(2 intermediate revisions by the same user not shown) | |||
Line 1: | Line 1: | ||
− | [[Category:discrete time Fourier transform]] | + | [[Category:discrete-time Fourier transform]] |
[[Category:z-transform]] | [[Category:z-transform]] | ||
Line 5: | Line 5: | ||
---- | ---- | ||
Recall that | Recall that | ||
− | *The Discrete-time Fourier transform ( | + | *The Discrete-time Fourier transform (DTFT) is <math>{\mathcal X}(\omega) = {\mathcal F} \left( x[n] \right) = \sum_{n=-\infty}^\infty x[n]e^{-j\omega n}</math>. |
*The z-transform is <math>X(z)= {\mathcal Z} \left( x[n] \right)= \sum_{n=-\infty}^\infty x[n] z^{-n}</math> | *The z-transform is <math>X(z)= {\mathcal Z} \left( x[n] \right)= \sum_{n=-\infty}^\infty x[n] z^{-n}</math> | ||
---- | ---- | ||
'''1. One can obtain the DTFT from the z-transform X(z) by as follows:''' | '''1. One can obtain the DTFT from the z-transform X(z) by as follows:''' | ||
− | <center><math>\left. X(z)\right|_{z=e^{jw}} = | + | <center><math>\left. X(z)\right|_{z=e^{jw}} = {\mathcal X}(\omega) </math></center> |
In other words, if you restrict the z-transoform to the unit circle in the complex plane, then you get the Fourier transform (DTFT). | In other words, if you restrict the z-transoform to the unit circle in the complex plane, then you get the Fourier transform (DTFT). |
Latest revision as of 14:49, 1 May 2015
Relationship between DTFT and z-transform
Recall that
- The Discrete-time Fourier transform (DTFT) is $ {\mathcal X}(\omega) = {\mathcal F} \left( x[n] \right) = \sum_{n=-\infty}^\infty x[n]e^{-j\omega n} $.
- The z-transform is $ X(z)= {\mathcal Z} \left( x[n] \right)= \sum_{n=-\infty}^\infty x[n] z^{-n} $
1. One can obtain the DTFT from the z-transform X(z) by as follows:
In other words, if you restrict the z-transoform to the unit circle in the complex plane, then you get the Fourier transform (DTFT).
2. One can also obtain the Z-Transform from the DTFT.
Write the z-transform $ X(z)=X(re^{jw}) $ using polar coordinates for the complex number z. Then
$ \begin{align} X(z)&= \sum_{-\infty}^\infty x[n]z^{-n}\\ & = \sum_{-\infty}^\infty x[n](re^{jw})^{-n} \\ & = \sum_{-\infty}^\infty x[n]r^{-n}e^{-jwn} \\ & = {\mathcal F} \left( x[n]r^{-n} \right) \end{align} $
So the z-transform is like a DTFT after multiplying the signal by the signal $ y[n]=r^{-n} $.