File:Multirate upsampling (interpolation) filter.svg

Summary

Description
English: Depiction of one dot product, resulting in one output sample (in green), computed by a multirate filter. This illustrates the formula at Upsampling by an integer factor, for the case L=4, n=9, j=3. Three (L-1) conceptual "inserted zeros" are depicted between each pair of input samples. Omitting them from the calculation is what distinguishes a multirate filter from a monorate filter.
Date
Source Own work
Author Bob K
SVG development
InfoField
 The source code of this SVG is invalid due to 2 errors.
V
 This W3C-invalid vector image was created with GNU Octave.
Category:Invalid SVG created with Octave#0500Multirate%20upsampling%20(interpolation)%20filter.svgCategory:SVG images with embedded raster graphics#Multirate%20upsampling%20(interpolation)%20filter.svg

Source code

The logo of GNU Octave – numerical computation software
The logo of GNU Octave – numerical computation software
This media was created with GNU Octave (numerical computation software)Category:Images with GNU Octave source code
Here is a listing of the source used to create this file.

Deutsch  English  +/− This graphic was created with the help of the following Octave script:

pkg load signal
graphics_toolkit gnuplot
 M = 1000;
 darkgreen = [33 150 33]/256;
 interpolation_factor = 4;

% Generate M+1 samples of a Gaussian window (filter type not important)
 filter = .3*exp(-.5*(((0:M)-M/2)/(.4*M/2)).^2);
% Sample the window.
 N=24;
 sam_per_hop = M/N;
 window_dots = filter(1+(0:N)*sam_per_hop);
 normalize   = sum(window_dots)/interpolation_factor;

 window_scale_factor = 0.5;
 sam_per_hop = sam_per_hop*window_scale_factor;
 
%------------------------------------------------------------------
 figure("position", [100 200 900 600])

% Plot the continuous filter function
 xoffset = sam_per_hop*15;
 yoffset = 0.1;
 
 plot(xoffset+(0:M)*window_scale_factor, yoffset+filter,  "linestyle",":", "linewidth",1, "color","black")
 set(gca, "xaxislocation", "origin")
 xlim([0 M])
 ylim([-.06 .45])                    % allows space for negative samples (in case I change the signal)
 set(gca, "ygrid","off");
 set(gca, "xgrid","on");
 set(gca, "ytick",[0], "fontsize",14);
 xticks = [0:4*sam_per_hop:M];
 set(gca, "xtick",xticks)
 set(gca,"xticklabel",[0:length(xticks)])

% Plot the filter coefficients
 hold on
 plot(xoffset+(0:N)*sam_per_hop, yoffset+window_dots,  "color","red", ".", "markersize",10)

% Create signal to be interpolated
 samples_per_cycle = 4*M;
 signal = .2*sin(2*pi*(0:M)/samples_per_cycle);

 signal_dots = signal(1:sam_per_hop:end);
% Simulate "inserted zeros", for display
 signal_dots(2:4:end) = 0;
 signal_dots(3:4:end) = 0;
 signal_dots(4:4:end) = 0;

% Plot the data
 L = length(signal_dots);
 plot((0:L-1)*sam_per_hop, signal_dots,  "color","blue", ".", "markersize",10)
 
% Compute dot product, and plot it
 dot_product = sum(window_dots(24:-4:4).*signal_dots(17:4:37))/normalize;
 x = 27*sam_per_hop;
 plot(x, dot_product, "color",darkgreen, ".", "markersize",14)
 plot([x,x],[0,.45]);                                   % vertical line
 
% xlabel('\leftarrow  n  \rightarrow', "fontsize",16)
 text(465, -.05, '\leftarrow  n  \rightarrow', "fontsize",16)
 text(18, .1, "X[n]", "fontsize",16, "color","blue")

 title("Multirate interpolation filter", "fontsize",16, "fontweight","normal");

Licensing

Bob K, the copyright holder of this work, hereby publishes it under the following license:
Creative Commons CC-Zero This file is made available under the Creative Commons CC0 1.0 Universal Public Domain Dedication.
The person who associated a work with this deed has dedicated the work to the public domain by waiving all of their rights to the work worldwide under copyright law, including all related and neighboring rights, to the extent allowed by law. You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission.

Category:CC-Zero#Multirate%20upsampling%20(interpolation)%20filter.svgCategory:Self-published work
Category:Created with GNU Octave Category:Digital signal processing Category:Images with Gnuplot source code Category:Images with Octave source code
Category:CC-Zero Category:Created with GNU Octave Category:Digital signal processing Category:Images with GNU Octave source code Category:Images with Gnuplot source code Category:Images with Octave source code Category:Invalid SVG created with Octave Category:SVG images with embedded raster graphics Category:Self-published work