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Proof of Aliasing Theorem

To show:

$\displaystyle \zbox {\hbox{\sc Downsample}_N(x) \;\longleftrightarrow\;\frac{1}{N} \hbox{\sc Alias}_N(X)}
$

or
\fbox{$x(nN) \;\longleftrightarrow\;\frac{1}{N} \displaystyle\sum_{m=0}^{N-1} X\left(e^{j2\pi m/N} z^{1/N}\right)$}

From the DFT case [235], we know this is true when $ x$ and $ X$ are each complex sequences of length $ N_s$, in which case $ y$ and $ Y$ are length $ N_s/N$. Thus,

$\displaystyle x(nN) \;\longleftrightarrow\;
Y(\omega_k N) = \frac{1}{N} \sum_{m=0}^{N-1} X\left(\omega_k + \frac{2\pi}{N} m \right), \; k\in [0,N_s/N)
$

where we have chosen to keep frequency samples $ \omega_k$ in terms of the original frequency axis prior to downsampling, i.e., $ \omega_k =
2\pi k/ N_s$ for both $ X$ and $ Y$. This choice allows us to easily take the limit as $ N_s\to\infty$ by simply replacing $ \omega_k$ by $ \omega$:

$\displaystyle x(nN) \;\longleftrightarrow\;
Y(\omega N) = \frac{1}{N} \sum_{m=0}^{N-1} X\left(\omega + \frac{2\pi}{N} m \right), \; \omega\in[0,2\pi/N)
$

Replacing $ \omega$ by $ \omega^\prime =\omega N$ and converting to $ z$-transform notation $ X(z)$ instead of Fourier transform notation $ X(\omega)$, with $ z=e^{j\omega^\prime }$, yields the final result.


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``Spectral Audio Signal Processing'', by Julius O. Smith III, (August 2008 Draft).
Copyright © 2008-09-25 by Julius O. Smith III
Center for Computer Research in Music and Acoustics (CCRMA),   Stanford University
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