Hi, If I have a sine wave with period T. The sampling theory says I can recover it by sampling at T/2. That is two points, barely enough to draw a straight line. What am I missing here? --------------------------------------- Posted through http://www.DSPRelated.com

# Basic Sampling Theory Question

Started by ●August 17, 2015

Reply by ●August 17, 20152015-08-17

old_ee <107864@DSPRelated> wrote:>If I have a sine wave with period T. The sampling theory says I can >recover it by sampling at T/2. That is two points, barely enough to draw a >straight line.>What am I missing here?I think the sampling theorem says that the (uniform) sampling interval must be strictly less than T/2 to capture the nformation in the sine wave with period T; T/2 itself does not work. Steve

Reply by ●August 17, 20152015-08-17

On 17/08/2015 11:29, old_ee wrote:> Hi, > > If I have a sine wave with period T. The sampling theory says I can > recover it by sampling at T/2. That is two points, barely enough to draw a > straight line. > > What am I missing here? >Reconstruction does not use straight lines. Setting aside all the maths involved, reconstruction (as in principle done by all DACs) in effect (re)generates the required curves between the sample points. With those two sample points right on the limit, in theory the DAC (and its reconstruction filter) converts them into a nice sinusoid. In practice, the reconstruction filter may be a little more 'powerful' than that, as it has to be, right on the Nyquist limit, so that you will probably end up not getting a signal at all. The soundfile editor Adobe Audition (nee Cool Edit Pro) draws the "proper" quasi-analogue curve between sample points, when zoomed in sufficiently closely. It is good enough to be useful for demonstrating how each single digital sample gets reconstructed ("in theory...") as a appropriately scaled and shifted "windowed sinc" waveform. Richard Dobson

Reply by ●August 17, 20152015-08-17

On Mon, 17 Aug 2015 05:29:31 -0500, "old_ee" <107864@DSPRelated> wrote:>Hi, > > If I have a sine wave with period T. The sampling theory says I can >recover it by sampling at T/2. That is two points, barely enough to draw a >straight line. > > What am I missing here?The reconstruction with the assumption that the signal is bandlimited makes all the difference. Once the bandlimiting is performed during the reconstruction process the straight lines go away. Eric Jacobsen Anchor Hill Communications http://www.anchorhill.com

Reply by ●August 17, 20152015-08-17

On Mon, 17 Aug 2015 05:29:31 -0500, old_ee wrote:> Hi, > > If I have a sine wave with period T. The sampling theory says I can > recover it by sampling at T/2. That is two points, barely enough to draw > a straight line. > > What am I missing here?Two things: First, if you have a sine wave with period T then you can recover it by sampling at a period that is strictly T_s < T/2. Second, in your reconstruction you must assume that the sampled signal was strictly bandlimited. There are two difficulties with this: First, in the original expressions of the sampling theory that I have seen by Nyquist and Shannon, they played a bit fast and loose with the strictness of T_s < T/2 -- I suspect that this is because they were experienced engineers who were quite familiar with the point that's coming up. Second, in practice, you just can't sample at T_s = T/2 - t_e, where t_e is arbitrarily small. If you try, you find that the amount of time you need to observe your signal tends to infinity as t_e tends to zero, because observing your signal for a shorter period is tantamount to chopping off your signal, which creates sidebands. Generally, unless you have some really compelling reason to get close to it (like if you're designing CD formats), you want to sample 2x or more of the "Nyquist rate" -- in fact, in closed-loop control systems where delay matters, 10x of the intended loop closing frequency is a common rule of thumb, and for high-precision control there are advantages to be had in pushing up to 100x the intended loop closing frequency. I go into some of the issues about this here: http://wescottdesign.com/articles/Sampling/sampling.pdf -- Tim Wescott Wescott Design Services http://www.wescottdesign.com

Reply by ●August 18, 20152015-08-18

old_ee wrote:> Hi, > > If I have a sine wave with period T. The sampling theory says I can > recover it by sampling at T/2. That is two points, barely enough to draw a > straight line. > > What am I missing here? > > > --------------------------------------- > Posted through http://www.DSPRelated.com >Sampling theory. -- Les Cargill

