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I am basically new to the $z$-transform and there are some points regarding its square magnitude that I do not understand.

Basically I do not understand how in slide 4 of PDF, they arrive at the following expression of $|H(z)|^2$: $$P(z)=|H(z)|^2=H(z)\ast H^*(1/z^*)$$ If we start with $$p(n)=h(n)\ast h(-n)$$ but directly take the $z$-transform of the above expression (without substituting $h(n)$ by $h^*(-n)$ as they do in PDF) we arrive at: $$P(z)=H(z)\ast H(1/z)$$ where I am using the following properties of the $z$-transform: $$x[n] \longleftrightarrow X(z)$$ $$x[-n] \longleftrightarrow X(1/z)$$ However, it is has been said before (StackExchange) that this expression ($P(z)=H(z)\ast H(1/z)$) is only valid for the unit circle, however I fail to see in which part of the derivation I made the imposition that $|z|=1$.

For reference I attach a capture of the lines I am referring to in PDF:

derivation of the square magnitude of PDF

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I understand your confusion. What we are looking for is a function of $z$ which equals the squared magnitude $|H(e^{j\omega})|^2$ of a Fourier transform $H(e^{j\omega})=\mathcal{F}\{h[n]\}$ when evaluated on the unit circle $|z|=1$. Note that the inverse discrete-time Fourier transform of $|H(e^{j\omega})|^2$ is given by the convolution $h[n]\star h^*[-n]$, where $^*$ denotes complex conjugation. Since the $\mathcal{Z}$-transform of $h^*[-n]$ is given by $H^*(1/z^*)$ we see that the $\mathcal{Z}$-transform of $h[n]\star h^*[-n]$ is given by

$$\mathcal{Z}\big\{h[n]\star h^*[-n]\big\}=H(z)H^*\left(\frac{1}{z^*}\right)\tag{1}$$

If $h[n]$ is real-valued we obviously have $h^*[-n]=h[-n]$, and $(1)$ is equivalent to

$$\mathcal{Z}\big\{h[n]\star h[-n]\big\}=H(z)H\left(\frac{1}{z}\right)\tag{2}$$

It's important to understand that the equations

$$\big|H(z)\big|^2=H(z)H^*\left(\frac{1}{z^*}\right)\tag{3}$$

and, for real-valued $h[n]$,

$$\big|H(z)\big|^2=H(z)H\left(\frac{1}{z}\right)\tag{4}$$

are only valid on the unit circle $|z|=1$.

In general we of course have

$$\big|H(z)\big|^2=H(z)H^*(z)\tag{5}$$

but $(5)$ is no valid $\mathcal{Z}$-transform of any time domain sequence, because it is not analytic. On the other hand, $(3)$ and $(4)$ are valid $\mathcal{Z}$-transforms, namely of the sequence $h[n]\star h^*[-n]$. On the unit circle they equal the squared magnitude of the Fourier transform of $h[n]$, i.e.,

$$H(z)H^*\left(\frac{1}{z^*}\right)=\big|H(e^{j\omega})\big|^2,\qquad |z|=1\tag{6}$$

Let's look at a simple example. With $h[n]=\delta[n]+\delta[n-1]$, we have $H(z)=1+z^{-1}$. Since $h[n]$ is real-valued we can use Eq. $(4)$:

$$H(z)H\left(\frac{1}{z}\right)=(1+z^{-1})(1+z)=z+2+z^{-1}\tag{7}$$

The actual squared magnitude of $H(z)$ is

$$\big|H(z)\big|^2=|1+z^{-1}|^2=1+2\textrm{Re}\{z^{-1}\}+|z|^{-2}\tag{8}$$

On the unit circle $z=e^{j\omega}$ both $(7)$ and $(8)$ equal

$$\big|H(e^{j\omega})\big|^2=2+2\cos(\omega)\tag{9}$$

However, the inverse $\mathcal{Z}$-transform of $(7)$ equals the inverse Fourier transform of $|H(e^{j\omega})|^2$, whereas $(8)$ is no $\mathcal{Z}$-transform.

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  • $\begingroup$ Thank you very much @Matt L. that was really helpful and quick. Just to clarify my understanding I have made a new post (I did not want to put it here as a comment because it is rather long and involves some lines of maths):(dsp.stackexchange.com/questions/71738/…). $\endgroup$ Commented Dec 2, 2020 at 9:36

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