Abstract
The backward differential formulas of order \(\mathrm {k}\) (BDF-\(\mathrm {k}\)) for \(3\le \mathrm {k}\le 5\) are analyzed for the molecular beam epitaxial (MBE) model without slope selection. We show that the fully implicit uniform BDF-\(\mathrm {k}\) schemes are convex and uniquely solvable under a weak time-step constraint. Then the BDF methods are proved to preserve the modified discrete energy dissipation laws by using the discrete gradient structures of BDF-\(\mathrm {k}\) \((3\le \mathrm {k}\le 5)\) formulas. Furthermore, with the help of discrete orthogonal convolution kernels and the corresponding convolution Young inequalities, the \(L^2\) norm stability and convergence analysis of the BDF-\(\mathrm {k}\) \((3\le \mathrm {k}\le 5)\) schemes for the MBE model are established by the recent discrete energy technique. To the best of our knowledge, it is the first time to present a unified approach to establish the discrete energy dissipation laws and \(L^2\) norm convergence of non-A-stable BDF-\(\mathrm {k}\) methods for the MBE model. Numercial simulations are presented to demonstrate the accuracy and efficiency of the proposed schemes.
Similar content being viewed by others
Data Availibility Statement
All data generated or analysed during this study are included in this published article.
References
Akrivis, G.: Stability of implicit-explicit backward difference formulas for nonlinear parabolic equations. SIAM J. Numer. Anal. 53, 464–484 (2015)
Akrivis, G., Katsoprinakis, E.: Backward difference formulae: new multipliers and stability properties for parabolic equations. Math. Comput. 85, 2195–2216 (2016)
Akrivis, G., Lubich, C.: Fully implicit, linearly implicit and implicit-explicit backward difference formulae for quasi-linear parabolic equations. Numer. Math. 131, 713–735 (2015)
Chen, W., Conde, S., Wang, C., Wang, X., Wise, S.M.: A linear energy stable scheme for a thin film model without slope selection. J. Sci. Comput. 52, 546–562 (2012)
Chen, W., Li, W., Luo, Z., Wang, C., Wang, X.: A stabilized second order exponential time differencing multistep method for thin film growth model without slope selection. Math. Model. Anal. 54(3), 727–750 (2020)
Chen, W., Li, W., Wang, C., Wang, S., Wang, X.: Energy stable higher order linear ETD multi-step methods for gradient flows: application to thin film epitaxy. Res. Math. Sci. (2020). https://doi.org/10.1007/s40687-020-00212-9
Chen, W., Zhang, Y., Li, W., Wang, Y., Yan, Y.: Optimal convergence analysis of a second order scheme for a thin film model without slope selection. J. Sci. Comput. 80(3), 1716–1730 (2019)
Cheng, K., Qiao, Z., Wang, C.: A third order exponential time differencing numerical scheme for no-slope-selection epitaxial thin film model with energy stability. J. Sci. Comput. 81, 154–185 (2019)
Gyure, M.F., Ratsch, C., Merriman, B., Caflisch, R.E., Osher, S., Zinck, J.J., Vvedensky, D.D.: Level-set methods for the simulation of epitaxial phenomena. Phys. Rev. E 58, 6927–6930 (1998)
Hao, Y., Huang, Q., Wang, C.: A third order BDF energy stable linear scheme for the no-slope-selection thin film model. Comput. Phys. Commun. 29, 905–929 (2021)
Ju, L., Li, X., Qiao, Z., Zhang, H.: Energy stability and error estimates of exponential time differencing schemes for the epitaxial growth model without slope selection. Math. Comput. 87, 1859–1885 (2018)
Krug, J.: Origins of scale invariance in growth processes. Adv. Phys. 46, 139–282 (1997)
Li, D., Quan, C., Yang, W.: The BDF3/EP3 scheme for MBE with no slope selection is stable. J. Sci. Comput. (2021). https://doi.org/10.1007/s10915-021-01642-5
Liao, H.-L., Ji, B., Zhang, Z.: An adaptive BDF2 implicit time-stepping method for the phase field crystal model. IMA J. Numer. Anal. 42, 649–679 (2022)
Liao, H.-L., Kang, Y., Han, W.: Discrete gradient structures of BDF methods up to fifth-order for the phase field crystal model (2022). arXiv:2201.00609v1
Liao, H.-L., Song, X., Tang, T., Zhou, T.: Analysis of the second order BDF scheme with variable steps for the molecular beam epitaxial model without slope selection. Sci. China Math. 64, 887–902 (2021)
Liao, H.-L., Tang, T., Zhou, T.: A new discrete energy technique for multi-step backward difference formulas. CSIAM Trans. Appl. Math. (2021). arXiv:2102.04644v1
Lubich, C.: On the convergence of multistep methods for nonlinear stiff differential equations. Numer. Math. 58, 839–853 (1991)
Lubich, C., Mansour, D., Venkataraman, C.: Backward difference time discretization of parabolic differential equations on evolving surfaces. IMA J. Numer. Anal. 33, 1365–1385 (2013)
Nevanlinna, O., Odeh, F.: Multiplier techniques for linear multistep methods. Numer. Funct. Anal. Optim. 3, 377–423 (1981)
Qiao, Z., Tang, T., Xie, H.: Error analysis of a mixed finite element method for the molecular beam epitaxy model. SIAM J. Numer. Anal. 53, 184–205 (2015)
Qiao, Z., Zhang, Z., Tang, T.: An adaptive time-stepping strategy for the molecular beam epitaxy models. SIAM J. Sci. Comput. 33, 1395–1414 (2011)
Schneider, M., Schuller, I.K., Rahman, A.: Epitaxial growth of silicon: a molecular-dynamics simulation. Phys. Rev. B 36, 1340–1343 (1987)
Schwoebel, R.: Step motion on crystal surfaces. J. Appl. Phys. II(40), 614–618 (1969)
Shen, J., Tang, T., Wang, L.: Spectral Methods: Algorithms. Analysis and Applications. Springer, Berlin (2011)
Shen, J., Wang, C., Wang, X., Wise, S.M.: Second-order convex splitting schemes for gradient flows with Ehrlich-Schwoebel type energy: application to thin film epitaxy. SIAM J. Numer. Anal. 50(1), 105–125 (2012)
Stuart, A.M., Humphries, A.R.: Dynamical Systems and Numerical Analysis. Cambridge University Press, New York (1998)
Villain, J.: Continuum models of critical growth from atomic beams with and without desorption. J. Phys. I(1), 19–42 (1991)
Xu, C., Tang, T.: Stability analysis of large time-stepping methods for epitaxial growth model. SIAM J. Numer. Anal. 44(4), 1759–1779 (2006)
Funding
This work is supported by NSF of China under Grant Number 12071216.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors have not disclosed any competing interests.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Kang, Y., Liao, Hl. Energy Stability of BDF Methods up to Fifth-Order for the Molecular Beam Epitaxial Model Without Slope Selection. J Sci Comput 91, 47 (2022). https://doi.org/10.1007/s10915-022-01830-x
Received:
Revised:
Accepted:
Published:
DOI: https://doi.org/10.1007/s10915-022-01830-x
Keywords
- MBE growth model
- High-order BDF scheme
- Discrete gradient structure
- Energy dissipation laws
- Discrete orthogonal convolution kernels
- \(L^2\) norm error estimate