Short Time Fourier Transform - invertible?

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SUMMARY

The Short Time Fourier Transform (STFT) is indeed invertible, allowing for the recovery of the original signal from its transform using the Inverse STFT. The discussion highlights the role of the window function, w(t-τ), in extracting local signals, which can be interpreted as modulation. While the Gabor transform can retrieve a modulated version of the original signal, the question remains whether the true original signal, x(t), can be fully recovered after modulation. The consensus is that if the original signal is multiplied element-wise by a Gaussian window, recovery is possible.

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  • Understanding of Short Time Fourier Transform (STFT)
  • Familiarity with Gabor transforms
  • Knowledge of window functions in signal processing
  • Concept of element-wise multiplication in signal analysis
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  • Research the mathematical foundations of the Inverse STFT
  • Explore the applications of Gabor transforms in signal processing
  • Study the effects of different window functions on signal recovery
  • Learn about modulation techniques in time-varying signals
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Signal processing engineers, researchers in time-frequency analysis, and anyone interested in the mathematical principles of the Short Time Fourier Transform and its applications.

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Short Time Fourier Transform -- invertible?

On Wikipedia,
http://en.wikipedia.org/wiki/Short-time_Fourier_transform"

The STFT is invertible, that is, the original signal can be recovered from the transform by the Inverse STFT.

However, it's also said


It can be seen, comparing to above that windowed "grain" or "wavelet" of x(t) is

http://www.visionopen.com/iGabor.png

the inverse Fourier transform of X(τ,ω) for τ fixed.


That is to say, Gabor is invertible, it's able to obtain the original signal, but modulated.

original signal is obviously x(t),
w(t-τ) is the window function used to extract a local signal within this window,
which can also be looked on as a kind of modulation.

Therefore, in the above function (attached picture),
x(t)w(t-τ) can be computed, from the Gabor transformed data,
But, I'm dropping questions to ask, whether the true original data x(t) can be finally recovered?
as it's declared by Wiki itself
The STFT is invertible, that is, the original signal can be recovered from the transform by the Inverse STFT.


Can anybody help to make me clarified?


Best Regards
JIA Pei
 
Last edited by a moderator:
Mathematics news on Phys.org


I'll answer your question by asking you another question.

Let's say I have a time-varying signal. I multiply it by a gaussian then send it to you. Will you be able to recover the original signal?
 


Sorry for my stupidity.

Your word "multiply" hints me. !

This is a "element-wise" multiplication! Right? Yes, it should be.

Thanks for your answering to clarify my doubts.

Best Regards
JIA Pei


IttyBittyBit said:
I'll answer your question by asking you another question.

Let's say I have a time-varying signal. I multiply it by a gaussian then send it to you. Will you be able to recover the original signal?
 


Yes, it's element-wise.
 

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