K. Amaratunga et Jr. Williams, WAVELET-GALERKIN SOLUTION OF BOUNDARY-VALUE-PROBLEMS, Archives of computational methods in engineering, 4(3), 1997, pp. 243-285
In this paper we review the application of wavelets to the solution of
partial differential equations. We consider in detail both the single
scale and the multiscale Wavelet Galerkin method. The theory of wavel
ets is described here using the language and mathematics of signal pro
cessing. We show a method of adapting wavelets to an interval using an
extrapolation technique called Wavelet Extrapolation. Wavelets on an
interval allow boundary conditions to be enforced in partial different
ial equations and image boundary problems to be overcome in image proc
essing. Finally, we discuss the fast inversion of matrices arising fro
m differential operators by preconditioning the multiscale wavelet mat
rix. Wavelet preconditioning is shown to limit the growth of the matri
x condition number, such that Krylov subspace iteration methods can ac
complish fast inversion of large matrices.