Title :
On the convergence of fractal transforms
Author :
Hürtgen, Bernd ; Hain, Thomas
Author_Institution :
Inst. for Commun. Eng., Aachen Univ. of Technol, Germany
Abstract :
This paper reports on investigations concerning the convergence of fractal transforms for signal modelling. Convergence is essential for the functionality of fractal based coding schemes. The coding process is described as non-linear transformation in the finite-dimensional vector space. Using spectral theory, a necessary and sufficient condition for the contractivity is derived from the eigenvalues of a special linear operator. In the same way some constraints for the choice of the encoding parameters are deduced which are less strict than those imposed so far. The proposed contractivity measure can be calculated directly from the transformation parameters during the encoding process. For complex encoding schemes the calculation of the eigenvalues may be infeasible. For those cases a contractivity criterion derived from the norm of the operator is suggested
Keywords :
convergence of numerical methods; eigenvalues and eigenfunctions; fractals; image coding; spectral analysis; transforms; contractivity measure; convergence; eigenvalues; encoding parameters; finite-dimensional vector space; fractal based coding; fractal transforms; image coding; linear operator; necessary condition; nonlinear transformation; signal modelling; spectral theory; sufficient condition; transformation parameters; Convergence; Eigenvalues and eigenfunctions; Encoding; Extraterrestrial measurements; Fractals; Functional analysis; Image coding; Image reconstruction; Space technology; Vectors;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
Conference_Location :
Adelaide, SA
Print_ISBN :
0-7803-1775-0
DOI :
10.1109/ICASSP.1994.389450