Ck. Koc et al., COMPLEXITY ANALYSIS OF WAVELET SIGNAL DECOMPOSITION AND RECONSTRUCTION, IEEE transactions on aerospace and electronic systems, 30(3), 1994, pp. 910-918
We give certain sequential and parallel algorithms and their computati
onal analysis for signal decomposition and reconstruction based on wav
elets. The signal decomposition (respectively, reconstruction) process
is separated into two stages: The first is the preprocessing stage wh
ere certain constants are computed for implementation to prepare for t
he second stage in which signal decomposition (respectively, reconstru
ction) is performed. In the decomposition (respectively, reconstructio
n) stage, the input signal is transformed via different methods to com
pute the output signal without changing the setup initialized in the p
reprocessing stage. We describe certain sequential algorithms for both
the preprocessing and the decomposition (respectively, reconstruction
) stages, and parallel algorithms for the latter. The algorithms are f
inally illustrated for compactly supported spline-wavelets and are ana
lyzed in detail in terms of the required arithmetic operations.