Global Positioning System Reference
In-Depth Information
F T
G T
A [ FG ]
F T AF O
OO
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Λ
O
OO
E T AE
=
=
=
(A.54)
Th e submatrix contains the r nonzero eigenvalues. If
Λ 1 / 2
D
=
( F
G )
(A.55)
it follows that
IO
OO
D T AD
=
(A.56)
wh ere the symbol I denotes an r
×
r identity matrix.
[34
A.3.4 Quadratic Forms
Lin
0.6
——
No
PgE
Le t A denote a u
×
u matrix and x be a u
×
1 vector. Then
x T Ax
v
=
(A.57)
is a quadratic form. The matrix A is called positive semidefinite if for all x
x T Ax
0
(A.58)
an d positive definite if for all x
[34
x T Ax > 0
(A.59)
Th e following are some of the properties that are valid for a positive definite matrix A :
1. R( A )
u (full rank).
2. a ii > 0 for all i .
3. The inverse A 1
=
is positive definite.
u matrix with rank u<n . Then the matrix B T AB is positive
4. Let B be an n
×
r<u , then B T AB is positive semidefinite.
definite. If R( B )
=
×
5. Let D be a q
q matrix formed by deleting u
p rows and the corresponding
u
p columns of A . Then D is positive definite.
A necessary and sufficient condition for a symmetric matrix to be positive definite is
that the principal minor determinants be positive; i.e.,
a 11
a 12
a 11 > 0 ,
> 0 ,
...,
|
A
|
> 0
(A.60)
a 21
a 22
or that all eigenvalues are real and positive.
 
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