Skip to main content
Log in

A local RBFs-based DQ approximation for Riesz fractional derivatives and its applications

  • Original Paper
  • Published:
Numerical Algorithms Aims and scope Submit manuscript

Abstract

The mathematical models built based on space-fractional derivatives adequately describe the phenomena incorporating spatial heterogeneity, but their numerical simulation on general domains remains a difficult issue. In this study, we develop a local differential quadrature (DQ) formula based on radial basis functions (RBFs) to discretize Riesz fractional derivatives, which is defined by the functional values at the nodes located in the subdomain around the discrete node. The proposed formula overcomes the drawback of ill-conditioning associated with the global DQ method and enables us to approximate the fractional derivatives on irregular domain with high flexibility and good accuracy. Applying this local DQ formula in space and using weighted average (WA), predictor-corrector (PC) difference schemes in time, we then construct two linearized local RBFs-based DQ schemes for the two-dimensional nonlinear Riesz space-fractional advection-diffusion equations (ADEs). The validity of this local DQ formula is confirmed by numerical results. The feasibility and capability of both local RBFs-based DQ schemes are authenticated by the illustrative tests on some irregular domains and the numerical simulation of Gaussian pulse propagation.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13
Fig. 14
Fig. 15
Fig. 16
Fig. 17
Fig. 18

Similar content being viewed by others

References

  1. Bellman, R., Casti, J.: Differential quadrature and long-term integration. J. Math. Anal. Appl. 34(2), 235–238 (1971)

    Article  MathSciNet  MATH  Google Scholar 

  2. Belytschko, T., Krongauz, Y., Organ, D., Fleming, M., Krysl, P.: Meshless methods: An overview and recent developments. Comput. Method. Appl. M. 139, 3–47 (1996)

    Article  MATH  Google Scholar 

  3. Bueno-Orovio, A., Kay, D., Burrage, K.: Fourier spectral methods for fractional-in-space reaction-diffusion equations. BIT 59, 937–954 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  4. Çelik, C., Duman, M.: Crank-Nicolson, method for the fractional diffusion equation with the Riesz fractional derivative. J. Comput. Phys. 231(4), 1743–1750 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  5. Chantasiriwan, S.: Multiquadric collocation method for time-dependent heat conduction problems with temperature-dependent thermal properties. J. Heat Transfer. 129(2), 109–113 (2007)

    Article  Google Scholar 

  6. Chen, S., Liu, F., Turner, I., Anh, V.: A fast numerical method for two-dimensional Riesz space fractional diffusion equations on a convex bounded region. Appl. Numer. Math. 134, 66–80 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  7. Cheng, R.J., Sun, F.X., Wang, J.F.: Meshless analysis of two-dimensional two-sided space-fractional wave equation based on improved moving least-squares approximation. Int. J. Comput. Math. 95(3), 540–560 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  8. Cheng, X., Duan, J., Li, D.: A novel compact ADI scheme for two-dimensional Riesz space fractional nonlinear reaction-diffusion equations. Appl. Math. Comput. 346, 452–464 (2019)

    MathSciNet  MATH  Google Scholar 

  9. Dehghan, M., Abbaszadeh, M.: A combination of proper orthogonal decomposition–discrete empirical interpolation method (POD–DEIM) and meshless local RBF-DQ approach for prevention of groundwater contamination. Comput. Math. Appl. 75(4), 1390–1412 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  10. Dehghan, M., Abbaszadeh, M.: Solution of multi-dimensional Klein–Gordon–Zakharov and schrödinger/gross–pitaevskii equations via local radial basis functions–differential quadrature (RBF–DQ) technique on non-rectangular computational domains. Eng. Anal. Bound. Elem. 92, 156–170 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  11. Dehghan, M., Abbaszadeh, M.: An upwind local radial basis functions-differential quadrature (RBF-DQ) method with proper orthogonal decomposition (POD) approach for solving compressible euler equation. Eng. Anal. Bound. Elem. 92, 244–256 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  12. Dehghan, M., Mohammadi, V.: The numerical solution of Cahn-Hilliard (CH), equation in one, two and three-dimensions via globally radial basis functions (GRBFs) and RBFs-differential quadrature (RBFs-DQ) methods. Eng. Anal. Bound. Elem. 51, 74–100 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  13. Dehghan, M., Nikpour, A.: Numerical solution of the system of second-order boundary value problems using the local radial basis functions based differential quadrature collocation method. Appl. Math. Model. 37 (18-19), 8578–8599 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  14. Deng, W.H.: Finite element method for the space and time fractional Fokker-Planck equation. SIAM J. Numer. Anal. 47, 204–226 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  15. Dereli, Y.: Solitary wave solutions of the MRLW equation using radial basis functions. Numer. Meth. Part. D. E. 28(1), 235–247 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  16. Engheta, N.: On fractional calculus and fractional multipoles in electromagnetism. IEEE T. Antenn. Propag. AP-444, 554–566 (1996)

