MSD 101: Senors & Signals
Unlike their analog counterparts, digital controllers don't read every point of a signal. Instead, they read, or sample, just enough points to construct a reasonable facsimile. Because of the way they work, digital controllers can more easily filter out noise and other undesirable information than analog controllers, resulting in faster and better control. The trick is to find the right sample rate.
The minimum rate to get an accurate reproduction of a waveform, called the Nyquist frequency, is twice the highest frequency component in the signal of interest. Faster signals obviously require faster sampling rates. At some point, however, the data acquisition circuits reach their limit, and anything beyond that is likely to be reproduced incorrectly.
Once you set your sampling rate, corresponding to a particular signal frequency, it's often a good idea to filter out higher frequencies. This way, if there's any high-frequency noise in the environment, it won't degrade the measurement.
Questions & Answers
Q. What does over-sampling mean?
A. Oversampling is a little like signal processing
insurance. Basically, it says your sampling rate
is so many times higher than the Nyquist rate.
Q. My acquisition board has a sampling
rate of 200 kHz. The highest frequency
I can resolve, however, is 25 kHz.
What's wrong?
A. You're probably looking at four channels of data.
Each channel is sampled once every four
system sampling intervals or every 20 μsec. In a
multiplexed system, the sampling rate per
channel is the overall rate divided by the number
of channels.
Q. I'm sampling a signal within the range
of my system, but I keep getting
inconsistent results. Why?
A. It could be that your signal contains some
spurious high-frequency noise. An anti-aliasing
filter should help.
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