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Why are fft diagrams mirrored?

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Dhyan Hariprasad
Dhyan Hariprasad el 2 de Mayo de 2017
Editada: John Buggeln el 19 de Mzo. de 2022
Why are the fft plot mirrored?

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Michelangelo Ricciulli
Michelangelo Ricciulli el 2 de Mayo de 2017
Hi Dhyan, actually, it is not always the case, since it is true only for real signals. It can be proven mathematically that when you apply the FFT on a real signal (without imaginary elements) the abs() of FFT is perfectly symmetric. If you instead try to make the same thing on a signal that contains an imaginary elements, you will lose this symmetry.
If you're interested, here you can find more details.
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Michelangelo Ricciulli
Michelangelo Ricciulli el 25 de Mayo de 2017
Thank you very much, Stephen.
John Buggeln
John Buggeln el 19 de Mzo. de 2022
Editada: John Buggeln el 19 de Mzo. de 2022
Another way of thinking about it, (for real frequencies) is that after you reach the Nyquist limit (k = N/2) of the fourier transform matrix (which is filled with your component frequencies, indexed by k), your frequencies start to 'alias' to negative frequencies that are equivalent to the positive frequencies in magnitude. At the edges this is the easiest to see. The k =1 frequency will take you around the unit circle at a certain angular speed, and k= N-1 looks like k = 1, but in the negative direction. If you draw out the unit circle, and how far each waveform will 'travel around' in the each unit of time, this will make sense. Likewise, these pairings exist symmetrically around the nyquist limit as you approach it from the positive and negative direction. Therefore, you will have equal component frequencies, i.e. the 'mirroring' around that nyquist limit, N/2!

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