Abstract
In this work, we propose a new scheme based on numerical quadrature to calculate the two-parameter Mittag-Leffler function with discrete elliptic operator \(-{\mathcal {L}}_h\) as input. Except pure mathematical interest from approximation theory, our consideration also arises from solving sub-diffusion equations numerically with time-independent diffusion coefficient. We obtain the scheme by applying Gauss-Legendre quadrature rule for the integral representation of the Mittag-Leffler function. Rigorous error analysis is carried out which shows that the scheme converges exponentially with the increase of quadrature nodes. The computational cost of the algorithm is solving K sparse linear systems with K the number of quadrature nodes. It is worth to point out that the scheme is completely parallel which can save much time if the dimension of \({\mathcal {L}}_h\) is very large. Some numerical tests are provided to verify the efficiency and robustness of our scheme.
Similar content being viewed by others
References
Aceto, L., Novati, P.: Rational approximations to fractional powers of self-adjoint positive operators. Numerische Mathematik 143(1), 1–16 (2019)
Agarwal, R.P.: A propos d’une note de M. Pierre Humbert. CR Acad. Sci. Paris 236(21), 2031–2032 (1953)
Bonito, A., Pasciak, J.E.: Numerical approximation of fractional powers of elliptic operators. Math. Comput. 84(295), 2083–2110 (2015)
Boyd, J..P.: Chebyshev Fourier Spectral Methods. Courier Corporation, USA (2001)
Cheney, E.W.: Introduction to Approximation Theory. McGraw-Hill, NewYork (1966)
Concezzi, M., Spigler, R.: Some analytical and numerical properties of the Mittag-Leffler functions. Fract. Calc. Appl. Anal 18, 64–94 (2015)
Davis, P..J.: Interpolation and Approximation. Courier Corporation, USA (1975)
Garrappa, R.: https://www.mathworks.com/matlabcentral/fileexchange/48154-the-mittag-leffler-function, MATLAB Central File Exchange, Retrieved July 21 (2020)
Garrappa, R.: https://ww2.mathworks.cn/matlabcentral/fileexchange/66272-mittag-leffler-function-with-matrix-arguments?s_tid=srchtitle, MATLAB Central File Exchange, Dec. 29, (2019)
Garrappa, R.: Numerical evaluation of two and three parameter Mittag-Leffler functions. SIAM J. Numer. Anal. 53(3), 1350–1369 (2015)
Garrappa, R., Popolizio, M.: Generalized exponential time differencing methods for fractional order problems. Comput. Math. Appl. 62(3), 876–890 (2011)
Garrappa, R., Popolizio, M.: Evaluation of generalized Mittag-Leffler functions on the real line. Adv. Comput. Math. 39(1), 205–225 (2013)
Garrappa, R., Popolizio, M.: Computing the matrix Mittag-Leffler function with applications to fractional calculus. J. Sci. Comput. 77(1), 129–153 (2018)
Gorenflo, R., Kilbas, A.A., Mainardi, F., Rogosin, S.V., et al.: Mittag-Leffler Functions, Related Topics and Applications, vol. 2. Springer, Berlin (2014)
Gorenflo, R., Loutchko, J., Luchko, Y.: Computation of the Mittag-Leffler function \({E}_{\alpha , \beta }(z)\) and its derivative. In: Fract. Calc. Appl. Anal. Citeseer (2002)
Humbert, P.: Quelques résultats relatifs à la fonction de Mittag-Leffler. Comptes rendus hebdomadaires des seances de l academie des sciences 236(15), 1467–1468 (1953)
Humbert, P., Agarwal, R.P.: Sur la fonction de Mittag-Leffler et quelques-unes de ses généralisations. Bull. Sci. Math 77(2), 180–185 (1953)
Jin, B., Lazarov, R., Zhou, Z.: Error estimates for a semidiscrete finite element method for fractional order parabolic equations. SIAM J. Numer. Anal. 51(1), 445–466 (2013)