    Article  MathSciNet  MATH  Google Scholar 

  17. Ervin, V.J., Roop, J.P.: Variational formulation for the stationary fractional advection dispersion equation. Numer. Meth. Part. D. E. 22, 558–576 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  18. Ervin, V.J., Roop, J.P.: Variational solution of fractional advection dispersion equations on bounded domains in \(\mathbb {R}^{d}\). Numer. Meth. Part. D. E. 23(2), 256–281 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  19. Fan, W.P., Jiang, X.Y., Liu, F.W., Anh, V.: The unstructured mesh finite element method for the two-dimensional multi-term time-space fractional diffusion-wave equation on an irregular convex domain. J. Sci. Comput. 77(1), 27–52 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  20. Fan, Z.B.: Existence and regularity of solutions for evolution equations with Riemann–Liouville fractional derivatives. Indagat. Math. 25(3), 516–524 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  21. Feng, L., Liu, F., Turner, I., Yang, Q., Zhuang, P.: Unstructured mesh finite difference/finite element method for the 2D time-space Riesz fractional diffusion equation on irregular convex domains. Appl. Math. Model. 59, 441–463 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  22. Fu, H.F., Sun, Y.N., Wang, H., Zheng, X.C.: Stability and convergence of a Crank-Nicolson finite volume method for space fractional diffusion equations. Appl. Numer. Math. 139, 38–51 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  23. Gorenflo, R., Mainardi, F., Moretti, D., Pagnini, G., Paradisi, P.: Discrete random walk models for space-time fractional diffusion. Chem. Phys. 284, 521–541 (2002)

    Article  MATH  Google Scholar 

  24. Jin, B., Lazarov, R., Zhou, Z.: A Petrov-Galerkin finite element method for fractional convection-diffusion equations. SIAM J. Numer. Anal. 54(1), 481–503 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  25. Kalita, J.C., Dalal, D.C., Dass, A.K.: A class of higher order compact schemes for the unsteady two-dimensional convection-diffusion equation with variable convection coefficients. Int. J. Numer. Methods Fluids 38(12), 1111–1131 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  26. Kansa, E.J.: Multiquadrics–A scattered data approximation scheme with applications to computational fluid-dynamics–I surface approximations and partial derivative estimates. Comput. Math. Appl. 79, 127–145 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  27. Kansa, E.J.: Multiquadrics–A scattered data approximation scheme with applications to computational fluid-dynamics–II solutions to parabolic, hyperbolic and elliptic partial differential equations. Comput. Math. Appl. 19(89), 147–161 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  28. Li, J., Liu, F., Feng, L., Turner, I.: A novel finite volume method for the Riesz space distributed-order advection-diffusion equation. Appl. Math. Model. 46, 536–553 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  29. Lin, Z., Liu, F.W., Wang, D.D., Gu, Y.T.: Reproducing kernel particle method for two-dimensional time-space fractional diffusion equations in irregular domains. Eng. Anal. Bound. Elem. 97, 131–143 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  30. Liu, F.W., Zhuang, P.H., Turner, I., Anh, V., Burrage, K.: A semi-alternating direction method for a 2-D fractional FitzHugh-Nagumo monodomain model on an approximate irregular domain. J. Comput. Phys. 293, 252–263 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  31. Liu, G.R., Gu, Y.T.: An Introduction to Meshfree Methods and Their Programming. Springer, Berlin (2005)

