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 |
Source code

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.
Here is a listing of the source used to create this file.
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:
| 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
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