Biomedical Engineering Reference
In-Depth Information
Fig. 4.2 Triangle of Pascal
for polynomial monomials
; 8
i
; fg2
h ¼ min x
j
x
i
N
:
i
; fg
N
^
i
6
¼ j
ð
4
:
4
Þ
where ||
|| is the L
2
-norm, i.e., the Euclidean norm,
!
1
=
2
jj
x
jj
¼
X
d
x
j
2
ð
4
:
5
Þ
i¼1
being d the space dimension. Consider now a continuous scalar function u
ð
x
Þ
,
being u
2
T. It is possible to define for an interest point x
I
2
d
, not necessarily
R
coincident with X, the MLS approximation of u
ð
x
I
Þ
as,
u
h
ð
x
I
Þ
¼
X
m
p
i
ð
x
I
Þ
b
i
ð
x
I
Þ
¼p
ð
x
I
Þ
T
b
ð
x
I
Þ
ð
4
:
6
Þ
i¼1
being b
i
ð
x
I
Þ
the non-constant coefficients of p
i
ð
x
I
Þ
,
b
ð
x
I
Þ
T
¼ b
1
ð
x
I
Þ
f
b
2
ð
x
I
Þ
... b
m
ð
x
I
Þ
g
ð
4
:
7
Þ
The monomials of the polynomial basis are defined by p
i
ð
x
I
Þ
and m is the basis
monomial number. The polynomial basis p
ð
x
I
Þ
can be constructed using mono-
mials from the triangle of Pascal, Fig.
4.2
.
Therefore, for a one-dimensional space, considering an interest point x
I
¼
f
x
I
g
,
a quadratic polynomial basis is defined as,