Abstract
In this paper, Radial Basis Function (RBF) method for interpolating two dimensional functions with localized features defined on irregular domain is presented. RBF points located inside the domain and on its boundary are chosen such that they are the image of conformally mapped points on concentric circles on a unit disk. On the disk, a fast RBF solver to compute RBF coefficients developed by Karageorghis et al. (Appl. Numer. Math. 57(3):304–319, 2007) is used. Approximation values at desired points in the domain can be computed through the process of conformal transplantation. Some numerical experiments are given in a style of a tutorial and MATLAB code that solves RBF coefficients using up to 100,000 RBF points is provided.
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Amestoy, P.R., Enseeiht-Irit, Davis, T.A., Duff, I.S.: Algorithm 837: Amd, an approximate minimum degree ordering algorithm. ACM Trans. Math. Softw. 30(3), 381–388 (2004)
Banjai, L.: Eigenfrequencies of fractal drums. J. Comput. Appl. Math. 198(1), 1–18 (2007)
Beatson, R.K., Cherrie, J.B., Mouat, C.T.: Fast fitting of radial basis functions: methods based on preconditioned GMRES iteration. Adv. Comput. Math. 11(2–3), 253–270 (1999)
Buhmann, M.D.: Radial Basis Functions: Theory and Implementations. Cambridge Monographs on Applied and Computational Mathematics, vol. 12. Cambridge University Press, Cambridge (2003)
Buhmann, M.D., Dyn, N.: Spectral convergence of multiquadric interpolation. Proc. Edinb. Math. Soc. (2) 36(2), 319–333 (1993)
Casciola, G., Montefusco, L.B., Morigi, S.: The regularizing properties of anisotropic radial basis functions. Appl. Math. Comput. 190(2), 1050–1062 (2007)
Cheng, A.H.-D., Golberg, M.A., Kansa, E.J., Zammito, G.: Exponential convergence and h-c multiquadric collocation method for partial differential equations. Numer. Methods Partial Differ. Equ. 19(5), 571–594 (2003)
Driscoll, T.A.: Algorithm 843: improvements to the Schwarz-Christoffel toolbox for MATLAB. ACM Trans. Math. Softw. 31(2), 239–251 (2005)
Driscoll, T.A., Fornberg, B.: Interpolation in the limit of increasingly flat radial basis functions. Comput. Math. Appl. 43, 413–422 (2002)
Driscoll, T.A., Heryudono, A.R.H.: Adaptive residual subsampling methods for radial basis function interpolation and collocation problems. Comput. Math. Appl. 53, 927–939 (2007)
A Driscoll, T., Trefethen, L.N.: Schwarz-Christoffel Mapping. Cambridge Monographs on Applied and Computational Mathematics, vol. 8. Cambridge University Press, Cambridge (2002)
Fasshauer, G.E.: Meshfree Approximation Methods with MATLAB. Interdisciplinary Mathematical Sciences, vol. 6. World Scientific Publishing Co. Pte. Ltd., Hackensack (2007). With 1 CD-ROM (Windows, Macintosh and UNIX)
Faul, A.C., Goodsell, G., Powell, M.J.D.: A Krylov subspace algorithm for multiquadric interpolation in many dimensions. IMA J. Numer. Anal. 25(1), 1–24 (2005)
Fornberg, B.: A Practical Guide to Pseudospectral Methods. Cambridge Monographs on Applied and Computational Mathematics, vol. 1. Cambridge University Press, Cambridge (1996)
Fornberg, B., Larsson, E., Flyer, N.: Stable computations with Gaussian radial basis functions in 2-D. Uppsala University Technical Report, 2009
Fornberg, B., Piret, C.: A stable algorithm for flat radial basis functions on a sphere. SIAM J. Sci. Comput. 30(1), 60–80 (2007/2008)
Fornberg, B., Wright, G.: Stable computation of multiquadric interpolants for all values of the shape parameter. Comput. Math. Appl. 48(5–6), 853–867 (2004)
Fornberg, B., Zuev, J.: The Runge phenomenon and spatially variable shape parameters in RBF interpolation. Comput. Math. Appl. 54(3), 379–398 (2007)
Henrici, P.: Applied and Computational Complex Analysis. Wiley Classics Library, vol. 1. John Wiley & Sons Inc., New York (1988). Power series—integration—conformal mapping—location of zeros. Reprint of the 1974 original, A Wiley-Interscience Publication
Hesthaven, J., Gottlieb, S., Gottlieb, D.: Spectral Methods for Time-Dependent Problems. Cambridge University Press, Cambridge (2007)
Jung, J.-H., Durante, V.: An iteratively adaptive multiquardic radial basis function method for detection of local jump discontinuities. Appl. Numer. Math. 59, 1449–1466 (2009)
Jung, J.-H., Gottlieb, S., Kim, S.O.: Two-dimensional edge detection based on the adaptive iterative MQ-RBF method. Appl. Numer. Math. (submitted)
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(8/9), 147–161 (1990)
Karageorghis, A., Chen, C.S., Smyrlis, Y.-S.: A matrix decomposition RBF algorithm: approximation of functions and their derivatives. Appl. Numer. Math. 57(3), 304–319 (2007)
Larsson, E., Fornberg, B.: A numerical study of some radial basis function based solution methods for elliptic PDEs. Comput. Math. Appl. 46(5–6), 891–902 (2003)
Platte, R.B.: How fast do radial basis function interpolants of analytic functions converge? IMA J. Numer. Anal. (submitted)
Platte, R.B., Driscoll, T.A.: Polynomials and potential theory for Gaussian radial basis function interpolation. SIAM J. Numer. Anal. 43(2), 750–766 (2005) (electronic)
Roussos, G., Baxter, B.J.C.: Rapid evaluation of radial basis functions. J. Comput. Appl. Math. 180(1), 51–70 (2005)
Sarra, S.A.: Adaptive radial basis function methods for time dependent partial differential equations. Appl. Numer. Math. 54(1), 79–94 (2005)
Schaback, R.: Error estimates and condition numbers for radial basis function interpolation. Adv. Comput. Math. 3, 251–264 (1995)
Schaback, R.: Limit problems for interpolation by analytic radial basis functions. J. Comput. Appl. Math. 212, 127–149 (2008)
Trefethen, L.N.: Spectral Methods in MATLAB. Software, Environments, and Tools, vol. 10. SIAM, Philadelphia (2000)
Wendland, H.: Scattered Data Approximation. Cambridge Monographs on Applied and Computational Mathematics, vol. 17. Cambridge University Press, Cambridge (2005)
Yoon, J.: Spectral approximation orders of radial basis function interpolation on the Sobolev space. SIAM J. Math. Anal. 33(4), 946–958 (2001) (electronic)
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Heryudono, A.R.H., Driscoll, T.A. Radial Basis Function Interpolation on Irregular Domain through Conformal Transplantation. J Sci Comput 44, 286–300 (2010). https://doi.org/10.1007/s10915-010-9380-3
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DOI: https://doi.org/10.1007/s10915-010-9380-3