Skip to main content
Erschienen in: BIT Numerical Mathematics 2/2020

Open Access 19.11.2019

Jumping with variably scaled discontinuous kernels (VSDKs)

verfasst von: S. De Marchi, F. Marchetti, E. Perracchione

Erschienen in: BIT Numerical Mathematics | Ausgabe 2/2020

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this paper we address the problem of approximating functions with discontinuities via kernel-based methods. The main result is the construction of discontinuous kernel-based basis functions. The linear spaces spanned by these discontinuous kernels lead to a very flexible tool which sensibly or completely reduces the well-known Gibbs phenomenon in reconstructing functions with jumps. For the new basis we provide error bounds and numerical results that support our claims. The method is also effectively tested for approximating satellite images.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Bozzini, M., Lenarduzzi, L., Rossini, M., Schaback, R.: Interpolation with variably scaled kernels. IMA J. Numer. Anal. 35, 199–219 (2015)MathSciNetCrossRef Bozzini, M., Lenarduzzi, L., Rossini, M., Schaback, R.: Interpolation with variably scaled kernels. IMA J. Numer. Anal. 35, 199–219 (2015)MathSciNetCrossRef
2.
Zurück zum Zitat Canny, J.F.: A computational approach to edge detection. IEEE TPAMI 8, 34–43 (1986) Canny, J.F.: A computational approach to edge detection. IEEE TPAMI 8, 34–43 (1986)
3.
Zurück zum Zitat Cavoretto, R., De Rossi, A.: A trivariate interpolation algorithm using a cube-partition searching procedure. SIAM J. Sci. Comput. 37, A1891–A1908 (2015)MathSciNetCrossRef Cavoretto, R., De Rossi, A.: A trivariate interpolation algorithm using a cube-partition searching procedure. SIAM J. Sci. Comput. 37, A1891–A1908 (2015)MathSciNetCrossRef
4.
Zurück zum Zitat Cavoretto, R., De Marchi, S., De Rossi, A., Perracchione, E., Santin, G.: Partition of unity interpolation using stable kernel-based techniques. Appl. Numer. Math. 116, 95–107 (2017)MathSciNetCrossRef Cavoretto, R., De Marchi, S., De Rossi, A., Perracchione, E., Santin, G.: Partition of unity interpolation using stable kernel-based techniques. Appl. Numer. Math. 116, 95–107 (2017)MathSciNetCrossRef
5.
Zurück zum Zitat De Marchi, S.: On optimal center locations for radial basis function interpolation: computational aspects. Rend. Sem. Mat. Univ. Pol. Torino 61, 343–358 (2003)MathSciNetMATH De Marchi, S.: On optimal center locations for radial basis function interpolation: computational aspects. Rend. Sem. Mat. Univ. Pol. Torino 61, 343–358 (2003)MathSciNetMATH
6.
Zurück zum Zitat De Marchi, S., Erb, W., Marchetti, F.: Spectral filtering for the reduction of the Gibbs phenomenon for polynomial approximation methods on Lissajous curves with applications in MPI. Dolomit. Res. Notes Approx. 10, 128–137 (2017)MathSciNetMATH De Marchi, S., Erb, W., Marchetti, F.: Spectral filtering for the reduction of the Gibbs phenomenon for polynomial approximation methods on Lissajous curves with applications in MPI. Dolomit. Res. Notes Approx. 10, 128–137 (2017)MathSciNetMATH
7.
Zurück zum Zitat De Marchi, S., Erb, W., Marchetti, F., Perracchione, E., Rossini, M.: Shape-driven interpolation with discontinuous kernels: error analysis, edge extraction and applications in magnetic particle imaging (preprint) (2019) De Marchi, S., Erb, W., Marchetti, F., Perracchione, E., Rossini, M.: Shape-driven interpolation with discontinuous kernels: error analysis, edge extraction and applications in magnetic particle imaging (preprint) (2019)
8.
Zurück zum Zitat De Marchi, S., Marchetti, F., Perracchione, E., Poggiali, D.: Polynomial interpolation via mapped bases without resampling. J. Comput. Appl. Math. 364, 112347 (2020)MathSciNetCrossRef De Marchi, S., Marchetti, F., Perracchione, E., Poggiali, D.: Polynomial interpolation via mapped bases without resampling. J. Comput. Appl. Math. 364, 112347 (2020)MathSciNetCrossRef
9.
