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Discrete Fourier Transform (DFT)

Approximation of the Fourier Series on a finite interval. Converts the signal from the time domain to the frequency domain

Input: windowed signal x[n]...x[m]x[n]... x[m]

Output (for each frequency band): a complex number X[k]X[k] representing the magnitude and phase of that frequency component in the original signal

We compute X[k]X[k] with:

X[k]=n=0N1x[n]ej2πNknX[k] = \sum_{n=0}^{N-1} x[n]e^{-j\frac{2\pi}{N}kn}

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Updated 2022-05-08

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Data Science