Jin, B., Lazarov, R., Zhou, Z.: Numerical methods for time-fractional diffusion with nonsmooth data: a concise overview. Comput. Methods Appl. Mech. Eng. 346, 332–358 (2019)
Lee, S.T., Pang, H.K., Sun, H.W.: Shift-invert Arnoldi approximation to the Toeplitz matrix exponential. SIAM J. Sci. Comput. 32(2), 774–792 (2010)
Lopez, L., Simoncini, V.: Analysis of projection methods for rational function approximation to the matrix exponential. SIAM J. Numer. Anal. 44(2), 613–635 (2006)
Metzler, R., Klafter, J.: The random walk’s guide to anomalous diffusion: a fractional dynamics approach. Phys. Rep. 339(1), 1–77 (2000)
Mittag-Leffler, G.M.: Sur la nouvelle fonction \({E}_\alpha (x)\). CR Acad. Sci. Paris 137(2), 554–558 (1903)
Mittag-Leffler, G..M.: Sopra la funzione \({E}_\alpha (x)\). Rend. Accad. Lincei, ser 5(13), 3–5 (1904)
Mittag-Leffler, G.M.: Sur la representation analytiqie d’une fonction monogene cinquieme note. Acta Math 29(1), 101–181 (1905)
Moret, I., Novati, P.: RD-rational approximations of the matrix exponential. BIT Numer. Math 44(3), 595–615 (2004)
Moret, I., Novati, P.: On the convergence of Krylov subspace methods for matrix Mittag-Leffler functions. SIAM J. Numer. Anal. 49(5), 2144–2164 (2011)
Paris, R.: Exponential asymptotics of the Mittag–Leffler function. Proceedings of the Royal Society of London. Series A: Math., Phys. Eng. Sci. 458(2028), 3041–3052 (2002)
Podlubny, I.: Fractional differential equations: an introduction to fractional derivatives, fractional differential equations to methods of their solution and some of their applications. Academic press, Amsterdam (1998)
Popolizio, M., Simoncini, V.: Acceleration techniques for approximating the matrix exponential operator. SIAM J. Matrix Anal. Appl. 30(2), 657–683 (2008)
Reddy, S.C., Weideman, J.: The accuracy of the Chebyshev differencing method for analytic functions. SIAM J. Numer. Anal 42(5), 2176–2187 (2005)
Seybold, H., Hilfer, R.: Numerical results for the generalized Mittag-Leffler function. Fract. Calculus Appl. Anal. 8(2), 127–139 (2005)
Seybold, H., Hilfer, R.: Numerical algorithm for calculating the generalized Mittag-Leffler function. SIAM J. Numer. Anal. 47(1), 69–88 (2008)
Trefethen, L.N.: Approximation theory and approximation practice, vol. 128. SIAM (2013)
Wiman, A.: Über den Fundamentalsatz in der Teorie der Funktionen \({E}_a (x)\). Acta Mathematica 29(1), 191–201 (1905)
Wiman, A.: Über die Nullstellen der Funktionen \({E}_a (x)\). Acta Mathematica 29, 217–234 (1905)
Wong, R., Zhao, Y.Q.: Exponential asymptotics of the Mittag-Leffler function. Constructive Approximation 18(3), (2002)
Zhang, Z.: Superconvergence points of polynomial spectral interpolation. SIAM J. Numer. Anal. 50(6), 2966–2985 (2012)
Zhao, X., Wang, L.L., Xie, Z.: Sharp error bounds for Jacobi expansions and Gegenbauer-Gauss quadrature of analytic functions. SIAM J. Numer. Anal 51(3), 1443–1469 (2013)
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
The work is supported in part by Grants NSFC 11871092 and NSAF U1930402, and the first author is supported by project founded by China Postdoctoral Science Foundation(2020M682895).
Rights and permissions
About this article
Cite this article
Duan, B., Zhang, Z. A Rational Approximation Scheme for Computing Mittag-Leffler Function with Discrete Elliptic Operator as Input. J Sci Comput 87, 75 (2021). https://doi.org/10.1007/s10915-021-01495-y
Received:
Revised:
Accepted:
Published:
DOI: https://doi.org/10.1007/s10915-021-01495-y
Keywords
- Rational approximation
- Two-parameter Mittag-Leffler function
- Discrete elliptic operator
- Sub-diffusion equations