Zurück zum Zitat De Marchi, S., Martínez, A., Perracchione, E.: Fast and stable rational RBF-based partition of unity interpolation. J. Comput. Appl. Math. 349, 331–343 (2019)MathSciNetCrossRef De Marchi, S., Martínez, A., Perracchione, E.: Fast and stable rational RBF-based partition of unity interpolation. J. Comput. Appl. Math. 349, 331–343 (2019)MathSciNetCrossRef
10.
Zurück zum Zitat De Marchi, S., Santin, G.: Fast computation of orthonormal basis for RBF spaces through Krylov space methods. BIT 55, 949–966 (2015)MathSciNetCrossRef De Marchi, S., Santin, G.: Fast computation of orthonormal basis for RBF spaces through Krylov space methods. BIT 55, 949–966 (2015)MathSciNetCrossRef
11.
Zurück zum Zitat De Marchi, S., Schaback, R., Wendland, H.: Near-optimal data-independent point locations for radial basis function interpolation. Adv. Comput. Math. 23, 317–330 (2005)MathSciNetCrossRef De Marchi, S., Schaback, R., Wendland, H.: Near-optimal data-independent point locations for radial basis function interpolation. Adv. Comput. Math. 23, 317–330 (2005)MathSciNetCrossRef
12.
Zurück zum Zitat Entekhabi, D., et al.: SMAP Handbook-Soil Moisture Active Passive s.l. JPL Publication, Pasadena (2014) Entekhabi, D., et al.: SMAP Handbook-Soil Moisture Active Passive s.l. JPL Publication, Pasadena (2014)
13.
Zurück zum Zitat Fasshauer, G.E., McCourt, M.J.: Kernel-Based Approximation Methods Using Matlab. World Scientific, Singapore (2015)CrossRef Fasshauer, G.E., McCourt, M.J.: Kernel-Based Approximation Methods Using Matlab. World Scientific, Singapore (2015)CrossRef
14.
Zurück zum Zitat Fasshauer, G.E.: Meshfree Approximations Methods with Matlab. World Scientific, Singapore (2007)CrossRef Fasshauer, G.E.: Meshfree Approximations Methods with Matlab. World Scientific, Singapore (2007)CrossRef
15.
Zurück zum Zitat Fornberg, B., Flyer, N.: The Gibbs Phenomenon in Various Representations and Applications, Chapter The Gibbs Phenomenon for Radial Basis Functions. Sampling Publishing, Potsdam (2008) Fornberg, B., Flyer, N.: The Gibbs Phenomenon in Various Representations and Applications, Chapter The Gibbs Phenomenon for Radial Basis Functions. Sampling Publishing, Potsdam (2008)
16.
Zurück zum Zitat Fornberg, B., Larsson, E., Flyer, N.: Stable computations with Gaussian radial basis functions. SIAM J. Sci. Comput. 33, 869–892 (2011)MathSciNetCrossRef Fornberg, B., Larsson, E., Flyer, N.: Stable computations with Gaussian radial basis functions. SIAM J. Sci. Comput. 33, 869–892 (2011)MathSciNetCrossRef
17.
Zurück zum Zitat Fornberg, B., Wright, G.: Stable computation of multiquadric interpolants for all values of the shape parameter. Comput. Math. Appl. 48, 853–867 (2004)MathSciNetCrossRef Fornberg, B., Wright, G.: Stable computation of multiquadric interpolants for all values of the shape parameter. Comput. Math. Appl. 48, 853–867 (2004)MathSciNetCrossRef
18.
19.
Zurück zum Zitat Jakobsson, S., Andersson, B., Edelvik, F.: Rational radial basis function interpolation with applications to antenna design. J. Comput. Appl. Math. 233, 889–904 (2009)MathSciNetCrossRef Jakobsson, S., Andersson, B., Edelvik, F.: Rational radial basis function interpolation with applications to antenna design. J. Comput. Appl. Math. 233, 889–904 (2009)MathSciNetCrossRef
20.
Zurück zum Zitat Jung, J.H.: A note on the Gibbs phenomenon with multiquadric radial basis functions. Appl. Numer. Math. 57, 213–219 (2007)MathSciNetCrossRef Jung, J.H.: A note on the Gibbs phenomenon with multiquadric radial basis functions. Appl. Numer. Math. 57, 213–219 (2007)MathSciNetCrossRef
21.
Zurück zum Zitat Jung, J.H., Durante, V.: An iteratively adaptive multiquadric radial basis function method for detection of local jump discontinuities. Appl. Numer. Math. 59, 1449–1466 (2009)MathSciNetCrossRef Jung, J.H., Durante, V.: An iteratively adaptive multiquadric radial basis function method for detection of local jump discontinuities. Appl. Numer. Math. 59, 1449–1466 (2009)MathSciNetCrossRef
22.
