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<H2><A ID="SECTION001441000000000000000">
Over-sampling</A>
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<P>
As a first line of defense against foldover, we can synthesize the waveform at
a much higher sample rate, apply a low-pass filter whose cutoff frequency is
set to the Nyquist frequency (for the original sample rate), then
down-sample. For example, in the above scenario (44100 sample rate, 440 Hertz
tone) we could generate the sawtooth at a sample rate of <!-- MATH
$16\cdot 44100 =
705600$
-->
<IMG
WIDTH="139" HEIGHT="13" ALIGN="BOTTOM" BORDER="0"
SRC="img1366.png"
ALT="$16\cdot 44100 =
705600$"> Hertz. We need only worry about frequencies in excess of
<!-- MATH
$705600-20000=685600$
-->
<IMG
WIDTH="179" HEIGHT="29" ALIGN="MIDDLE" BORDER="0"
SRC="img1367.png"
ALT="$705600-20000=685600$"> Hertz (so that they fold over into audible frequencies;
foldover to ultrasonic frequencies normally won't concern us) so the first
problematic partial is <!-- MATH
$685600/440=1558$
-->
<IMG
WIDTH="136" HEIGHT="32" ALIGN="MIDDLE" BORDER="0"
SRC="img1368.png"
ALT="$685600/440=1558$">, whose amplitude is -64dB relative
to that of the fundamental.
<P>
<DIV ALIGN="CENTER"><A ID="fig10.08"></A><A ID="14592"></A>
<TABLE>
<CAPTION ALIGN="BOTTOM"><STRONG>Figure 10.8:</STRONG>
Magnitude spectrum of a triangle wave with <IMG
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SRC="img71.png"
ALT="$M/N=0.03$">. The two
line segments show <IMG
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SRC="img72.png"
ALT="$1/k$"> and <IMG
WIDTH="35" HEIGHT="34" ALIGN="MIDDLE" BORDER="0"
SRC="img73.png"
ALT="$1/{k^2}$"> behavior at low and high frequencies.</CAPTION>
<TR><TD><IMG
WIDTH="480" HEIGHT="344" BORDER="0"
SRC="img1369.png"
ALT="\begin{figure}\psfig{file=figs/fig10.08.ps}\end{figure}"></TD></TR>
</TABLE>
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<P>
This attenuation degrades by 6 dB for every octave the fundamental
is raised, so that a 10 kHz. sawtooth only enjoys a 37 dB drop from the
fundamental to the loudest foldover partial. On the other hand, raising the
sample rate by an additional factor of two reduces foldover by the same
amount. If we really wish to get 60 decibels of foldover rejection--all the
way up to a 10 kHz. fundamental--we will have to over-sample by a factor of 256,
to a sample rate of about 11 million Hertz.
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Miller Puckette
2006-12-30
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