### Mathematical Definition of the STFT

The usual mathematical definition of the STFT is [9]where

*Constant OverLap-Add (COLA) property*at hop-size ,

*i.e.*, if

then the sum of the successive DTFTs over time equals the DTFT of the whole signal :

^{8.1}A example is depicted in Fig.8.9. Any window that is is also , for , provided is an integer.

^{8.2}We will explore COLA windows more completely in Chapter 8. When using the short-time Fourier transform for signal processing, as taken up in Chapter 8, the COLA requirement is important for avoiding artifacts. For usage as a spectrum analyzer for measurement and display, the COLA requirement can often be relaxed, as doing so only means we are not weighting all information equally in our analysis. Nothing disastrous happens, for example, if we use 50% overlap with the Blackman window in a short-time spectrum analysis over time--the results look fine; however, in such a case, data falling near the edges of the window will have a slightly muted impact on the results relative to data falling near the window center, because the Blackman window is not COLA at 50% overlap.

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Practical Computation of the STFT

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Example: Pink Noise Analysis