File:Dft visualization rev2 n0008 trimmed nobox.svg

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Summary

Description
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. The values are also coded in the shading of the unit disk. Generated by the following Python code.
from numpy import linspace,ones_like,real,imag,cos,sin,pi,exp,arange,mod
import matplotlib.pyplot as plt  
from matplotlib import cm

def fft_matrix_viz(n):
    L = 1.
    vsep = -1.
    lwfac = 4
    markersize = 75./float(n)/2 *lwfac
    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)
    cmrotation = 0.95 #0.8  #0.05
    colors = colormap( mod( linspace(0,1,nc,endpoint=False) + cmrotation, 1 ) )  # get nc colors from the colormap
    # pastelize colors
    p = 0.55
    colors = (1-p)*colors + p*ones_like(colors)
    # darken colors
    d = 1 #0.9
    colors *= [d,d,d,1]
    clockcolor = '#888888'
    fontsize = 20*4/n*1.5*2
    figsize = 20
    plt.figure(figsize=(figsize,figsize))

    theta = linspace(0,2*pi,100)
    c = cos(theta)
    s = sin(theta)
    def plotZ(x,y,Z):
        radius = 0.35 
        tickfraci = 0.15
        tickfraco = 0.05
        color = colors[(j*k)%len(kvals)]
        plt.fill(x+radius*c, y+radius*s,color=color,alpha=.75)  # fill unit circle
        plt.plot(x+radius*c, y+radius*s,color=clockcolor,lw=lwfac,alpha=1)#0.35)  # draw unit circle
        for ticktheta in linspace(0,2*pi,n,endpoint=False):  # draw ticks
            tc,ts = cos(ticktheta),sin(ticktheta)
            plt.plot([x+(1-tickfraci)*radius*tc,x+(1-tickfraco)*radius*tc],[y+(1-tickfraci)*radius*ts,y+(1-tickfraco)*radius*ts],color=clockcolor,lw=lwfac,alpha=1)#0.35) 
        plt.plot([x,x+radius*real(Z)],[y,y+radius*imag(Z)],color=clockcolor,lw=lwfac,alpha=1)#0.35) # draw radius
        plt.plot(x+radius*real(Z),y+radius*imag(Z),'o',markersize=markersize,color='#505050',alpha=1) # 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)-0.50),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(f'dft_visualization_rev2_n{str(n).zfill(4)}.svg',bbox_inches='tight')

fft_matrix_viz(8)
Date
Source Own work
Author Darnling

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Captions

Visual depiction of the matrix of the DFT for N=8

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depicts

17 May 2021

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Date/TimeThumbnailDimensionsUserComment
current15:24, 17 May 2021Thumbnail for version as of 15:24, 17 May 20211,246 × 1,260 (533 KB)DarnlingUploaded own work with UploadWizard
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