Skip to main content
Log in

Wavelet approximation methods for pseudodifferential equations II: Matrix compression and fast solution

  • Articles
  • Published:
Advances in Computational Mathematics Aims and scope Submit manuscript

Abstract

This is the second part of two papers which are concerned with generalized Petrov-Galerkin schemes for elliptic periodic pseudodifferential equations in ℝn. This setting covers classical Galerkin methods, collocation, and quasi-interpolation. The numerical methods are based on a general framework of multiresolution analysis, i.e. of sequences of nested spaces which are generated by refinable functions. In this part, we analyse compression techniques for the resulting stiffness matrices relative to wavelet-type bases. We will show that, although these stiffness matrices are generally not sparse, the order of the overall computational work which is needed to realize a certain accuracy is of the formO(N(logN)b), whereN is the number of unknowns andb ≥ 0 is some real number.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. B. Alpert, Sparse representation of smooth linear operators, Preprint, PhD Thesis, Yale University (1990).

  2. B. Alpert, G. Beylkin, R. Coifman and V. Rokhlin, Wavelets for the fast solution of second-kind integral equations, Preprint, Yale University (1990).

  3. M.S. Agranovich, On elliptic pseudodifferential operators on a closed curve, Trans. Moscow Math. Soc. 47(1985)23–74.

    Google Scholar 

  4. G. Beylkin, R. Coifman and V. Rokhlin, The fast wavelet transform and numerical algorithms, Commun. Pure Appl. Math. 44(1991)141–183.

    Google Scholar 

  5. G. Beylkin, On the representation of operators in bases of compactly supported wavelets, SIAM J. Numer. Anal. 29(1992)1716–1740.

    Google Scholar 

  6. A. Brandt and A.A. Lubrecht, Multilevel matrix multiplication and fast solution of integral equations, J. Comp. Phys. 90(1991)348–370.

    Google Scholar 

  7. A.S. Cavaretta, W. Dahmen and CA. Micchelli, Stationary subdivision, Memoirs Amer. Math. Soc. 93, no. 453 (1991).

  8. C.K. Chui,An Introduction to Wavelets, Vol. 1 (Academic Press, 1992).

  9. C.K. Chui, J. Stöckler and J.D. Ward, Compactly supported box spline wavelets, Technical Report, Preprint (1990).

  10. A. Cohen, I. Daubechies and J.-C. Feauveau, Biorthogonal bases of compactly supported wavelets, Comm. Pure Appl. Math. 45(1992)485–560.

    Google Scholar 

  11. R. Coifman and Y. Meyer, Au-delá des opérateur pseudo-différentiels, Astérisque no. 57, Société Math. de France (1978).

  12. W. Dahmen, Locally finite decompositions of nested spaces and applications to operator equations, in:Algorithms for Approximation, ed. M.G. Cox and J.C. Mason, to appear.

  13. W. Dahmen and A. Kunoth, Multilevel preconditioning, Numer. Math. 63(1992)315–345.

    Google Scholar 

  14. W. Dahmen and C.A. Micchelli, Recent progress in multivariate splines, in:Approximation Theory IV, ed. C.K. Chui, L.L. Schumaker and J.D. Ward (Academic Press, 1983) pp. 27–121.

  15. W. Dahmen and C.A. Micchelli, Biorthogonal wavelet expansions, in preparation.

  16. W. Dahmen and C.A. Micchelli, Using the refinement equation for the evaluation of integrals of wavelets, SIAM J. Numer. Anal. 30(1993)507–537.

    Google Scholar 

  17. W. Dahmen, S. Prössdorf and R. Schneider, Wavelet approximation methods for pseudodifferential equations I: Stability and convergence, Preprint, Institut für Angewandte Analysis und Stochastik no. 7 (1992), to appear in Math. Zeits.

  18. I. Daubechies, Orthonormal bases of compactly supported wavelets, Comm. Pure Appl. Math. 41(1988)909–996.

    Google Scholar 

  19. I. Daubechies,Ten Lectures on Wavelets, CBMS-NDF Regional Conf. Series in Appl. Math. 61 (1992).

  20. G. David,Wavelets and Singular Integrals on Curves and Surfaces, Lecture Notes in Math. 1465 (Springer, 1991).

  21. G. David and J.-L. Journée, A boundedness criterion for generalized Calderón-Zygmund operators, Ann. Math. 120(1984)371–397.

