Numerical Caputo Differentiation by Radial Basis Functions

被引:7
|
作者
Li, Ming [1 ]
Wang, Yujiao [1 ]
Ling, Leevan [2 ]
机构
[1] Taiyuan Univ Technol, Dept Math, Taiyuan, Peoples R China
[2] Hong Kong Baptist Univ, Dept Math, Kowloon Tong, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Fractional derivatives; Inverse problem; Convergence analysis; Noisy data; Regularization; FRACTIONAL DIFFUSION EQUATION; SPECTRAL METHOD; NOISY DATA; DERIVATIVES; REGULARIZATION;
D O I
10.1007/s10915-014-9857-6
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Previously, based on the method of (radial powers) radial basis functions, we proposed a procedure for approximating derivative values from one-dimensional scattered noisy data. In this work, we show that the same approach also allows us to approximate the values of (Caputo) fractional derivatives (for orders between 0 and 1). With either an a priori or a posteriori strategy of choosing the regularization parameter, our convergence analysis shows that the approximated fractional derivative values converge at the same rate as in the case of integer order 1.
引用
收藏
页码:300 / 315
页数:16
相关论文
共 50 条
  • [1] Numerical Caputo Differentiation by Radial Basis Functions
    Ming Li
    Yujiao Wang
    Leevan Ling
    [J]. Journal of Scientific Computing, 2015, 62 : 300 - 315
  • [2] Numerical differentiation by radial basis functions approximation
    Wei, T.
    Hon, Y. C.
    [J]. ADVANCES IN COMPUTATIONAL MATHEMATICS, 2007, 27 (03) : 247 - 272
  • [3] Numerical differentiation by radial basis functions approximation
    T. Wei
    Y. C. Hon
    [J]. Advances in Computational Mathematics, 2007, 27 : 247 - 272
  • [4] Numerical Cubature on Scattered Data by Radial Basis Functions
    A. Sommariva
    M. Vianello
    [J]. Computing, 2006, 76 : 295 - 310
  • [5] Numerical cubature on scattered data by radial basis functions
    Sommariva, A
    Vianello, M
    [J]. COMPUTING, 2006, 76 (3-4) : 295 - 310
  • [6] On the numerical solution of differential equations with radial basis functions
    Fasshauer, GE
    [J]. BOUNDARY ELEMENT TECHNOLOGY XIII: INCORPORATING COMPUTATIONAL METHODS AND TESTING FOR ENGINEERING INTEGRITY, 1999, 2 : 291 - 300
  • [7] Numerical Experiments on Optimal Shape Parameters for Radial Basis Functions
    Roque, C. M. C.
    Ferreira, A. J. M.
    [J]. NUMERICAL METHODS FOR PARTIAL DIFFERENTIAL EQUATIONS, 2010, 26 (03) : 675 - 689
  • [8] Pade Numerical Method for the Solution of PDE with Radial Basis Functions
    Li, Chunjing
    Gao, Min
    Wang, Minsi
    [J]. ADVANCES IN MATRIX THEORY AND ITS APPLICATIONS, VOL 1: PROCEEDINGS OF THE EIGHTH INTERNATIONAL CONFERENCE ON MATRIX THEORY AND ITS APPLICATIONS, 2008, : 111 - 114
  • [9] Numerical solutions of KdV equation using radial basis functions
    Dag, Idris
    Dereli, Yilmaz
    [J]. APPLIED MATHEMATICAL MODELLING, 2008, 32 (04) : 535 - 546
  • [10] Numerical solution of RLW equation using radial basis functions
    Dag, Idris
    Dereli, Yilmaz
    [J]. INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2010, 87 (01) : 63 - 76