THE DIRECT RADIAL BASIS FUNCTION PARTITION OF UNITY (D-RBF-PU) METHOD FOR SOLVING PDEs

被引:38
作者
Mirzaei, Davoud [1 ]
机构
[1] Univ Isfahan, Fac Math & Stat, Dept Appl Math & Comp Sci, Esfahan 8174673441, Iran
基金
美国国家科学基金会;
关键词
radial basis functions; partition of unity; RBF-FD; partial differential equations; FINITE-DIFFERENCE; STABLE COMPUTATIONS; INTERPOLATION; FD; DISCRETIZATIONS; STABILITY;
D O I
10.1137/19M128911X
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, a new localized radial basis function (RBF) method based on partition of unity (PU) is proposed for solving boundary and initial-boundary value problems. The new method benefits from a direct discretization approach and is called the "direct RBF partition of unity (D-RBF-PU)" method. Thanks to avoiding all derivatives of PU weight functions as well as all lower derivatives of local approximants, the new method is faster and simpler than the standard RBF-PU method. Besides, the discontinuous PU weight functions can now be utilized to develop the method in a more efficient and less expensive way. Alternatively, the new method is an RBF-generated finite difference (RBF-FD) method in a PU setting which is much faster and in some situations more accurate than the original RBF-FD. The polyharmonic splines are used for local approximations, and the error and stability issues are considered. Some numerical experiments on irregular two- and three-dimensional domains, as well as cost comparison tests, are performed to support the theoretical analysis and to show the efficiency of the new method.
引用
收藏
页码:A54 / A83
页数:30
相关论文
共 50 条
  • [11] De Rossi A., 2016, DOLOMIT RES NOTES AP, V9, P3
  • [12] Fasshauer GE, 2007, Interdiscip. Math. Sci., V6
  • [13] Enhancing finite differences with radial basis functions: Experiments on the Navier-Stokes equations
    Flyer, Natasha
    Barnett, Gregory A.
    Wicker, Louis J.
    [J]. JOURNAL OF COMPUTATIONAL PHYSICS, 2016, 316 : 39 - 62
  • [14] A guide to RBF-generated finite differences for nonlinear transport: Shallow water simulations on a sphere
    Flyer, Natasha
    Lehto, Erik
    Blaise, Sebastien
    Wright, Grady B.
    St-Cyr, Amik
    [J]. JOURNAL OF COMPUTATIONAL PHYSICS, 2012, 231 (11) : 4078 - 4095
  • [15] Stable computation of multiquadric interpolants for all values of the shape parameter
    Fornberg, B
    Wright, G
    [J]. COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2004, 48 (5-6) : 853 - 867
  • [16] A stable algorithm for flat radial basis functions on a sphere
    Fornberg, Bengt
    Piret, Cecile
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2007, 30 (01) : 60 - 80
  • [17] Solving PDEs with radial basis functions
    Fornberg, Bengt
    Flyer, Natasha
    [J]. ACTA NUMERICA, 2015, 24 : 215 - 258
  • [18] Stable calculation of Gaussian-based RBF-FD stencils
    Fornberg, Bengt
    Lehto, Erik
    Powell, Collin
    [J]. COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2013, 65 (04) : 627 - 637
  • [19] STABLE COMPUTATIONS WITH GAUSSIAN RADIAL BASIS FUNCTIONS
    Fornberg, Bengt
    Larsson, Elisabeth
    Flyer, Natasha
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2011, 33 (02) : 869 - 892
  • [20] Stabilization of RBF-generated finite difference methods for convective PDEs
    Fornberg, Bengt
    Lehto, Erik
    [J]. JOURNAL OF COMPUTATIONAL PHYSICS, 2011, 230 (06) : 2270 - 2285