    Google Scholar 

  32. Liu, Y.M., Yan, Y.B., Khan, M.: Discontinuous Galerkin time stepping method for solving linear space fractional partial differential equations. Appl. Numer. Math. 115, 200–213 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  33. Meerschaert, M.M., Scheffler, H.P., Tadjeran, C.: Finite difference methods for two-dimensional fractional dispersion equation. J. Comput. Phys. 211, 249–261 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  34. Meerschaert, M.M., Tadjeran, C.: Finite difference approximations for fractional advection-dispersion flow equations. J. Comput. Appl. Math. 172, 65–77 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  35. Mohammadi, V., Dehghan, M., De Marchi, S.: Numerical simulation of a prostate tumor growth model by the RBF-FD scheme and a semi-implicit time discretization. J. Comput. Appl. Math. 388(113), 314 (2021)

    MathSciNet  MATH  Google Scholar 

  36. Nemati, S., Lima, P.M., Sedaghat, S.: Legendre wavelet collocation method combined with the Gauss-Jacobi quadrature for solving fractional delay-type integro-differential equations. Appl. Numer. Math. 149, 99–112 (2020)

    Article  MathSciNet  MATH  Google Scholar 

  37. Nie, N., Huang, J., Wang, W., Tang, Y.: Solving spatial-fractional partial differential diffusion equations by spectral method. J. Stat. Comput. Simul. 84(6), 1173–1189 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  38. Nikan, O., Avazzadeh, Z., Tenreiro Machado, J.A.: Numerical investigation of fractional nonlinear sine-Gordon and Klein-Gordon models arising in relativistic quantum mechanics. Eng. Anal. Bound. Elem. 120, 223–237 (2020)

    Article  MathSciNet  MATH  Google Scholar 

  39. Nikan, O., Tenreiro Machado, J.A., Avazzadeh, Z., Jafari, H.: Numerical evaluation of fractional Tricomi-type model arising from physical problems of gas dynamics. J. Adv. Res. 25, 205–216 (2020)

    Article  Google Scholar 

  40. Nikan, O., Tenreiro Machado, J.A., Golbabai, A.: Numerical solution of time-fractional fourth-order reaction-diffusion model arising in composite environments. Appl. Math. Model. 89, 819–836 (2021)

    Article  MathSciNet  MATH  Google Scholar 

  41. Nikan, O., Tenreiro Machado, J.A., Golbabai, A., Rashidinia, J.: Numerical evaluation of the fractional Klein–Kramers model arising in molecular dynamics. J. Comput. Phys. 428(109), 983 (2021)

    MathSciNet  Google Scholar 

  42. Otárola, E., Salgado, A.J.: Regularity of solutions to space–time fractional wave equations: a PDE approach. Fract. Calc. Appl. Anal. 21(5), 1262–1293 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  43. Pang, G.F., Chen, W., Fu, Z.J.: Space-fractional advection-dispersion equations by the Kansa method. J. Comput. Phys. 293, 280–296 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  44. Pang, H.K., Sun, H.W.: Fourth order finite difference schemes for time-space fractional sub-diffusion equations. Comput. Math. Appl. 71 (6), 1287–1302 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  45. Peaceman, D.W., Rachford, Jr., H.H.: The numerical solution of parabolic and elliptic differential equations. J. Soc. Ind. Appl. Math. 3(1), 28–41 (1955)

  46. Qin, S.L., Liu, F.W., Turner, I.: A 2D multi-term time and space fractional Bloch-Torrey model based on bilinear rectangular finite elements. Commun. Nonlinear. Sci. 56, 270–286 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  47. Sarra, S.A.: A local radial basis function method for advection–diffusion–reaction equations on complexly shaped domains. Appl. Math. Comput. 218(19), 9853–9865 (2012)

    MathSciNet  MATH  Google Scholar 

  48. Shu, C.: Differential Quadrature and Its Application in Engineering. Springer, London (2000)

    Book  MATH  Google Scholar 

  49. Shu, C., Ding, H., Yeo, K.S.: Solution of partial differential equations by a global radial basis function-based differential quadrature method. Eng. Anal. Bound. Elem. 28(10), 1217–1226 (2004)

