File:Periodogram.svg

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Original file (SVG file, nominally 540 × 360 pixels, file size: 42 KB)

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Summary

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Description
English: A power spectrum of two sinusoidal basis functions, calculated by the periodogram method. The significance of basis functions is that there is no spectral leakage into the neighboring frequency bins.
Date
Source Own work based on code from File:Periodogram.png by Kirlf (talk · contribs)
Author Ixfd64

Source code

[edit]
import numpy as np
from scipy import signal
import matplotlib.pyplot as plt

w_1 = 30  # frequency of the 1st component of the signal (Hz)
w_2 = 50  # frequency of the 2nd component of the signal (Hz)

a = 1.1  # magnitude of the 1st component of the signal
b = 0.6  # magnitude of the 2nd component of the signal

t = np.array([i for i in range(1, 301)]) / 1000  # time samples (s)
fs = 1 / (t[1] - t[0])  # sampling frequency (Hz)

x = a * np.cos(2 * np.pi * w_1 * t) + b * np.sin(2 * np.pi * w_2 * t)  # considered signal
f, Pxx_den = signal.periodogram(x, fs=fs, scaling='spectrum')

plt.subplots(1, 1, figsize=(6, 4), dpi=250)
plt.stem(f[:50], Pxx_den[:50], '-')
plt.ylabel('Spectrum')
plt.xlabel('Frequencies (Hz)')
plt.title('Periodogram')
plt.grid(True)
plt.savefig("Periodogram.svg")

Licensing

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I, the copyright holder of this work, hereby publish it under the following license:
w:en:Creative Commons
attribution share alike
This file is licensed under the Creative Commons Attribution-Share Alike 4.0 International license.
You are free:
  • to share – to copy, distribute and transmit the work
  • to remix – to adapt the work
Under the following conditions:
  • attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
  • share alike – If you remix, transform, or build upon the material, you must distribute your contributions under the same or compatible license as the original.

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Date/TimeThumbnailDimensionsUserComment
current21:57, 2 May 2023Thumbnail for version as of 21:57, 2 May 2023540 × 360 (42 KB)Ixfd64 (talk | contribs)Uploaded own work with UploadWizard

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