Z-Transform: Definition, ROC, and Transform Pairs
## Why Do We Need Another Transform?
Z-Transform: Definition, ROC, and Transform Pairs
Why Do We Need Another Transform?
The Z-transform is to discrete-time signals what the Laplace transform is to continuous-time signals. It converts:
- Convolution → Multiplication (algebraic)
- Difference equations → Algebraic equations
- Time-domain analysis → Complex frequency-domain analysis
It’s the primary tool for analyzing, designing, and implementing discrete-time systems.
Definition
For a discrete-time signal $x[n]$, the bilateral Z-transform is:
\[X(z) = \mathcal{Z}\{x[n]\} = \sum_{n=-\infty}^{\infty} x[n] z^{-n}\]where $z = re^{j\omega}$ is a complex variable.
Region of Convergence (ROC)
| The sum converges only for certain $z$. The ROC is the set of $z$ where $ | X(z) | < \infty$. |
The Z-transform is NOT complete without its ROC. Two different signals can have the same $X(z)$ formula but different ROCs.
ROC Properties: The “Must-Know” Rules
| Signal Type | ROC | ||
|---|---|---|---|
| Right-sided ($x[n]=0$ for $n<N$) | $ | z | > r_{\text{max}}$ (exterior of circle) |
| Left-sided ($x[n]=0$ for $n>N$) | $ | z | < r_{\text{min}}$ (interior of circle) |
| Two-sided (infinite both ways) | $r_{\text{min}} < | z | < r_{\text{max}}$ (annulus) |
| Finite-duration (nonzero only for $N_1 \le n \le N_2$) | Entire $z$-plane except $z=0$ or $z=\infty$ |
Key ROC Rules:
- ROC cannot contain poles
- ROC is a connected region (annulus, disc, or exterior)
If $x[n]$ is causal → ROC is $ z > r_{\text{max}}$ If $x[n]$ is anti-causal → ROC is $ z < r_{\text{min}}$ For stability: ROC must include unit circle $ z =1$
Common Z-Transform Pairs
| Signal $x[n]$ | $X(z)$ | ROC | ||||
|---|---|---|---|---|---|---|
| $\delta[n]$ | $1$ | All $z$ | ||||
| $\delta[n-k]$ | $z^{-k}$ | $z \ne 0$ ($k>0$) or $z \ne \infty$ ($k<0$) | ||||
| $u[n]$ | $\frac{1}{1-z^{-1}} = \frac{z}{z-1}$ | $ | z | > 1$ | ||
| $-u[-n-1]$ | $\frac{1}{1-z^{-1}}$ | $ | z | < 1$ | ||
| $a^n u[n]$ | $\frac{1}{1-az^{-1}} = \frac{z}{z-a}$ | $ | z | > | a | $ |
| $-a^n u[-n-1]$ | $\frac{1}{1-az^{-1}}$ | $ | z | < | a | $ |
| $n a^n u[n]$ | $\frac{az^{-1}}{(1-az^{-1})^2}$ | $ | z | > | a | $ |
| $\cos(\omega_0 n) u[n]$ | $\frac{1-\cos(\omega_0)z^{-1}}{1-2\cos(\omega_0)z^{-1}+z^{-2}}$ | $ | z | > 1$ |
Notice: $a^n u[n]$ and $-a^n u[-n-1]$ have identical $X(z)$ but different ROCs. The ROC tells you which signal you have!
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