File:Dft visualization rev2 n0008 trimmed.svg

Original file(SVG file, nominally 1,246 × 1,260 pixels, file size: 500 KB)

Captions

Captions

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

Summary edit

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

Licensing edit

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w:en:Creative Commons
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Date/TimeThumbnailDimensionsUserComment
current15:00, 17 May 2021Thumbnail for version as of 15:00, 17 May 20211,246 × 1,260 (500 KB)Darnling (talk | contribs)Uploaded own work with UploadWizard

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