    Article  MATH  Google Scholar 

  50. Simmons, A., Yang, Q.Q., Moroney, T.: A finite volume method for two-sided fractional diffusion equations on non-uniform meshes. J. Comput. Phys. 335, 747–759 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  51. Song, F., Xu, C.: Spectral direction splitting methods for two-dimensional space fractional diffusion equations. J. Comput. Phys. 299, 196–214 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  52. Sousa, E., Li, C.: A weighted finite difference method for the fractional diffusion equation based on the Riemann-Liouville derivative. Appl. Numer. Math. 90, 22–37 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  53. Tian, W.Y., Zhou, H., Deng, W.H.: A class of second order difference approximations for solving space fractional diffusion equations. Math. Comput. 84(294), 1703–1727 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  54. Tian, Z.F., Ge, Y.B.: A fourth-order compact ADI method for solving two-dimensional unsteady convection-diffusion problems. J. Comput. Appl. Math. 198(1), 268–286 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  55. Trong, D.D., Dien, N.M., Viet, T.Q.: Global solution of space-fractional diffusion equations with nonlinear reaction source terms. Appl. Anal. 99(15), 2709–2739 (2020)

    Article  MathSciNet  MATH  Google Scholar 

  56. Wang, H., Basu, T.S.: A fast finite difference method for two-dimensional space-fractional diffusion equations. SIAM J. Sci. Comput. 34(5), A2444–A2458 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  57. Wang, H., Yang, D.: Wellposedness of neumann boundary-value problems of space-fractional differential equations. Fract. Calc. Appl. Anal. 20(6), 1356–1381 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  58. Wang, S.Q., Yuan, J.Y., Deng, W.H., Wu, Y.J.: A hybridized discontinuous Galerkin method for 2D fractional convection-diffusion equations. J. Sci. Comput. 68(2), 826–847 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  59. Xing, Z.Y., Wen, L.P.: Numerical analysis and fast implementation of a fourth-order difference scheme for two-dimensional space-fractional diffusion equations. Appl. Math. Comput. 346, 155–166 (2019)

    MathSciNet  MATH  Google Scholar 

  60. Yan, Z.Z., Wei, C.Q., Zhang, C.Z.: Band structures of elastic SH waves in nanoscale multi-layered functionally graded phononic crystals with/without nonlocal interface imperfections by using a local RBF collocation method. Acta Mech. Solida Sin. 30(4), 390–403 (2017)

    Article  Google Scholar 

  61. Zhang, Y., Shao, K.R., Guo, Y.G., Zhu, J.G., Xie, D.X., Lavers, J.D.: An improved multiquadric collocation method for 3-D electromagnetic problems. IEEE Conf. Electromagn. Field Comput. 43(4), 1509–1512 (2007)

    Google Scholar 

  62. Zhu, X.G., Nie, Y.F., Wang, J.G., Yuan, Z.B.: A numerical approach for the Riesz space-fractional Fisher’equation in two-dimensions. Int. J. Comput. Math. 94(2), 296–315 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  63. Zhu, X.G., Nie, Y.F., Zhang, W.W.: An efficient differential quadrature method for fractional advection-diffusion equation. Nonlinear Dyn. 90, 1807–1827 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  64. Zhu, X.G., Yuan, Z.B., Liu, F., Nie, Y.F.: Differential quadrature method for space-fractional diffusion equations on 2D irregular domains. Numer. Algor. 79, 853–877 (2018)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgements

The authors express sincere thanks to the anonymous referees and editors for their valuable comments.

Funding

This research was supported by the Natural Science Foundation of Hunan Province of China (Nos. 2020JJ5514 and 2020JJ4554), and the Scientific Research Funds of Hunan Provincial Education Department (Nos. 19C1643, 19C1668 and 19B509).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Xiaogang Zhu.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhu, X., Li, J. & Zhang, Y. A local RBFs-based DQ approximation for Riesz fractional derivatives and its applications. Numer Algor 90, 159–196 (2022). https://doi.org/10.1007/s11075-021-01183-w

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11075-021-01183-w

Keywords

Mathematics Subject Classification (2010)

Navigation