Image Processing Reference
In-Depth Information
that discussion on arbitrary pole placement is only possible if the controllability
condition is satis
ed.
In recapitutation, an LTI continuous-time system can be written as
x ¼ Ax þ Bu
y ¼ Cx þ Du
(
:
)
9
28
or in the discrete-time
x ( k þ
) ¼ Ax ( k ) þ Bu ( k )
y ( k ) ¼ Cx ( k ) þ Du ( k )
1
(
9
:
29
)
Taking the Laplace transform of both sides of Equation 9.28, we get
sX ( s ) x (
) ¼ AX ( s ) þ BU ( s )
Y ( s ) ¼ CX ( s ) þ DU ( s )
0
)
(
9
:
30
)
X ( s ) ¼ ( sI A ) 1 X (
) þ ( sI A ) 1 BU ( s )
Y ( s ) ¼ CX ( s ) þ DU ( s )
¼ C ( sI A ) 1 x (
0
) þ ( C ( sI A ) 1 B þ D ) U ( s )
0
where X(s), Y(s), and U(s), denote the Laplace transforms of the signals x(t), y(t), u(t),
respectively, and where the inverse (sI A) 1 exists for all real values of s except at
the eigenvalues of matrix A.
Similarly, applying one-sided z-transform on Equation 9.29, we get
zX ( z ) x (
) ¼ AX ( z ) þ BU ( z )
Y ( z ) ¼ CX ( z ) þ DU ( z )
0
)
(
9
:
31
)
X ( z ) ¼ ( zI A ) 1 x (
) þ ( zI A ) 1 BU ( z )
Y ( z ) ¼ CX ( z ) þ DU ( z )
¼ C ( zI A ) 1 x (
0
) þ ( C ( zI A ) 1 B þ D ) U ( z )
0
where X(z), Y(z), and U(z) denote the one-sided z-transforms of the signals x(k),
y(k), u(k), respectively, and where the inverse (zI A) 1 exists for all values of
z except at the eigenvalues of matrix A. This shows that the two (matrix) transfer
functions have exactly the same form, only s is replaced by z. Therefore, a pole-
placement algorithm to design state feedback for a continuous-time system can also
be used for the discrete case, since the transfer function has the exact same form in
both cases.
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