Pole-Zero Analysis and Stability
## System Function $H(z)$ and Pole-Zero Analysis
Pole-Zero Analysis and Stability
System Function $H(z)$ and Pole-Zero Analysis
For an LTI system with impulse response $h[n]$:
\[H(z) = \sum_{n=-\infty}^{\infty} h[n] z^{-n} = \frac{Y(z)}{X(z)}\]For systems described by linear constant-coefficient difference equations:
\[\sum_{k=0}^{N} a_k y[n-k] = \sum_{k=0}^{M} b_k x[n-k]\]Taking Z-transform:
\[H(z) = \frac{\sum_{k=0}^{M} b_k z^{-k}}{\sum_{k=0}^{N} a_k z^{-k}} = \frac{B(z)}{A(z)}\]Poles and Zeros
- Zeros: Roots of numerator $B(z)$ → $H(z) = 0$
- Poles: Roots of denominator $A(z)$ → $H(z) \to \infty$
Stability from Pole Locations
| Pole Location | System | ||
|---|---|---|---|
| All poles inside unit circle ($ | z | < 1$) | Stable (causal) |
| Any pole outside unit circle ($ | z | > 1$) | Unstable |
| Poles on unit circle ($ | z | = 1$) | Marginally stable (oscillatory) |
Zero Locations → Frequency Response Shaping
- Zeros on unit circle → notches (complete rejection at that frequency)
- Zeros near unit circle → dips in response
- Poles near unit circle → peaks (resonance)
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