1
$\begingroup$

I'm studying for a Signals Processing exam and came across an exercise that I'm finding pretty difficult to solve. It says:

Asume there is a signal $x[n]$ of length $N$. Its $\mathcal{Z}$-Transform is $X(z)$. Find the expressions of the DFTs of the next signals using a correct sampling of $X(z)$.

a) $x_{1}[n]=x[n]$ if $0\le n \le N-1$ and $x_{1}[n]=0$ if $N\le n \le 2N-1$

b) $x_{1}[n]=x[n]+x[n-N]$

For a), I thought of expressing $X[k] = X(z) \bigg|_{z=e^{j\frac{2\pi}{N} k}}$, i.e. the $\mathcal{Z}$-Transform evaluated in $z=j\frac{2\pi}{N} k$ is the DFT of $x[n]$. Due to the zeros added at the end of the original signal, I arrived at the conclusion that $X[k] = X(z) \bigg|_{z=e^{j\frac{2\pi}{2N} k}}$. Namely, the $\mathcal{Z}$-Transform is now sampled in $2N$ points around the unity circle. Is this reasoning right?

And regarding exercise b), I have absolutely no idea how to solve it.

Thanks for your time!

$\endgroup$
0

2 Answers 2

3
$\begingroup$

For a) you're correct. For b), $x_1$ is a length $2N$ signal, and its DFT is given by

$$X_1[k]=\sum_{n=0}^{2N-1}x_1[n]e^{-j2\pi kn/2N}=\sum_{n=0}^{2N-1}x_1[n]e^{-j\pi kn/N}\tag{1}$$

With $x_1=x[n]+x[n-N]$ you get

$$\begin{align}X_1[k]&=\sum_{n=0}^{N-1}x[n]e^{-j\pi kn/N}+\sum_{n=N}^{2N-1}x[n-N]e^{-j\pi kn/N}\\&=X\left(e^{j\pi k/N}\right)+\sum_{n=0}^{N-1}x[n]e^{-jk\pi(n+N)/N}\\&=X\left(e^{j\pi k/N}\right)+e^{-jk\pi}X\left(e^{j\pi k/N}\right)\\&=X\left(e^{j\pi k/N}\right)(1+(-1)^k)=\begin{cases}2X\left(e^{j\pi k/N}\right),&k \text{ even}\\ 0&k\text{ odd}\end{cases}\tag{2}\end{align}$$

Eq. $(2)$ shows that decimation in the frequency domain corresponds to aliasing in the time domain.

$\endgroup$
2
  • $\begingroup$ Thank you so much! One last question: what do you mean by "decimation in the frequency domain corresponds to aliasing in the time domain"? I mean, I know what every word in that sentence means, I just don't see it in Eq (2). For the second signal, its DFT is clearly a decimation of the original one, that's clear. But why does that correspond to aliasing in the time domain? $\endgroup$
    – Tendero
    Commented Jan 26, 2016 at 13:50
  • $\begingroup$ @M.S.: I mean that the DFT values of $X[k]$ are decimated in the sense that every other sample is omitted (and then replaced by a zero), according to Eq. (2). In the time domain this corresponds to an addition of a shifted version of $x[n]$, i.e., $x[n]+x[n-N]$, which is basically aliasing in the time domain, even though the shifted versions don't overlap. $\endgroup$
    – Matt L.
    Commented Jan 26, 2016 at 15:37
1
$\begingroup$

here is the relationship in a quick and concise (or terse) manner:

discrete-time signal: $x[n]$ where $n$ is an integer.

Z transform:

$$ X(z) \triangleq \sum\limits_{n=-\infty}^{+\infty} x[n] \ z^{-n} $$

Discrete-time Fourier transform (DTFT):

$$\begin{align} X\left(e^{j\omega}\right) \ &= \ X(z) \Big|_{z=e^{j\omega}} \\ &= \ \sum\limits_{n=-\infty}^{+\infty} x[n] \ e^{-j \omega n} \\ \end{align}$$

that is how the DTFT is related to the Z transform.

DFT:

$$\begin{align} X[k] &= X\left(e^{j\omega}\right)\Big|_{\omega = \frac{2 \pi k}{N}} \quad \text{where } x[n]=0 \text{ for } n<0 \text{ or }n\ge N \\ &= \ \sum\limits_{n=-\infty}^{+\infty} x[n] (u[n]-u[n-N]) \ e^{-j \frac{2 \pi k}{N} n} \\ &= \ \sum\limits_{n=0}^{N-1} x[n] \ e^{-j \frac{2 \pi k}{N} n} \\ \end{align}$$

here $k$ is an integer and $u[n]$ is the discrete unit step function.

$$ u[n] \triangleq \begin{cases} 1 \quad \text{for } n \ge 0 \\ 0 \quad \text{for } n < 0 \end{cases} $$

$\endgroup$
1
  • $\begingroup$ Thanks for the answer, but that was not what I was looking for, I'm sorry :/ I was trying to get an answer for the specific problem I wrote above, as it has some zero-padding involved and it's not a standard DFT-ZT relationship question $\endgroup$
    – Tendero
    Commented Jan 26, 2016 at 5:08

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service and acknowledge you have read our privacy policy.

Not the answer you're looking for? Browse other questions tagged or ask your own question.