Audio data collection scaling
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Ivan Arkhipov
el 25 de Ag. de 2021
Comentada: Ivan Arkhipov
el 27 de Ag. de 2021
I collected some experimental data using an industrial IEPE microphone. When I called audiowrite to write the data to a file, I received a warning message about clipping the data. I found a solution to scale the data by dividing by the maximum of the absolute value.
Looking at the data now, I did not realize the maximum would vary by so much since the measurements were taken at similar conditions. Since I do not have the original maximums I cannot properly scale the data to be on the same scale. Two audio files recorded at identical conditions should have roughly the same amplitude, but one of the files has a significant amplitude shift.
I was wondering if there are any techniques to scale the data properly. It seems that outliers are causing one of the signals to be shifted more than the other.
The regions from 0 seconds to 1000 seconds in the first signal and 200 seconds to 1000 seconds should have roughly the same amplitudes.
Do I need to recollect data?
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Walter Roberson
el 26 de Ag. de 2021
Unfortunately when you normalize according to maximum absolute magnitude, then you can end up normalizing according to the maximum "pop" (or spurious noise), which can throw everything off.
If you have burst noise, then sometimes what you should do is a low-pass filter set to reject high frequencies (pops are fast, so high frequency); or sometimes use a median filter (which also tends to be a low-pass filter.) . And then, having done so, re-normalize each segment.
I see that those kinds of microphones are typically used to measure force or acceleration or pressure. I have to wonder whether using relative values between the measurements is meaningful, or if your work should really be using absolute measurements?
I could see relative being useful to study the distribution of vibration modes, where the interesting information might be in the locations rather than in the magnitude... but force and acceleration especially, absolute measurements are more often needed.
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Walter Roberson
el 26 de Ag. de 2021
How wide of a window did you end up using on the median filter?
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