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The module will provide analysis and examples of how a continuous-time signal is converted to a digital signal and processed.

Dt processing of ct signals

Dsp system

Analysis

Y c Ω H LP Ω Y Ω T
where we know that Y ω X ω G ω and G ω is the frequency response of the DT LTI system. Also, remember that ω Ω T So,
Y c Ω H LP Ω G Ω T X Ω T
where Y c Ω and H LP Ω are CTFTs and G Ω T and X Ω T are DTFTs.
X ω 2 T k X c ω 2 k T OR X Ω T 2 T k X c Ω k Ω s
Therefore our final output signal, Y c Ω , will be:
Y c Ω H LP Ω G Ω T 2 T k X c Ω k Ω s
Now, if X c Ω is bandlimited to Ω s 2 Ω s 2 and we use the usual lowpass reconstruction filter in the D/A, :

Then,

Y c Ω G Ω T X c Ω Ω Ω s 2 0

Summary

For bandlimited signals sampled at or above the Nyquist rate, we can relate the input and output of the DSP systemby:

Y c Ω G eff Ω X c Ω
where G eff Ω G Ω T Ω Ω s 2 0

Note

G eff Ω is LTI if and only if the following two conditions are satisfied:

  • G ω is LTI (in DT).
  • X c T is bandlimited and sampling rate equal to or greater than Nyquist. For example, if we had a simplepulse described by X c t u t T 0 u t T 1 where T 1 T 0 . If the sampling period T T 1 T 0 , then some samples might "miss" the pulse while othersmight not be "missed." This is what we term time-varying behavior .

If 2 T 2 B and ω 1 B T , determine and sketch Y c Ω using .

Application: 60hz noise removal

Unfortunately, in real-world situations electrodes also pick up ambient 60 Hz signals from lights, computers, etc. . In fact, usually this "60 Hz noise" is much greater in amplitude than the EKG signal shown in . shows the EKG signal; it is barely noticeable as it has become overwhelmed by noise.

Our EKG signal, y t , is overwhelmed by noise.

Dsp solution

Sampling period/rate

First we must note that Y Ω is bandlimited to±60 Hz.Therefore, the minimum rate should be 120 Hz. In order to get the best results we should set f s 240 Hz . Ω s 2 240 rad s

Digital filter

Therefore, we want to design a digital filter that will remove the 60Hz component and preserve the rest.

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Source:  OpenStax, Ece 454 and ece 554 supplemental reading. OpenStax CNX. Apr 02, 2012 Download for free at http://cnx.org/content/col11416/1.1
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