Consider a causal continuous-time LTI system with transfer function
where . There is a zero at
, as
. There is also a pole at
, as
blows up at
.
If , then we have
, and
becomes the identity system. In this case, the zero is “on top” of the pole, and we say that pole-zero cancellation has occurred. Usually, this phenomenon is discussed in the
-domain, but what happens in the time-domain?
We can view as the cascade connection of two causal LTI systems
Let , and
be the transfer functions of
and
, respectively. Then, we have
. Suppose we apply a Dirac delta impulse,
, to the system. The output of the first filter in the cascade will then be the natural mode of
where is the Heaviside step function. If
, then the natural mode decays exponentially. Recall that the inverse Laplace transform of
is
. Then, we have that the impulse response of the overall system
is
and, since for all
, we obtain
.
If , then the zero cancels the pole and we get
at the output of
. In other words, the zero at
annihilates the natural mode created by the pole at
. In theory, we could use pole-zero cancellation to kill an unstable natural mode. In theory…
What if the pole-zero cancellation is not “exact”? Let , where
is “small”. Then the impulse response of
is
.
If we have a stable natural mode and the “weak” exponential will eventually vanish. The closer the zero is to the pole, the “weaker” the natural mode will be, until it completely disappears when there is exact pole-zero cancellation. However, if
then we have an unstable natural mode that diverges regardless of how small
is.
Alternatively, as , we can view
as the parallel connection of the identity system and a causal LTI system
If , then
becomes the identity system. In my humble opinion, viewing
as a parallel connection of two systems is not very illuminating, as the annihilation of the natural mode in the time-domain (due to differentiation) is not evident.
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Tags: LTI Systems, Systems Theory
November 12, 2010 at 21:21 |
We can generalize, of course. For example, consider a causal continuous-time LTI system
with transfer function
where
. We can write this transfer function as
, where
, and
. If the input of the cascade is the Dirac delta, then the output of
will be its impulse response
Therefore, the output of the cascade will be
. Note that the derivative of
is as follows
where
for all
, because
. Finally, we obtain
If
, then pole-zero cancellation occurs, and the impulse response of the cascade becomes
whose Laplace transform is
, as expected. After pole-zero cancellation, we have no finite zeros, and the pole at
has degree
.
June 19, 2011 at 11:22 |
You’re a legend, this helps a ton for my signals and systems exam!