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Delay Operator Notation
It is convenient to think of the FDA in terms of time-domain
difference operators using a delay operator notation. The
delay operator
is defined by
Thus, the first-order difference (derivative approximation) is
represented in the time domain by

. We can think of

as

since, by the
shift theorem for

transforms,

is the

transform of

delayed (right shifted) by

samples.
The obvious definition for the second derivative is
 |
(8.4) |
However, a better definition is the
centered finite difference
 |
(8.5) |
where

denotes a unit-sample
advance. This definition
is preferable as long as one sample of look-ahead is available, since
it avoids an operator delay of one sample. Equation (
7.5) is a
zero phase filter, meaning it has no delay at any frequency,
while (
7.4) is a
linear phase filter having a delay of

sample at all frequencies.
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About the Author: Julius Orion Smith III
Julius Smith's background is in electrical engineering (BS Rice 1975, PhD Stanford 1983). He is presently Professor of Music and Associate Professor (by courtesy) of Electrical Engineering at
Stanford's Center for Computer Research in Music and Acoustics (CCRMA), teaching courses and pursuing research related to signal processing applied to music and audio systems. See
http://ccrma.stanford.edu/~jos/ for details.