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Frequency and phase modulation
If a sinusoid is given a frequency which varies slowly in time we hear it as
having a varying pitch. But if the pitch changes so quickly that our ears
can't track the change--for instance, if the change itself occurs at or
above the fundamental frequency of the sinusoid--we hear a timbral change.
The timbres so generated are rich and widely varying. The discovery by
John Chowning of this
possibility [Cho73] revolutionized the field of computer music.
Here we develop
frequency modulation,
usually called FM,
as a special case of waveshaping [Leb79]
[DJ85, pp.155-158]; the
analysis given here is somewhat different [Puc01].
The FM technique, in its simplest form, is shown in Figure 5.8
(part a).
A frequency-modulated sinusoid is one whose frequency varies sinusoidally, at
some angular frequency $\omega_m,ドル about a central frequency $\omega_c,ドル so
that the instantaneous frequencies vary between $(1-r)\omega_c $ and
$(1+r) \omega_c,ドル with parameters $\omega_m$ controlling the frequency of
variation, and $r$ controlling the depth of variation. The parameters
$\omega_c,ドル $\omega_m,ドル and $r$ are called the
carrier frequency, the
modulation frequency, and the
index of modulation, respectively.
It is customary to use a simpler, essentially equivalent formulation in
which the phase, instead of the frequency, of the carrier sinusoid is
modulated sinusoidally. (This gives an equivalent result since the
instantaneous frequency is the rate of change of phase, and since the
rate of change of a sinusoid is just another sinusoid.) The
phase modulation formulation is shown in part (b) of the figure.
We can analyze the result of phase modulation as follows, assuming that
the modulating oscillator and the wavetable are both sinusoidal, and that
the carrier and modulation frequencies don't themselves vary
in time. The resulting signal can then be written as
\begin{displaymath} x[n] = \cos(a \cos(\omega_m n) + \omega_c n ) \end{displaymath}
The
parameter $a,ドル which takes the place of the earlier parameter $r,ドル is
likewise called the index of modulation; it too
controls the extent of frequency variation relative to the carrier frequency
$\omega_c$. If $a=0,ドル there
is no frequency variation and the expression reduces to the unmodified,
carrier sinusoid; as $a$ increases the waveform becomes more complex.
Figure 5.8:
Block diagram for frequency modulation (FM) synthesis: (a) the classic
form; (b) realized as phase modulation.
To analyse the resulting spectrum we can rewrite the signal as,
\begin{displaymath} x[n] = \cos(\omega_c n) * \cos(a \cos(\omega_m n)) \end{displaymath}
\begin{displaymath} - \sin(\omega_c n) * \sin(a \cos(\omega_m n)) \end{displaymath}
We can consider the result as a sum of two waveshaping
generators, each operating on a sinusoid of frequency $\omega_m$ and
with a waveshaping index $a,ドル and each ring modulated with a sinusoid of
frequency $\omega_c$. The waveshaping function $f$ is given by
$f(x) = \cos(x)$ for the first term and by
$f(x) = \sin(x)$ for the second.
Returning to Figure 5.4, we can predict what the
spectrum will look like. The two harmonic spectra, of the waveshaping outputs
\begin{displaymath} \cos(a \cos(\omega_m n)) \end{displaymath}
and
\begin{displaymath} \sin(a \cos(\omega_m n)) \end{displaymath}
have, respectively, harmonics tuned to
\begin{displaymath} 0, 2\omega_m, 4\omega_m, \ldots \end{displaymath}
and
\begin{displaymath} \omega_m, 3\omega_m, 5\omega_m, \ldots \end{displaymath}
and each is multiplied by a sinusoid at the carrier frequency. So there
will be a spectrum centered at the carrier frequency $\omega_c,ドル with
sidebands at both even and odd multiples of the modulation frequency $\omega_m,ドル
contributed respectively by the sine and cosine waveshaping terms above.
The index of modulation $a,ドル as it changes, controls the relative strength of
the various partials. The partials themselves are situated at the frequencies
\begin{displaymath} \omega_c + m \omega_m \end{displaymath}
where
\begin{displaymath} m = \ldots -2, -1, 0, 1, 2, \ldots \end{displaymath}
As with any situation where two periodic signals are multiplied, if there is
some common supermultiple of the two periods, the resulting product will repeat
at that longer period. So if the two periods are $k \tau$ and $m \tau,ドル where
$k$ and $m$ are relatively prime, they both repeat after a time interval of
$km\tau$. In other words, if the two have frequencies which are both multiples
of some common frequency, so that
$\omega_m=k\omega$ and
$\omega_c=m\omega,ドル
again with $k$ and $m$ relatively prime, the result will repeat at a frequency
of the common submultiple $\omega $. On the other hand, if no common
submultiple $\omega $ can be found, or if the only submultiples are lower than
any discernible pitch, then the result will be inharmonic.
Much more about FM can be found in textbooks [Moo90, p. 316]
[DJ85, pp.115-139] [Bou00] and the research literature.
Some of the
possibilities are shown in the following examples.
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Miller Puckette
2006年12月30日