The frequency response of a series of elementary recirculating
and non-recirculating filters can be estimated graphically by
plotting all the coefficients
and
on the complex plane and
reasoning as in Figure 8.8. The
overall frequency response is the product of all the distances from
the point
to each of the
,
divided by the product of the distances to each of the
.
One customarily marks each of the
with an
``o" (calling it a ``zero") and each of the
with
an ``x" (a ``pole"); their names are borrowed from the field of
complex analysis. A plot showing the poles and zeroes associated
with a filter is unimaginatively called a pole-zero plot.
When
is close to a zero the frequency response
tends to dip, and when it is close to a pole, the frequency
response tends to rise. The effect of a pole or a zero is more
pronounced, and also more local, if it is close to the unit circle
that
is constrained to lie on. Poles must lie
within the unit circle for a stable filter. Zeros may lie on or
outside it, but any zero
outside the unit circle may
be replaced by one within it, at the point
, to give a constant multiple
of the same frequency response. Except in special cases we will
keep the zeros inside the circle as well as the poles.
In the rest of this section we will show how to construct several of the filter types most widely used in electronic music. The theory of digital filter design is vast, and we will only give an introduction here. A deeper treatment is available online from Julius Smith at ccrma.stanford.edu. See also [Ste96] for an introduction to filter design from the more general viewpoint of digital signal processing.