Zurück zum Zitat Jung, J.H., Gottlieb, S., Kim, S.: Iterative adaptive RBF methods for detection of edges in two dimensional functions. Appl. Numer. Math. 61, 77–91 (2011)MathSciNetCrossRef Jung, J.H., Gottlieb, S., Kim, S.: Iterative adaptive RBF methods for detection of edges in two dimensional functions. Appl. Numer. Math. 61, 77–91 (2011)MathSciNetCrossRef
23.
Zurück zum Zitat Larsson, E., Lehto, E., Heryudono, A.R.H., Fornberg, B.: Stable computation of differentiation matrices and scattered node stencils based on Gaussian radial basis functions. SIAM J. Sci. Comput. 33, 869–892 (2013)MathSciNetMATH Larsson, E., Lehto, E., Heryudono, A.R.H., Fornberg, B.: Stable computation of differentiation matrices and scattered node stencils based on Gaussian radial basis functions. SIAM J. Sci. Comput. 33, 869–892 (2013)MathSciNetMATH
25.
Zurück zum Zitat Piazzon, F., Sommariva, A., Vianello, M.: Caratheodory–Tchakaloff least squares, sampling theory and applications. In: IEEE Xplore Digital Library, p. 12017 (2017) Piazzon, F., Sommariva, A., Vianello, M.: Caratheodory–Tchakaloff least squares, sampling theory and applications. In: IEEE Xplore Digital Library, p. 12017 (2017)
26.
Zurück zum Zitat Romani, L., Rossini, M., Schenone, D.: Edge detection methods based on RBF interpolation. J. Comput. Appl. Math. 349, 532–547 (2019)MathSciNetCrossRef Romani, L., Rossini, M., Schenone, D.: Edge detection methods based on RBF interpolation. J. Comput. Appl. Math. 349, 532–547 (2019)MathSciNetCrossRef
27.
Zurück zum Zitat Rossini, M.: Interpolating functions with gradient discontinuities via variably scaled kernels. Dolom. Res. Notes Approx. 11, 3–14 (2018)MathSciNet Rossini, M.: Interpolating functions with gradient discontinuities via variably scaled kernels. Dolom. Res. Notes Approx. 11, 3–14 (2018)MathSciNet
28.
Zurück zum Zitat Sarra, S.A.: Digital total variation filtering as postprocessing for radial basis function approximation methods. Comput. Math. Appl. 52, 1119–1130 (2006)MathSciNetCrossRef Sarra, S.A.: Digital total variation filtering as postprocessing for radial basis function approximation methods. Comput. Math. Appl. 52, 1119–1130 (2006)MathSciNetCrossRef
29.
Zurück zum Zitat Sarra, S.A., Kansa, E.J.: Multiquadric Radial Basis Function Approximation Methods for the Numerical Solution of Partial Differential Equations. Tech Science Press, New York (2010) Sarra, S.A., Kansa, E.J.: Multiquadric Radial Basis Function Approximation Methods for the Numerical Solution of Partial Differential Equations. Tech Science Press, New York (2010)
30.
Zurück zum Zitat Schaback, R., Wendland, H.: Approximation by positive definite kernels. In: Advanced Problems in Constructive Approximation, Basel, pp. 203–222 (2003) Schaback, R., Wendland, H.: Approximation by positive definite kernels. In: Advanced Problems in Constructive Approximation, Basel, pp. 203–222 (2003)
31.
Zurück zum Zitat Sharifi, M., Fathy, M., Mahmoudi, M.T.: A classified and comparative study of edge detection algorithms. In: Proceedings of the International Conference on Information Technology: Coding and Computing, Las Vegas, USA, pp. 117–120 (2002) Sharifi, M., Fathy, M., Mahmoudi, M.T.: A classified and comparative study of edge detection algorithms. In: Proceedings of the International Conference on Information Technology: Coding and Computing, Las Vegas, USA, pp. 117–120 (2002)
32.
Zurück zum Zitat Wendland, H.: Scattered Data Approximation, Cambridge Monographs on Applied Computational Mathematics, vol. 17. Cambridge University Press, Cambridge (2005) Wendland, H.: Scattered Data Approximation, Cambridge Monographs on Applied Computational Mathematics, vol. 17. Cambridge University Press, Cambridge (2005)
Metadaten
Titel
Jumping with variably scaled discontinuous kernels (VSDKs)
verfasst von
S. De Marchi
F. Marchetti
E. Perracchione
Publikationsdatum
19.11.2019
Verlag
Springer Netherlands
Erschienen in
BIT Numerical Mathematics / Ausgabe 2/2020
Print ISSN: 0006-3835
Elektronische ISSN: 1572-9125
DOI
https://doi.org/10.1007/s10543-019-00786-z

Weitere Artikel der Ausgabe 2/2020

BIT Numerical Mathematics 2/2020 Zur Ausgabe

Premium Partner