Figure 7.3 illustrates the nesting space of L
2
. While the set of scaling
functions f
j,k
(x) is the basis for V
j
, the set of wavelet functions c
j,k
(x) discussed
earlier is the basis for W
j
. The subspaces V
j
and W
j
are orthogonal to each other,
and the intersection of the subspaces V
j
is the null space {0}. Thus the basis
functions in both spaces should be orthogonal,
hf
j,k
(x),c
k,l
(x)i¼
ð
f
j,k
(x)c
k,l
(x)dx ¼ 0, j, k, l 2 Z (7:22)
The entire space can be written as
L
2
¼ V
0
W
0
W
1
W
2
(7:23)
or it can be written without the scaling space at j ¼1
L
2
¼W
2
W
1
W
0
W
1
W
2
(7:24)
which is the expansion using the wavelet basis as in Eq. 7.17.
7.3.2 Scaling Functions and Wavelets
Using the multiresolution structure, a scaling function f(x)inV
0
, which is