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dsp terms and their meaning
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dsp terms and their meaning
Once again I'm confused by various terms. I hope, some of you will be able to help me in a not-so-specialized language, because it won't help me in understanding, if a technical term is explained with other technical terms that need explanations, too
1) Say, I have two sample values from a sound sampled @ 44.1 kHz. First is 0.5, second is 1.0. Now (for example in Ruby) I double both. 0.5, 0.5, 1.0, 1.0 Is that equivalent to the term "2x oversampling"?
2) I now manipulate the 4 values, so that they follow the same linear progression as before: 0.5, 0.66~, 0.83~, 1.0. Is there a term for this operation, other than linear interpolation?
3) Those values can't be used to play the sound, of course, since the system still expects a sample rate of 44.1 kHz. So I would halve the number of values again. Is that equivalent to "2x undersampling"?
4) Taking only every other sample would distort the signal. Instead of "0.5, 1.0" like the original, it would now read "0.5, 0.83~". Is there any situation where this would make any sense?
5) What would be a standard application for undersampling? A Bitcrusher?
1) Say, I have two sample values from a sound sampled @ 44.1 kHz. First is 0.5, second is 1.0. Now (for example in Ruby) I double both. 0.5, 0.5, 1.0, 1.0 Is that equivalent to the term "2x oversampling"?
2) I now manipulate the 4 values, so that they follow the same linear progression as before: 0.5, 0.66~, 0.83~, 1.0. Is there a term for this operation, other than linear interpolation?
3) Those values can't be used to play the sound, of course, since the system still expects a sample rate of 44.1 kHz. So I would halve the number of values again. Is that equivalent to "2x undersampling"?
4) Taking only every other sample would distort the signal. Instead of "0.5, 1.0" like the original, it would now read "0.5, 0.83~". Is there any situation where this would make any sense?
5) What would be a standard application for undersampling? A Bitcrusher?
"There lies the dog buried" (German saying translated literally)
- tulamide
- Posts: 2714
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- Location: Germany
Re: dsp terms and their meaning
1. I would call it upsampling with step interpolation... That's not used for Oversampling though, at least I haven't seen that being used for it. The quality would be very bad
2. When you go from [0.5, 1] to [x, 0.5, 0.75, 1] then it would be linear upsampling, or upsampling with linear interpolation (x would be unknown because it depends on the previous sample). Your values [0.5, 0.66, 0.83, 1] would correspond to a single 4x Upsampling step with linear interpolation. Single step means you upsampled directly 4 times the sample rate, and didn't upsample 2 times with 2x Upsampling. For a 2x2 Upsampling the result would be:
3. This would be downsampling/decimation
4. Yes, downsampling without filtering/interpolation isn't used that often. However you can use it for a decimator/samplerate reducer distortion effect, when you don't care about aliasing
5. Proper resampling is quite important. Most modern and "good" digital distortion effects use it to reduce aliasing. Have a look at the Oversampling toolkit. There is an example that shows the differences of oversampling on a samplerate reducer effect.
2. When you go from [0.5, 1] to [x, 0.5, 0.75, 1] then it would be linear upsampling, or upsampling with linear interpolation (x would be unknown because it depends on the previous sample). Your values [0.5, 0.66, 0.83, 1] would correspond to a single 4x Upsampling step with linear interpolation. Single step means you upsampled directly 4 times the sample rate, and didn't upsample 2 times with 2x Upsampling. For a 2x2 Upsampling the result would be:
- Code: Select all
1. step [x, 0.5, 0.75, 1]
2. step [x, x, x, 0.5, 0.625, 0.75, 0.875, 1]
3. This would be downsampling/decimation
4. Yes, downsampling without filtering/interpolation isn't used that often. However you can use it for a decimator/samplerate reducer distortion effect, when you don't care about aliasing
5. Proper resampling is quite important. Most modern and "good" digital distortion effects use it to reduce aliasing. Have a look at the Oversampling toolkit. There is an example that shows the differences of oversampling on a samplerate reducer effect.
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MyCo - Posts: 718
- Joined: Tue Jul 13, 2010 12:33 pm
- Location: Germany
Re: dsp terms and their meaning
MyCo beat me on this. I would only add the oversampling tut at the good old SM Web site.
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martinvicanek - Posts: 1328
- Joined: Sat Jun 22, 2013 8:28 pm
Re: dsp terms and their meaning
tulamide wrote:1) Say, I have two sample values from a sound sampled @ 44.1 kHz. First is 0.5, second is 1.0. Now (for example in Ruby) I double both. 0.5, 0.5, 1.0, 1.0 Is that equivalent to the term "2x oversampling"?
2x oversampling is a fancy way of saying "doubling the point density". The method you described is called "round to nearest" method. It is the cheapest oversampling method (you basically pick the closest value form the original sample-set, in this case the previous one).
tulamide wrote:2) I now manipulate the 4 values, so that they follow the same linear progression as before: 0.5, 0.66~, 0.83~, 1.0. Is there a term for this operation, other than linear interpolation?
This is some kind of filtering. I dunno what's the actual name nor formula of it. It isn't linear interpolation though.
tulamide wrote:3) Those values can't be used to play the sound, of course, since the system still expects a sample rate of 44.1 kHz. So I would halve the number of values again. Is that equivalent to "2x undersampling"?
