Abstract
Multi-dimensional advection diffusion equations involving fractional diffusion flux are studied with finite element formulation. It has been demonstrated that the Galerkin finite element formulation may suffer spatial instability and nodal oscillations due to the fractional diffusion flux in addition to the advection term. To resolve this issue, a fractional streamline upwind Petrov-Galerkin finite element formulation is developed. In this formulation, an artificial viscosity is added to the test function to eliminate the spatial oscillations. By taking into account both the fractional diffusion flux and the advection term, a decomposition algorithm is proposed to formulate the artificial viscosity to avoid the cross-wind diffusion effect for multi-dimensional problems. Numerical examples with regular/irregular domains discretized by uniform/nonuniform meshes for both steady state and time-dependent fractional advection diffusion equations are presented to thoroughly demonstrate the effectiveness of the proposed methodology.
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References
Benson DA, Schumer R, Meerschaert MM, Wheatcraft SW (2001) Fractional dispersion, Lev motion, and the MADE tracer tests. Transp Porous Media 42:211–240
Brooks AN, Hughes TJR (1982) Streamline upwind/Petrov-Galerkin formulations for convection dominated flows with particular emphasis on the incompressible navier-stokes equations. Comput Methods Appl Mech Eng 32(1):199–259
Caputo M, Mainardi F (1971) Linear models of dissipation in an elastic solids. Rivista Del Nuevo Cimento (Ser II) 1:161–198
Chen W, Sun HG, Zhang XD, Korosak D (2010) Anomalous diffusion modeling by fractal and fractional derivatives. Comput Math Appl 59:1754–1758
Du N, Guo X, Wang H (2020) Fast upwind and Eulerian-Lagrangian control volume schemes for time-dependent directional space-fractional advection-dispersion equations. J Comput Phys 405:109127
Duo S, Wang H (2019) A fractional phase-field model using an infinitesimal generator of alpha stable levy process. J Comput Phys 384:253–269
Ervian VJ, Roop JP (2005) Variational formulation for the stationary fractional advection dispersion equation. Numer. Meth. PDE. 22:558–576
Ervin VJ, Roop JP (2007) Variational solution of fractional advectoin dispersion equations on bounded domains in \(\mathbb{R}^d\). Numer Meth PDE 23:256–281
Fan W, Liu F (2018) A numerical method for solving the two-dimensional distributed order space-fractional diffusion equation on an irregular convex domain. Appl Math Lett
Hughes TJR, Brooks A (1982) A theoretical framework for Petrov-Galerkin methods with discontinuous weighting functions: application to the streamline-upwind procedure. Finite elements in fluids 4:47–65
Hughes TJR, Feijoo GR, Mazzei L, Quincy J-B (1998) The variational multiscale method paradigm for computational mechanics. Comput Methods Appl Mech Eng 166(1):3–24
Hughes TJR, Franca LP, Mallet M (1987) A new finite element formulation for computational fluid dynamics: Vi convergence analysis of the generalized supg formulation for linear time-dependent multidimensional advection-diffusion systems. Comput Methods Appl Mech Eng 63(1):97–112
Hughes TJR, Mallet M, Akira M (1986) A new finite element formulation for computational fluid dynamics: Ii. beyond supg. Comput Methods Appl Mech Eng 54(3):341–355
Jin B, Lazarov R, Zhou Z (2016) A petrov-galerkin finite element method for fractional convection-diffusion equations. SIAM J Numer Anal 54(1):481–503
Karniadakis GEM, Hesthaven JS, Podlubny I (2015) Special issue on “Fractional PDEs: Theory, Numerics, and Applications”. J Comput Phys 293:1–3
Li Z, Wang H, Yang D (2017) A space-time fractional phase-field model with tunable sharpness and decay behavior and its efficien numerical simulation. J Comput Phys 347:20–38