    Google Scholar 

  22. R. DeVore, B. Jawerth and V. Popov, Compression of wavelet decompositions, Technical Report, Preprint (1990).

  23. R. DeVore and V. Popov, Interpolation of Besov spaces, Trans. Amer. Math. Soc. 305(1988)397–414.

    Google Scholar 

  24. W. Hackbusch and Z.P. Nowak, On the fast matrix multiplication in the boundary element method by panel clustering, Numer. Math. 54(1989)463–491.

    Google Scholar 

  25. A. Harten and I. Yad-Shalom, Fast multiresolution algorithm for matrix-vector multiplications, ICASE Report No. 92-55 (1992).

  26. L. Hörmander,The Analysis of Linear Partial Differential Operators, Vol. 1–4,Grundlehren (Springer, Berlin/Heidelberg/New York/Tokyo, 1985).

    Google Scholar 

  27. R.Q. Jia and C.A. Micchelli, Using the refinement equation for the construction of pre-wavelets II: Power of two, in:Curves and Surfaces, ed. P. Laurent, A. Le Méhauté and L.L. Schumaker (Academic Press, New York, 1991) pp. 204–246.

    Google Scholar 

  28. H. Kumano-go,Pseudodifferential Operators (MIT Press, Boston, 1981).

    Google Scholar 

  29. S. Mallat, Multiresolution approximation and wavelet orthonormal bases ofL 2, Trans. Amer. Math. Soc. 315(1989)69–87.

    Google Scholar 

  30. W. McLean, Local and global description of periodic pseudodifferential operators, Math. Nachr. 150(1991)151–161.

    Google Scholar 

  31. W. McLean, Periodic pseudodifferential operators and periodic function spaces, Technical Report, University of New South Wales, Australia (1989).

    Google Scholar 

  32. Y. Meyer,Wavelets and Operators, Proc. special year in modern analysis, Urbana (1986/87).

  33. Y. Meyer,Ondelettes et Opérateurs 1: Ondelettes (Hermann, Paris, 1990).

    Google Scholar 

  34. Y. Meyer,Ondelettes et Opérateurs 2: Opérateur de Calderón-Zygmund (Hermann, Paris, 1990).

    Google Scholar 

  35. S. Prössdorf and R. Schneider, Spline approximation methods for multidimensional periodic pseudodifferential equations, Integral Equations and Operator Theory 15(1992)626–672.

    Google Scholar 

  36. S. Prössdorf and R. Schneider, Pseudodifferential operators — A symbolic calculus for approximation methods for periodic pseudodifferential equations, TH-Fb Math. Preprint (1991).

  37. S. Riemenschneider and Z. Shen, Wavelets and pre-wavelets in low dimensions, Technical Report, Preprint (1991).

  38. M.B. Ruskai et al. (eds.),Wavelets and Their Applications (Jones and Barlett, Boston, 1992).

    Google Scholar 

  39. G. Schmidt, Onɛ-collocation for pseudodifferential equations on close curves, Math. Nachr. 126(1986)183–196.

    Google Scholar 

  40. M.A. Shubin,Pseudodifferential Operators and Spectral Theory (Springer, Berlin, 1985).

    Google Scholar 

  41. E.M. Stein,Singular Integrals and Differentiability Properties of Functions (Princeton University Press, Princeton, NJ, 1970).

    Google Scholar 

  42. M. Taylor,Pseudodifferential Operators (Princeton University Press, Princeton, NJ, 1981).

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Additional information

Dedicated to Charles A. Micchelli on the occasion of his fiftieth birthday

The third author has been supported by a grant of the Deutsche Forschungsgemeinschaft under Grant No. Ko 634/32-1.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Dahmen, W., Prössdorf, S. & Schneider, R. Wavelet approximation methods for pseudodifferential equations II: Matrix compression and fast solution. Adv Comput Math 1, 259–335 (1993). https://doi.org/10.1007/BF02072014

Download citation

  • Received:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF02072014

Keywords

Subject classification AMS

Navigation