File:Visualization of the matrix of the discrete Fourier transform for n=8.svg
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[edit]DescriptionVisualization of the matrix of the discrete Fourier transform for n=8.svg |
English: Depiction of the matrix of the DFT for n=8. Each element is represented by a picture of its location in the complex plane in relation to the unit circle. See also https://commons.wikimedia.org/wiki/File:Visualization_of_the_matrix_of_the_discrete_Fourier_transform_for_n%3D4.svg. Generated by the following Python code.
from numpy import linspace,ones_like,real,imag,cos,sin,pi,exp,arange import matplotlib.pyplot as plt from matplotlib import cm def fft_matrix_viz(n): L = 1. vsep = -1. markersize = 75./float(n) i = complex(0.,1.) t = linspace(0,L,501,endpoint=True) kvals = range(0,n)#-n//2,n) colormap = cm.get_cmap('hsv') # a cyclic colormap nc = len(kvals) colors = colormap( linspace(0,1,nc,endpoint=False) ) # get nc colors from the colormap # pastelize colors p = 0.5 colors = (1-p)*colors + p*ones_like(colors) # darken colors d = 0.9 colors *= [d,d,d,1] fontsize = 20*4/n plt.figure(figsize=(12, 12)) theta = linspace(0,2*pi,100) c = cos(theta) s = sin(theta) def plotZ(x,y,Z): radius = 0.3 plt.plot(x+radius*c, y+radius*s,'k',alpha=0.35) # draw unit circle plt.plot([x,x+radius*real(Z)],[y,y+radius*imag(Z)],'k',alpha=0.35) # draw radius plt.plot(x+radius*real(Z),y+radius*imag(Z),'o',markersize=markersize,color=colors[(j*k)%len(kvals)]) # mark Z plt.subplot(1,1,1,aspect=1,frameon=False) for k in kvals: zd = exp(-2*pi*i*k*arange(n)/float(n)) for j,Z in enumerate(zd): plotZ(j,vsep*k,Z) plt.text(-0.5,vsep*k,str(k),va='center',ha='right',fontsize=fontsize) for j in range(n): plt.text(j,vsep*(min(kvals)-0.45),str(j),ha='center',fontsize=fontsize) plt.xlim(-.5,n+.5) plt.ylim(vsep*(max(kvals)+1),vsep*(min(kvals)-1)) plt.xticks([]) plt.yticks([]) plt.savefig('dft_visualization_'+'n'+str(n).zfill(4)+'.svg',bbox_inches='tight') fft_matrix_viz(8) |
Date | |
Source | Own work |
Author | John Ringland |
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Date/Time | Thumbnail | Dimensions | User | Comment | |
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current | 18:51, 27 April 2021 | 729 × 728 (208 KB) | Darnling (talk | contribs) | Uploaded own work with UploadWizard |
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