. We construct appropriate layer-adapted meshes and use uniform estimates to analyze the stability and convergence of the weak Galerkin scheme. Numerical experiments confirm the theoretical results and demonstrate that the method achieves uniform convergence with respect to the perturbation parameter, effectively capturing the boundary layer behavior on layer-adapted meshes. The proposed approach provides a reliable and efficient tool for high-order singularly perturbed problems with mixed derivative boundary conditions.
Citation: Suayip Toprakseven, Seza Dinibutun. A robust weak Galerkin method for singularly perturbed fourth-order convection–diffusion problems[J]. Electronic Research Archive, 2026, 34(5): 3410-3446. doi: 10.3934/era.2026153
We propose a uniform weak Galerkin finite element method (WG-FEM) to solve singularly perturbed fourth-order convection–diffusion problems exhibiting boundary layers. The method is designed to handle small perturbation parameters $ \varepsilon $, ensuring accurate resolution of sharp layers without spurious oscillations. We construct appropriate layer-adapted meshes and use uniform estimates to analyze the stability and convergence of the weak Galerkin scheme. Numerical experiments confirm the theoretical results and demonstrate that the method achieves uniform convergence with respect to the perturbation parameter, effectively capturing the boundary layer behavior on layer-adapted meshes. The proposed approach provides a reliable and efficient tool for high-order singularly perturbed problems with mixed derivative boundary conditions.
| [1] | H. G. Roos, M. Stynes, L. Tobiska, Robust Numerical Methods for Singularly Perturbed Differential Equations, $2^{nd}$ edition, in Springer Series in Computational Mathematics, Springer Berlin, Heidelberg, 24 (2008). https://doi.org/10.1007/978-3-540-34467-4 |
| [2] |
T. Linß, Layer-adapted meshes for convection–diffusion problems, Comput. Methods Appl. Mech. Eng., 192 (2003), 1061–1105. https://doi.org/10.1016/S0045-7825(02)00630-8 doi: 10.1016/S0045-7825(02)00630-8
|
| [3] | M. Stynes, D. Stynes, Convection–Diffusion Problems: An Introduction to Their Analysis and Numerical Solution, in Graduate Studies in Mathematics, American Mathematical Society, 2018. https://doi.org/10.1090/gsm/196 |
| [4] |
B. Semper, Conforming finite element approximations for a fourth-order singular perturbation problem, SIAM J. Numer. Anal., 29 (1992), 1043–1058. https://doi.org/10.1137/0729063 doi: 10.1137/0729063
|
| [5] |
G. F. Sun, M. Stynes, Finite-element methods for singularly perturbed high-order elliptic two-point boundary value problems. I: Reaction-diffusion-type problems, IMA J. Numer. Anal., 15 (1995), 117–139. https://doi.org/10.1093/imanum/15.1.117 doi: 10.1093/imanum/15.1.117
|
| [6] |
H. Guo, C. Huang, Z. Zhang, Superconvergence of conforming finite element for fourth-order singularly perturbed problems of reaction-diffusion type in one dimension, Numer. Methods Partial Differ. Equations, 30 (2014), 550–566. https://doi.org/10.1002/num.21827 doi: 10.1002/num.21827
|
| [7] |
X. Meng, M. Stynes, Convergence analysis of the Adini element on a Shishkin mesh for a singularly perturbed fourth-order problem in two dimensions, Adv. Comput. Math., 45 (2019), 1105–1128. https://doi.org/10.1007/s10444-018-9646-0 doi: 10.1007/s10444-018-9646-0
|
| [8] |
S. Franz, H. Roos, Robust error estimation in energy and balanced norms for singularly perturbed fourth-order problems, Comput. Math. Appl., 72 (2016), 233–247. https://doi.org/10.1016/j.camwa.2016.05.001 doi: 10.1016/j.camwa.2016.05.001
|
| [9] |
