Title :
Optimal triangular Haar bases for spherical data
Author :
Bonneau, Georges-Pierre
Author_Institution :
CNRS, France
Abstract :
Multiresolution analysis based on FWT (Fast Wavelet Transform) is now widely used in scientific visualization. Spherical biorthogonal wavelets for spherical triangular grids were introduced by P. Schroder and W. Sweldens (1995). In order to improve on the orthogonality of the wavelets, the concept of nearly orthogonality, and two new piecewise-constant (Haar) bases were introduced by G.M. Nielson (1997). We extend the results of Nielson. First we give two one-parameter families of triangular Haar wavelet bases that are nearly orthogonal in the sense of Nielson. Then we introduce a measure of orthogonality. This measure vanishes for orthogonal bases. Eventually, we show that we can find an optimal parameter of our wavelet families, for which the measure of orthogonality is minimized. Several numerical and visual examples for a spherical topographic data set illustrates our results.
Keywords :
Haar transforms; data visualisation; minimisation; wavelet transforms; FWT; Fast Wavelet Transform; multiresolution analysis; nearly orthogonality; one-parameter families; optimal parameter; optimal triangular Haar bases; orthogonal bases; piecewise-constant Haar bases; scientific visualization; spherical biorthogonal wavelets; spherical data; spherical topographic data set; spherical triangular grids; visual examples; wavelet families; Data visualization; Earth; Multiresolution analysis; Signal analysis; Signal resolution; Wavelet analysis; Wavelet coefficients; Wavelet transforms;
Conference_Titel :
Visualization '99. Proceedings
Conference_Location :
San Francisco, CA, USA
Print_ISBN :
0-7803-5897-X
DOI :
10.1109/VISUAL.1999.809898