File:DFT 2sin(t) + cos(4t) 25 points.svg

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Captions

Captions

Discrete Fourier Transform of 2sin(t) + cos(4t) with 25 points

Discrete Fourier Transform of . This plot illustrates how the DFT of a real signal is symmetric around the middle point, and so only half of the transform points are needed to reconstruct the original signal. We also see how the phase of the sinusoids determines if their DFT components are real or imaginary.

Generated with:

#!/usr/bin/env python

import math

import matplotlib.pyplot as plt
import numpy as np

N = 25
x = np.array([2 * math.sin(i * 2 * math.pi / N) + math.cos(i * 2 * math.pi * 4 / N) for i in range(N)])
X = np.fft.fft(x)

fig, axs = plt.subplots(3, 1)
fig.suptitle('X = DFT(x)')
fig.tight_layout(rect=[0, 0.03, 1, 0.94])

ax = axs[0]
ax.set_title('x(t) = 2 sin(t) + cos(4t)')
#ax.set_title('x(t) = 2 sin(t) + sin(4t) = $-25 e^{1 \\times 2\\pi i t/25} -12.5 e^{4 \\times 2\\pi i t/25} + 12.5 e^{21 \\times 2\\pi i t/25} + -25 e^{24 \\times 2\\pi i t/25}$')
ax.plot(np.arange(0., N, 1.), x, '.')
ax.axis([-0.5, N, -3.5, 3.5])
ax.set_yticks([-3, 0, 3], minor=False)
ax.grid()

ax = axs[1]
ax.set_title('Re(X(t))')
ax.plot(np.arange(0., N, 1.), np.real(X), '.')
ax.axis([-0.5, N, -30, 30])
ax.set_yticks([-25.0, -12.5, 0.0, 12.5, 25.0], minor=False)
ax.grid()

ax = axs[2]
ax.set_title('Im(X(t))')
ax.plot(np.arange(0., N, 1.), np.imag(X), '.')
ax.axis([-0.5, N, -30, 30])
ax.set_yticks([-25, -12.5, 0.0, 12.5, 25], minor=False)
ax.grid()

plt.savefig(
    'fft.svg',
    format='svg',
    dpi=1000/plt.gcf().get_size_inches()[1],
    bbox_inches='tight',
)

on:

matplotlib==3.5.2
numpy==1.24.2

on Ubuntu 23.04.

Summary[edit]

Description
English: Discrete Fourier Transform of 2sin(t) + cos(4t) with 25 points
Date
Source Own work
Author Cirosantilli2

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w:en:Creative Commons
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File history

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Date/TimeThumbnailDimensionsUserComment
current13:21, 25 September 2023Thumbnail for version as of 13:21, 25 September 2023583 × 414 (52 KB)Cirosantilli2 (talk | contribs)Add correct scaling of 2 * pi / 25 on the definition of x(t).
21:39, 22 September 2023Thumbnail for version as of 21:39, 22 September 2023583 × 414 (48 KB)Cirosantilli2 (talk | contribs)Uploaded own work with UploadWizard

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