Link between Z-transform and Taylor series expansion

Click For Summary
SUMMARY

The discussion centers on the relationship between the Z-transform and Taylor series expansion in signal processing. Specifically, it explains that the inverse Z-transform of a function F(z) can be computed using the Taylor series expansion of z^{-n_0} F(z^{-1}) around z=0. The participant highlights their previous knowledge of inverting the Z-transform through tables and contour integrals, expressing a newfound appreciation for the connection between these mathematical concepts. The derivation provided illustrates how the coefficients f[n] can be obtained from the Taylor series of G(t) = F(t^{-1}).

PREREQUISITES
  • Understanding of Z-transform and its properties
  • Familiarity with Taylor series and power series expansions
  • Basic knowledge of signal processing concepts
  • Experience with complex analysis, particularly contour integrals
NEXT STEPS
  • Study the derivation of the inverse Z-transform using Taylor series
  • Learn about the properties of power series in signal processing
  • Explore advanced techniques in complex analysis related to signal processing
  • Investigate applications of Z-transform in digital signal processing
USEFUL FOR

Signal processing students, engineers, and researchers interested in the mathematical foundations of Z-transforms and their applications in analyzing discrete-time signals.

fatpotato
Homework Statement
Inverting a Z-transform using Taylor series expansion
Relevant Equations
See embedded image in my post
Hello,

I am reading a course on signal processing involving the Z-transform, and I just read something that leaves me confused.

Let ##F(z)## be the given Z-transform of a numerical function ##f[n]## (discrete amplitudes, discrete variable), which has a positive semi-finite support and finite ROC. My textbook says that we should be able to compute the inverse Z-transform of ##F(z)##, so the ##f[n]## values, using the fact that "##f[n]## values are given by the Taylor series expansion of ##z^{-n_0} F(z^{-1})## around ##z=0##", using the following equation:

1654787498356.png

This sounds fascinating, but I don't understand! How are Z-transform and Taylor series expansion linked, and why? I only ever learned about inverting the Z-transform using tables, long division or using the inverse transform definition involving contour integral in the complex plane (which I never had the chance to use).

Any information is welcome!
 
  • Like
Likes   Reactions: Delta2
Physics news on Phys.org
Look at the definition: <br /> F(z) = \sum_{n=0}^\infty f[n]z^{-n} Setting t = z^{-1} this is <br /> F(t^{-1}) = \sum_{n=0}^\infty f[n]t^{n}. This is a power series in t, so if G(t) = F(t^{-1}) has a convergent Taylor series at 0 this is <br /> \sum_{n=0}^\infty f[n]t^{n} = \sum_{n=0}^\infty \frac{1}{n!} G^{(n)}(0)t^n and hence f[n] = \frac{1}{n!} G^{(n)}(0) = \frac{1}{n!}\left.\frac{d^n}{dt^n}F(t^{-1})\right|_{t=0}.
 
  • Like
Likes   Reactions: fatpotato
Beautiful, thank you for the derivation!

In a classical engineering program setting, I tend to believe that applying Taylor series would be limited to Calculus and I would have never thought of using it here.

Would you happen to have a suggestion on where I can expand my horizons to come up with such reasonings myself?
 

Similar threads

  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 12 ·
Replies
12
Views
3K
Replies
6
Views
14K
  • · Replies 6 ·
Replies
6
Views
4K
Replies
6
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
Replies
2
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 13 ·
Replies
13
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K