Yes. However, before undersampling you usually want to remove frequencies over the new nyquist frequency (Ny=half the sample rate = 22.05kHz), to prevent aliasing. Aliasing occurs during undersampling, because frequencies above the (new halved) nyqist mirror back into 0Hz-to-Nyquist range as "Aliases" (usually undesirable).
tulamide wrote:4) Taking only every other sample would distort the signal. Instead of "0.5, 1.0" like the original, it would now read "0.5, 0.83~". Is there any situation where this would make any sense?
The whole process you described is basically oversampled filter. upsample->filter->downsample. It's a common thing to do, because most filters behave rather funny near the nyquist frequency.
tulamide wrote:5) What would be a standard application for undersampling? A Bitcrusher?
Possibly yes. Bitcrusher is a little bit different though. Bitcrusher reduces the precision at which each sample is recorded - it doesn't do anything with sample rate. example (bitcrush to 4bit quality): 0, 0.125, 0.2544, 0.4588, 0.7862, 1.02 goes to 0, 0, 0.25, 0.5, 0.75, 1.0
- KG_is_back
- Posts: 1196
- Joined: Tue Oct 22, 2013 5:43 pm
- Location: Slovakia
Re: dsp terms and their meaning
Thank you guys!
That was helpful, and especially KG's descriptions were easy to follow. I knew about the oversampling toolkit, but wasn't brave enough yet to look at it, because it doesn't make much sense if I don't even understand the basics right. But now I will have a look at it, and also at Martin's link. Thanks a bunch!
May I just ask one more question? Is there any difference between the terms "oversampling" and "upsampling", resp. "undersampling" and "downsampling"?
That was helpful, and especially KG's descriptions were easy to follow. I knew about the oversampling toolkit, but wasn't brave enough yet to look at it, because it doesn't make much sense if I don't even understand the basics right. But now I will have a look at it, and also at Martin's link. Thanks a bunch!
May I just ask one more question? Is there any difference between the terms "oversampling" and "upsampling", resp. "undersampling" and "downsampling"?
"There lies the dog buried" (German saying translated literally)
- tulamide
- Posts: 2714
- Joined: Sat Jun 21, 2014 2:48 pm
- Location: Germany
Re: dsp terms and their meaning
tulamide wrote:Is there any difference between the terms "oversampling" and "upsampling", resp. "undersampling" and "downsampling"?
I would say up- and downsampling simply means conversion, sometimes called resampling. Oversampling to me is sampling at a higher rate than would strictly be necessary, or higher than the target rate. Likewise, subsampling would be sampling at a lower rate than what one might consider adequate, or lower than the target rate,
As KG pointed out, when resampling you need to use lowpass filters in order to prevent introducing artifacts or aliasing.
Supersampling is often used to mitigate frequency warping in filters, or to suppress aliasing in oscillators or nonlinear processing devices like fuzz boxes. Subsampling may be used to emulate lo fi, or, in a more constructive way, to save CPU when your DSP can get away with less than 44 kHz (think of pitch extraction, where the fundamental is well below Nyquist).
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martinvicanek - Posts: 1328
- Joined: Sat Jun 22, 2013 8:28 pm
Re: dsp terms and their meaning
tulamide wrote:May I just ask one more question? Is there any difference between the terms "oversampling" and "upsampling", resp. "undersampling" and "downsampling"?
Not really, they are synonyms. There might be some stylistic difference where people tend to use them.
As Martin mentioned up/down sampling usually refers to conversion. Like when module takes input at 44kHz and outputs 88kHz it is upsampling.
Over/under sampling usually means that the module is internally over/undersampled. For example 3xoversampled SFZ filter means, that it takes input at 44kHz internally upsamples it, processes it and downsamples just before output (so 44kHz goes back out). Stock Flowstone SFZ filter is an example of that.
But again, it's a matter of style of speech = opinion, not a rock-solid term difference.
- KG_is_back
- Posts: 1196
- Joined: Tue Oct 22, 2013 5:43 pm
- Location: Slovakia
Re: dsp terms and their meaning
While reading SOS, I stumbled across this: http://www.soundonsound.com/information/Glossary.php
- KG_is_back
- Posts: 1196
- Joined: Tue Oct 22, 2013 5:43 pm
- Location: Slovakia
Re: dsp terms and their meaning
KG_is_back wrote:While reading SOS, I stumbled across this: http://www.soundonsound.com/information/Glossary.php
Neat, didn't know about that. I think Sweetwater's excellent glossary trumps it though!
http://www.sweetwater.com/insync/category/glossary/
- Perfect Human Interface
- Posts: 643
- Joined: Sun Mar 10, 2013 7:32 pm
Re: dsp terms and their meaning
Perfect Human Interface wrote:KG_is_back wrote:While reading SOS, I stumbled across this: http://www.soundonsound.com/information/Glossary.php
Neat, didn't know about that. I think Sweetwater's excellent glossary trumps it though!
http://www.sweetwater.com/insync/category/glossary/
Nice one, PHI! Thanks for sharing. Bookmark'd right away
"There lies the dog buried" (German saying translated literally)
- tulamide
- Posts: 2714
- Joined: Sat Jun 21, 2014 2:48 pm
- Location: Germany
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