The
frequency response of a LTI system is given by
bk=
filter
coefficients
& M corresponds
to the order of the filter
DB4
WAVELET
Daubechies
4 wavelet
gives the filter coefficients for
lofd:
lowpass decomposition filter :
-0.0106 0.0329
0.0308 -0.1870
-0.0280 0.6309
0.7148 0.2304
hifd:
highpass decomposition filter :
-0.2304 0.7148
-0.6309 -0.0280
0.1870 0.0308 -0.0329
-0.0106
lofr:
lowpass reconstruction filter :
0.2304 0.7148
0.6309 -0.0280
-0.1870 0.0308 0.0329
-0.0106
hifr:
highpass reconstruction filter
: -0.0106 -0.0329 0.0308
0.1870 -0.0280 -0.6309 0.7148
-0.2304
The
normalized frequency response of these 4 filters is shown below
Magnitude Response
The
processes of downsampling & upsampling (by a factor of 2 corresponding to
the dyadic scale) & the fact that the filters used at each level are half
bandpass filters enable the same filter coefficients to be used at each
level of decomposition & reconstruction.