Faster fast evaluation of thin plate splines in two dimensions
A new method for fast evaluation of thin plate splines in two dimensions is presented. The paper first develops exponential approximations to thin plate splines. These are the analytical basis for an improved fast multipole evaluator. Analytic error bounds are supplemented by offline parallel numeri...
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| Veröffentlicht in: | Journal of computational and applied mathematics Jg. 261; S. 201 - 212 |
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| Hauptverfasser: | , , |
| Format: | Journal Article |
| Sprache: | Englisch |
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Elsevier B.V
01.05.2014
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| ISSN: | 0377-0427, 1879-1778 |
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| Abstract | A new method for fast evaluation of thin plate splines in two dimensions is presented. The paper first develops exponential approximations to thin plate splines. These are the analytical basis for an improved fast multipole evaluator. Analytic error bounds are supplemented by offline parallel numerical computation of the underlying error constants. These error constants enable adaptive selection of series lengths as a function of the weights associated with a source panel, and the desired accuracy. Numerical comparisons with a competing algorithm show that the new method is significantly faster when moderate to high precision is required. |
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| AbstractList | A new method for fast evaluation of thin plate splines in two dimensions is presented. The paper first develops exponential approximations to thin plate splines. These are the analytical basis for an improved fast multipole evaluator. Analytic error bounds are supplemented by offline parallel numerical computation of the underlying error constants. These error constants enable adaptive selection of series lengths as a function of the weights associated with a source panel, and the desired accuracy. Numerical comparisons with a competing algorithm show that the new method is significantly faster when moderate to high precision is required. |
| Author | Ong, W.E. Beatson, R.K. Rychkov, I. |
| Author_xml | – sequence: 1 givenname: R.K. surname: Beatson fullname: Beatson, R.K. email: rick.beatson@canterbury.ac.nz organization: Department of Mathematics and Statistics, University of Canterbury, Private Bag 8020, Christchurch, New Zealand – sequence: 2 givenname: W.E. surname: Ong fullname: Ong, W.E. email: weneng@usm.my organization: School of Mathematical Sciences, Universiti Sains Malaysia, 11800 USM Penang, Malaysia – sequence: 3 givenname: I. surname: Rychkov fullname: Rychkov, I. email: igor.rychkov@canterbury.ac.nz organization: Department of Mathematics and Statistics, University of Canterbury, Private Bag 8020, Christchurch, New Zealand |
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| Cites_doi | 10.1016/0898-1221(92)90167-G 10.1137/S1064827596310779 10.1137/S106482759630989X 10.1137/S1064827502400984 10.1007/s00211-004-0538-5 |
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| References | D. Potts, et al. Fast summation based on NFFT. Yarvin, Rokhlin (br000040) 1998; 20 Wendland (br000010) 2005 1996. Beatson, Newsam (br000005) 1992; 24 Potts, Steidl (br000020) 2003; 24 Hrycak, Rokhlin (br000015) 1998; 19 Boas (br000050) 1954 Potts, Steidl, Nieslony (br000025) 2004; 98 2006. N. Yarvin, V. Rokhlin, Generalized Gaussian quadratures. Beatson, Greengard (br000035) 1997 Hrycak (10.1016/j.cam.2013.11.005_br000015) 1998; 19 Beatson (10.1016/j.cam.2013.11.005_br000005) 1992; 24 10.1016/j.cam.2013.11.005_br000045 Boas (10.1016/j.cam.2013.11.005_br000050) 1954 Yarvin (10.1016/j.cam.2013.11.005_br000040) 1998; 20 Wendland (10.1016/j.cam.2013.11.005_br000010) 2005 10.1016/j.cam.2013.11.005_br000030 Potts (10.1016/j.cam.2013.11.005_br000025) 2004; 98 Potts (10.1016/j.cam.2013.11.005_br000020) 2003; 24 Beatson (10.1016/j.cam.2013.11.005_br000035) 1997 |
| References_xml | – volume: 19 start-page: 1804 year: 1998 end-page: 1826 ident: br000015 article-title: An improved fast multipole algorithm for potential fields publication-title: SIAM J. Sci. Comput. – year: 2005 ident: br000010 article-title: Scattered Data Approximation – reference: , 2006. – start-page: 1 year: 1997 end-page: 37 ident: br000035 article-title: A short course on fast multiple methods publication-title: Multilevel Methods Elliptic PDEs Wavelets – volume: 24 start-page: 2013 year: 2003 end-page: 2037 ident: br000020 article-title: Fast summation at nonequispaced knots by NFFT publication-title: SIAM J. Sci. Comput. – volume: 24 start-page: 7 year: 1992 end-page: 19 ident: br000005 article-title: Fast evaluation of radial basis functions, I publication-title: Comput. Math. Appl. – volume: 98 start-page: 329 year: 2004 end-page: 351 ident: br000025 article-title: Fast convolution with radial kernels at nonequispaced knots publication-title: Numer. Math. – volume: 20 start-page: 699 year: 1998 end-page: 718 ident: br000040 article-title: Generalized Gaussian quadratures and singular value decomposition of integral operators publication-title: SIAM J. Sci. Comput. – reference: D. Potts, et al. Fast summation based on NFFT. – reference: N. Yarvin, V. Rokhlin, Generalized Gaussian quadratures. – year: 1954 ident: br000050 article-title: Entire Functions – reference: , 1996. – volume: 24 start-page: 7 year: 1992 ident: 10.1016/j.cam.2013.11.005_br000005 article-title: Fast evaluation of radial basis functions, I publication-title: Comput. Math. Appl. doi: 10.1016/0898-1221(92)90167-G – year: 1954 ident: 10.1016/j.cam.2013.11.005_br000050 – volume: 20 start-page: 699 year: 1998 ident: 10.1016/j.cam.2013.11.005_br000040 article-title: Generalized Gaussian quadratures and singular value decomposition of integral operators publication-title: SIAM J. Sci. Comput. doi: 10.1137/S1064827596310779 – ident: 10.1016/j.cam.2013.11.005_br000045 – volume: 19 start-page: 1804 year: 1998 ident: 10.1016/j.cam.2013.11.005_br000015 article-title: An improved fast multipole algorithm for potential fields publication-title: SIAM J. Sci. Comput. doi: 10.1137/S106482759630989X – volume: 24 start-page: 2013 issue: 6 year: 2003 ident: 10.1016/j.cam.2013.11.005_br000020 article-title: Fast summation at nonequispaced knots by NFFT publication-title: SIAM J. Sci. Comput. doi: 10.1137/S1064827502400984 – ident: 10.1016/j.cam.2013.11.005_br000030 – volume: 98 start-page: 329 year: 2004 ident: 10.1016/j.cam.2013.11.005_br000025 article-title: Fast convolution with radial kernels at nonequispaced knots publication-title: Numer. Math. doi: 10.1007/s00211-004-0538-5 – year: 2005 ident: 10.1016/j.cam.2013.11.005_br000010 – start-page: 1 year: 1997 ident: 10.1016/j.cam.2013.11.005_br000035 article-title: A short course on fast multiple methods publication-title: Multilevel Methods Elliptic PDEs Wavelets |
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| Title | Faster fast evaluation of thin plate splines in two dimensions |
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