Reply by ●August 18, 20152015-08-18

On Tuesday, August 18, 2015 at 5:26:05 AM UTC+12, Tim Wescott wrote:> On Mon, 17 Aug 2015 05:29:31 -0500, old_ee wrote: > > > Hi, > > > > If I have a sine wave with period T. The sampling theory says I can > > recover it by sampling at T/2. That is two points, barely enough to draw > > a straight line. > > > > What am I missing here? > > Two things: First, if you have a sine wave with period T then you can > recover it by sampling at a period that is strictly T_s < T/2. Second, > in your reconstruction you must assume that the sampled signal was > strictly bandlimited. > > There are two difficulties with this: > > First, in the original expressions of the sampling theory that I have > seen by Nyquist and Shannon, they played a bit fast and loose with the > strictness of T_s < T/2 -- I suspect that this is because they were > experienced engineers who were quite familiar with the point that's > coming up. > > Second, in practice, you just can't sample at T_s = T/2 - t_e, where t_e > is arbitrarily small. If you try, you find that the amount of time you > need to observe your signal tends to infinity as t_e tends to zero, > because observing your signal for a shorter period is tantamount to > chopping off your signal, which creates sidebands. > > Generally, unless you have some really compelling reason to get close to > it (like if you're designing CD formats), you want to sample 2x or more > of the "Nyquist rate" -- in fact, in closed-loop control systems where > delay matters, 10x of the intended loop closing frequency is a common > rule of thumb, and for high-precision control there are advantages to be > had in pushing up to 100x the intended loop closing frequency. > > I go into some of the issues about this here: > http://wescottdesign.com/articles/Sampling/sampling.pdf > > -- > > Tim Wescott > Wescott Design Services > http://www.wescottdesign.comJust a small correction, sampling theory was not due to Nyquist and Shannon but Whittaker and a Russian gentleman. Shannon just put it in an engineering framework.

Reply by ●August 18, 20152015-08-18

gyansorova@gmail.com wrote:> On Tuesday, August 18, 2015 at 5:26:05 AM UTC+12, Tim Wescott wrote:(snip)>> Generally, unless you have some really compelling reason to get close to >> it (like if you're designing CD formats), you want to sample 2x or more >> of the "Nyquist rate" -- in fact, in closed-loop control systems where >> delay matters, 10x of the intended loop closing frequency is a common >> rule of thumb, and for high-precision control there are advantages to be >> had in pushing up to 100x the intended loop closing frequency.(snip)> Just a small correction, sampling theory was not due to Nyquist > and Shannon but Whittaker and a Russian gentleman. Shannon just > put it in an engineering framework.And Nyquist had what seems to be a completely different problem. He wanted to know how fast he could send telegraph pulses through a cable, and still see them at the other end. Turns out to be the dual problem for sampling theory. -- glen

Reply by ●August 18, 20152015-08-18

On Tue, 18 Aug 2015 19:01:05 +0000 (UTC), glen herrmannsfeldt <gah@ugcs.caltech.edu> wrote:>gyansorova@gmail.com wrote: >> On Tuesday, August 18, 2015 at 5:26:05 AM UTC+12, Tim Wescott wrote: >(snip) >>> Generally, unless you have some really compelling reason to get close to >>> it (like if you're designing CD formats), you want to sample 2x or more >>> of the "Nyquist rate" -- in fact, in closed-loop control systems where >>> delay matters, 10x of the intended loop closing frequency is a common >>> rule of thumb, and for high-precision control there are advantages to be >>> had in pushing up to 100x the intended loop closing frequency. > >(snip) > >> Just a small correction, sampling theory was not due to Nyquist >> and Shannon but Whittaker and a Russian gentleman. Shannon just >> put it in an engineering framework. > >And Nyquist had what seems to be a completely different problem. > >He wanted to know how fast he could send telegraph pulses through >a cable, and still see them at the other end. Turns out to be >the dual problem for sampling theory. > >-- glenThat's why the pulse-shaping filters in a communication system are called Nyquist filters. Eric Jacobsen Anchor Hill Communications http://www.anchorhill.com

Reply by ●August 18, 20152015-08-18

Eric Jacobsen <eric.jacobsen@ieee.org> wrote:>On Tue, 18 Aug 2015 19:01:05 +0000 (UTC), glen herrmannsfeldt>>And Nyquist had what seems to be a completely different problem.>>He wanted to know how fast he could send telegraph pulses through >>a cable, and still see them at the other end. Turns out to be >>the dual problem for sampling theory.>That's why the pulse-shaping filters in a communication system are >called Nyquist filters.Okay, so that's what a Nyquist filter is. I had always figured it meant a filter that bandlimits a signal such that it falls within the Nyquist limiq. Steve