Homework Eight: Difference between revisions

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Recall that when the audio for a music CD is produced it has an infinite amount of data points which can be expressed as <math>x(t)</math> in the time domain and <math>X(f)</math> in the frequency domain, as follows
Recall that when the audio for a music CD is produced it has an infinite amount of data points which can be expressed as <math>x(t)</math> in the time domain ('''Figure 1''') and <math>X(f)</math> in the frequency domain ('''Figure 2''').


[[Image:x_continuous3.jpg |thumb|left|upright=2|Audio data as a function of time, x(t)]]
[[Image:x_continuous3.jpg |thumb|center|upright=2|Figure 1: Audio data as a function of time, x(t)]]
[[Image:x_frequency1b.jpg |thumb|left|upright=2|Audio data as a function of frequency, X(f)]]<br>\
[[Image:x_frequency1b.jpg |thumb|center|upright=2|Figure 2: Audio data as a function of frequency, X(f)]]

When one wants to store the data of <math>x(t)</math> (i.e. reading the data onto a CD in this case) an infinite number of data points is not ideal -- in fact, it is impossible. Therefore, we must sample the data at the (typical) rate of <math>f_{s} = \frac{1}{T}</math>. This will give us a periodic function which we will call <math>x(nT) \mbox{, where } n \in \mathbb{Z} \mbox{ and } T</math> is the sampling period. It is common to allow a sampling rate of twice the frequency at which a human can hear (i.e. 2 x 22 kHz) -- that means, <math>f_{s} = 44</math> kHz.<br/>

Recall from class that in order to sample the original function, <math>x(nT)</math>, we need to use a delta function. In other words, the continuous function of <math>x(nT)</math> can be written as <math>\sum_{-\infty}^{\infty}x(nT) \delta (t-nT_{0})</math> ('''Figure 3''')

[[Image:x_discrete_a.jpg |thumb|center|upright=2|Figure 3: x(nT) written as impulses for sampling purposes]]

Revision as of 18:51, 8 November 2009

How does a CD player work with no oversampling, but digital filtering (1x oversampling)?


Nick Christman


Recall that when the audio for a music CD is produced it has an infinite amount of data points which can be expressed as in the time domain (Figure 1) and in the frequency domain (Figure 2).

Figure 1: Audio data as a function of time, x(t)
Figure 2: Audio data as a function of frequency, X(f)

When one wants to store the data of (i.e. reading the data onto a CD in this case) an infinite number of data points is not ideal -- in fact, it is impossible. Therefore, we must sample the data at the (typical) rate of . This will give us a periodic function which we will call is the sampling period. It is common to allow a sampling rate of twice the frequency at which a human can hear (i.e. 2 x 22 kHz) -- that means, kHz.

Recall from class that in order to sample the original function, , we need to use a delta function. In other words, the continuous function of can be written as (Figure 3)

Figure 3: x(nT) written as impulses for sampling purposes