Lian YP, Ying YP, Tang SQ, Lin S, Wagner GJ, Liu WK (2016) A Petrov–Galerkin finite element method for the fractional advection-diffusion equation. Comput Methods Appl Mech Eng 309:388–410
Lin Z, Wang D, Qi D, Deng L (2020) A Petrov-Galerkin finite element-meshfree formulation for multi-dimensional fractional diffusion equations. Comput Mech 66:323–350
Lin Z, Wang DD (2017) A finite element formulation preserving symmetric and banded diffusion stiffness matrix characteristics for fractional differential equations. Comput Mech
Lischke A, Pang G, Gulian M, Song F, Glusa C, Zheng X, Mao Z, Cai M, Meerschaert MM, Ainsworth M, Em Karniadakis G (2020) What is the fractional Laplacian ? A comparative review with new results. J Comput Phys 404:109009
Luan S, Lian Y, Ying Y, Tang S, Wagner GJ, Liu WK (2017) An enriched finite element method to fractional advection-diffusion equation. Comput Mech 60:181–201
Meerschaert MM, Scheffler HP, Tadjeran C (2006) Finite difference methods for two-dimensional fractional dispersion equation. J Comput Phys 211:249–261
Meerschaert MM, Tadjeran C (1999) Fractional Brownian motion via fractional Laplacian. Stat Probab Lett 44:107–108
Meerschaert MM, Tadjeran C (2004) Finite difference approximations for fractional advection-dispersion flow equations. J Comput Appl Math 172:65–77
Pang G, Chen W, Fu Z (2015) Space-fractional advection-dispersion equations by the Kansa method. J Comput Phys 293:280–296
Pang G, Chen W, Sze KY (2016) A comparative study of finite element and finite difference methods for two-dimensional space-fractional advection-dispersion equation. Adv Appl Math Mech 8:166–186
Roop JP (2006) Computational aspects of FEM approximation of fractional advection dispersion equations on bounded domains in \(\mathbb{R}^d\). J Comput Appl Math 193:243–268
Sun HG, Zhang Y, Chen W, Reeves DM (2014) Use of a variable-index fractional-derivative model to capture transient dispersion in heterogeneous media. J Contam Hydrol 157:47–58
Sun HG, Zhang Y, Baleanu D, Chen W, Chen YQ (2018) A new collection of real world applications of fractional calculus in science and engineering. Commun Nonlinear Sci Numer Simul 64:213–231
Wang H, Basu TS (2012) A fast finite difference method for two-dimensional space-fractional diffusion equations. SIAM J Sci Comput 34(5):A2444–A2458
Wang H, Yang DP, Zhu SF (2015) A petrov-galerkin finite element method for variable-coefficient fractional diffusion equations. Comput Methods Appl Mech Eng 290:45–56
Wang Y, Yan Y, Hu Y (2019) Numerical methods for solving space fractional partial differential equations using hadamard finite-part integral approach. Commun Appl Math Comput 1:505–523
Yang Z, Liu Y, Nie F, Turner I (2020) An unstructured mesh finite difference/finite element method for the three-dimensional time-space fractional Bloch-Torrey equations on irregular domains. J Comput Phys 408:109284
Zhao X, Hu X, Cai W, Karniadakis GE (2017) Adaptive finite element method for fractional differential equations using hierarchial matrics. Comput Methods Appl Mech Eng 325:56–76
Zhao Y, Bu W, Zhao X, Tang Y (2017) Galerkin finite element method for two-dimensional space and time fractional Bloch-Torrey equation. J Comput Phys 350:117–135
Acknowledgements
Y. P. Lian acknowledges the support by the National Natural Science Foundation of China (NSFC) under grant No. 11972086.
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Chen, M., Luan, S. & Lian, Y. Fractional SUPG finite element formulation for multi-dimensional fractional advection diffusion equations. Comput Mech 67, 601–617 (2021). https://doi.org/10.1007/s00466-020-01951-w
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DOI: https://doi.org/10.1007/s00466-020-01951-w