Y. Liu, Y. Cheng, Local discontinuous Galerkin method for a singularly perturbed fourth-order problem of reaction-diffusion type, J. Comput. Appl. Math., 440 (2024), 115641. https://doi.org/10.1016/j.cam.2023.115641 doi: 10.1016/j.cam.2023.115641
|
| [10] |
G. F. Sun, M. Stynes, Finite-element methods for singularly perturbed high-order elliptic two-point boundary value problems. II: convection–diffusion-type problems, IMA J. Numer. Anal., 15 (1995), 197–219. https://doi.org/10.1093/imanum/15.2.197 doi: 10.1093/imanum/15.2.197
|
| [11] |
V. Shanthi, N. Ramanujam, Asymptotic numerical methods for singularly perturbed fourth-order ordinary differential equations of convection–diffusion type, Appl. Math. Comput., 133 (2002), 559–579. https://doi.org/10.1016/S0096-3003(01)00257-0 doi: 10.1016/S0096-3003(01)00257-0
|
| [12] |
S. Singh, D. Kumar, V. Shanthi, Uniformly convergent scheme for fourth-order singularly perturbed convection–diffusion ODE, Appl. Numer. Math., 186 (2023), 334–357. https://doi.org/10.1016/j.apnum.2023.01.020 doi: 10.1016/j.apnum.2023.01.020
|
| [13] |
J. Wang, X. Ye, A weak Galerkin finite element method for second-order elliptic problems, J. Comput. Appl. Math., 241 (2013), 103–115. https://doi.org/10.1016/j.cam.2012.10.003 doi: 10.1016/j.cam.2012.10.003
|
| [14] |
Q. Guan, W. Zhao, Error analysis of energy stable weak Galerkin schemes for the Allen-Cahn equation, Adv. Comput. Sci. Eng., 7 (2026), 48–72. https://doi.org/10.3934/acse.2026003 doi: 10.3934/acse.2026003
|
| [15] |
W. Zhao, Q. Guan, Numerical analysis of energy stable weak Galerkin schemes for the Cahn-Hilliard equation, Commun. Nonlinear Sci. Numer. Simul., 118 (2023), 106999. https://doi.org/10.1016/j.cnsns.2022.106999 doi: 10.1016/j.cnsns.2022.106999
|
| [16] |
Ş. Toprakseven, Optimal order uniform convergence of weak Galerkin finite element method on Bakhvalov-type meshes for singularly perturbed convection dominated problems, Hacet. J. Math. Stat., 52 (2023), 850–875. https://doi.org/10.15672/hujms.1117320 doi: 10.15672/hujms.1117320
|
| [17] |
S. Toprakseven, N. Srinivasan, An efficient weak Galerkin FEM for third-order singularly perturbed convection–diffusion differential equations on layer-adapted meshes, Appl. Numer. Math., 204 (2024), 130–146. https://doi.org/10.1016/j.apnum.2024.06.009 doi: 10.1016/j.apnum.2024.06.009
|
| [18] |
S. Toprakseven, S. Dinibutun, A weak Galerkin finite element method for parabolic singularly perturbed convection–diffusion equations on layer-adapted meshes, Electron. Res. Arch., 32 (2024), 5033–5066. https://doi.org/10.3934/era.2024232 doi: 10.3934/era.2024232
|
| [19] |
E. C. Gartland, Graded-mesh difference schemes for singularly perturbed two-point boundary value problems, Math. Comput., 51 (1988), 631–657. https://doi.org/10.1090/S0025-5718-1988-0935072-1 doi: 10.1090/S0025-5718-1988-0935072-1
|
| [20] |
P. Zhu, S. Xie, A uniformly convergent weak Galerkin finite element method on Shishkin mesh for one-dimensional convection–diffusion problems, J. Sci. Comput., 85 (2020), 34. https://doi.org/10.1007/s10915-020-01345-3 doi: 10.1007/s10915-020-01345-3
|
| [21] | D. A. Di Pietro, A. Ern, Mathematical Aspects of Discontinuous Galerkin Methods, Springer Science & Business Media, 2011. https://doi.org/10.1007/978-3-642-22980-0 |
| [22] |
L. Yan, Z. Wang, Y. Cheng, Local discontinuous Galerkin method for a third-order singularly perturbed problem of convection–diffusion type, Comput. Methods Appl. Math., 23 (2023), 751–766. https://doi.org/10.1515/cmam-2022-0176 doi: 10.1515/cmam-2022-0176
|
| [23] | P. Farrell, A. Hegarty, J. M. Miller, E. O'Riordan, G. I. Shishkin, Robust Computational Techniques for Boundary Layers, Chapman and Hall/CRC, 2000. |