Abstract
Optimal-order error estimates in the energy norm and the \(L^2\) norm were previously proved in the literature for finite element methods of Dirichlet boundary-value problems of steady-state fractional diffusion equations under the assumption that the true solutions have desired regularity and that the solution to the dual problem has full regularity for each right-hand side. We show that the solution to the homogeneous Dirichlet boundary-value problem of a one-dimensional steady-state fractional diffusion equation of constant coefficient and source term is not necessarily in the Sobolev space \(H^1\). This fact has the following implications: (i) Up to now, there are no verifiable conditions on the coefficients and source terms of fractional diffusion equations in the literature to ensure the high regularity of the true solutions, which are in turn needed to guarantee the high-order convergence rates of their numerical approximations. (ii) Any Nitsche-lifting based proof of optimal-order \(L^2\) error estimates of finite element methods in the literature is invalid. We present numerical results to show that high-order finite element methods for a steady-state fractional diffusion equation with smooth data and source term fail to achieve high-order convergence rates. We present a preliminary development of an indirect finite element method, which reduces the solution of fractional diffusion equations to that of second-order diffusion equations postprocessed by a fractional differentiation. We prove that the corresponding high-order methods achieve high-order convergence rates even though the true solutions are not smooth, provided that the coefficient and source term of the problem have desired regularities. Numerical experiments are presented to substantiate the theoretical estimates.
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References
Adams, R.A., Fournier, J.J.F.: Sobolev Spaces. Elsevier, San Diego (2003)
Benson, D.A., Schumer, R., Meerschaert, M.M., Wheatcraft, S.W.: Fractional dispersion, Lévy motion, and the made tracer tests. Transp. Porous Media 42, 211–240 (2001)
Bennett, C., Sharpley, R.C.: Interpolation of Operators. Academic Press, Cambridge (1988)
Benson, D., Wheatcraft, S.W., Meerschaert, M.M.: The fractional-order governing equation of Lévy motion. Water Resour. Res. 36, 1413–1423 (2000)
Carr, P., Wu, L.R.: The finite moment logstable process and option pricing. J. Finance 58, 753–778 (2003)
Chakraborty, P., Meerschaert, M.M., Lim, C.Y.: Parameter estimation for fractional transport: a particle tracking approach. Water Resour. Res. 45, W10415 (2009)
Ciarlet, P.G.: The Finite Element Method for Elliptic Problems. North-Holland, Amsterdam (1978)
del Castillo-Negrete, D., Carreras, B.A., Lynch, V.E.: Fractional diffusion in plasma turbulence. Phys. Plasmas 11, 3854–3864 (2004)
Ervin, V.J., Roop, J.P.: Variational formulation for the stationary fractional advection dispersion equation. Numer. Methods Partial Differ. Equ. 22, 558–576 (2005)
Gilbarg, D., Trudinger, N.: Elliptic Partial Differential Equations of Second Order, 2nd edn. Springer, Berlin (1983)
Huang, J., Nie, N., Tang, Y.: A second order finite difference-spectral method for space fractional diffusion equations. Sci. China Math. 136, 521–537 (2013)
Jin, B., Lazarov, R., Pasciak, J., Rundell, W.: Variational formulation of problems involving fractional order differential operators. Math. Comput. 84, 2665–2700 (2015)
Meerschaert, M.M., Sikorskii, A.: Stochastic Models for Fractional Calculus. Studies in Mathematics, vol. 43. De Gruyter (2011)
Meerschaert, M.M., Tadjeran, C.: Finite difference approximations for fractional advection-dispersion flow equations. J. Comput. Appl. Math. 172, 65–77 (2004)
Meerschaert, M.M., Tadjeran, C.: Finite difference approximations for two-sided space-fractional partial differential equations. Appl. Numer. Math. 56, 80–90 (2006)
Podlubny, I.: Fractional Differential Equations. Academic Press, San Diego (1999)
Samko, S., Kilbas, A., Marichev, O.: Fractional Integrals and Derivatives: Theory and Applications. Gordon and Breach, London (1993)
Wang, H., Yang, D.: Wellposedness of variable-coefficient conservative fractional elliptic differential equations. SIAM J. Numer. Anal. 51, 1088–1107 (2013)
Wang, H., Yang, D., Zhu, S.: A Petrov–Galerkin finite element method for variable-coefficient fractional diffusion equations. Comput. Methods Appl. Mech. Eng. 290, 45–56 (2015)
Wheatcraft, S.W., Meerschaert, M.M.: Fractional conservation of mass. Adv. Water Resour. 31, 1377–1381 (2008)
Zhang, Y., Benson, D.A., Meerschaert, M.M., LaBolle, E.M.: Space-fractional advection-dispersion equations with variable parameters: diverse formulas, numerical solutions, and application to the MADE-site data. Water Resour. Res. 43, W05439 (2007)
Acknowledgments
This work was supported in part by the National Science Foundation under Grants EAR-0934747 and DMS-1216923, by the OSD/ARO MURI Grant W911NF-15-1-0562, by the National Natural Science Foundation of China under Grants 91130010, 11071080, 11171113, 11201153, 11301129, 11371145, 11471194, and 11571115, and by Taishan research project of Shandong Province of China. The authors would like to express their sincere thanks to the referees for their very helpful comments and suggestions, which greatly improved the quality of this paper.
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Wang, H., Yang, D. & Zhu, S. Accuracy of Finite Element Methods for Boundary-Value Problems of Steady-State Fractional Diffusion Equations. J Sci Comput 70, 429–449 (2017). https://doi.org/10.1007/s10915-016-0196-7
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DOI: https://doi.org/10.1007/s10915-016-0196-7