Created
July 8, 2020 20:32
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% Define parameters | |
len = 100000; % Length of original binary data stream | |
N1 = 3; % First repetition factor; should be odd to avoid tie | |
N2 = 5; % Second repetition factor; should be odd to avoid tie | |
N3 = 7; % Third repetition factor; should be odd to avoid tie | |
% Generate binary data stream | |
bin_str = round(rand(1,len)); | |
% Employ repetition code with repetition factors N1, N2, N3 | |
chcode1_bin_str = zeros(1,N1*len); | |
chcode2_bin_str = zeros(1,N2*len); | |
chcode3_bin_str = zeros(1,N3*len); | |
for ind = 1:1:max([N1 N2 N3]) | |
if (ind<=N1) | |
chcode1_bin_str(ind:N1:(N1*(len-1)+ind))=bin_str; | |
end | |
if (ind<=N2) | |
chcode2_bin_str(ind:N2:(N2*(len-1)+ind))=bin_str; | |
end | |
if (ind<=N3) | |
chcode3_bin_str(ind:N3:(N3*(len-1)+ind))=bin_str; | |
end | |
end | |
% Corrupt both binary strings with zero-mean unit variance Gaussian | |
% noise followed by rounding (creates "bit flipping" errors) | |
noisy_bin_str = bin_str + randn(1,len); | |
rx_bin_str0 = zeros(1,len); | |
ind0 = find(noisy_bin_str >= 0.5); | |
rx_bin_str0(ind0) = 1; | |
noisy_chcode1_bin_str = chcode1_bin_str + randn(1,N1*len); | |
rx_chcode1_bin_str = zeros(1,N1*len); | |
ind1 = find(noisy_chcode1_bin_str >= 0.5); | |
rx_chcode1_bin_str(ind1) = 1; | |
noisy_chcode2_bin_str = chcode2_bin_str + randn(1,N2*len); | |
rx_chcode2_bin_str = zeros(1,N2*len); | |
ind2 = find(noisy_chcode2_bin_str >= 0.5); | |
rx_chcode2_bin_str(ind2) = 1; | |
noisy_chcode3_bin_str = chcode3_bin_str + randn(1,N3*len); | |
rx_chcode3_bin_str = zeros(1,N3*len); | |
ind3 = find(noisy_chcode3_bin_str >= 0.5); | |
rx_chcode3_bin_str(ind3) = 1; | |
% Decode three encoded binary sequences | |
dec1_bin = (vec2mat(rx_chcode1_bin_str,N1)).'; | |
dec2_bin = (vec2mat(rx_chcode2_bin_str,N2)).'; | |
dec3_bin = (vec2mat(rx_chcode3_bin_str,N3)).'; | |
ind11 = find(((sum(dec1_bin,1))/N1) >= 0.5); | |
ind12 = find(((sum(dec2_bin,1))/N2) >= 0.5); | |
ind13 = find(((sum(dec3_bin,1))/N3) >= 0.5); | |
rx_bin_str1 = zeros(1,len); | |
rx_bin_str1(ind11) = 1; | |
rx_bin_str2 = zeros(1,len); | |
rx_bin_str2(ind12) = 1; | |
rx_bin_str3 = zeros(1,len); | |
rx_bin_str3(ind13) = 1; | |
% Calculate bit error rate | |
ber0 = sum(abs(bin_str - rx_bin_str0))/len; | |
ber1 = sum(abs(bin_str - rx_bin_str1))/len; | |
ber2 = sum(abs(bin_str - rx_bin_str2))/len; | |
ber3 = sum(abs(bin_str - rx_bin_str3))/len; | |
Y=[ber0, ber1, ber2, ber3]; | |
f=figure; | |
b=bar(Y,'FaceColor','flat'); | |
b.CData(2,:)=[0.6350 0.0780 0.1840]; | |
b.CData(3,:)=[0.8500 0.3250 0.0980]; | |
b.CData(4,:)=[0.4660 0.6740 0.1880]; | |
xLabel = ["Orig","3*Bits","5*Bits","7*Bits"]; | |
yLabel = ["Bit Error Rate (BER)"]; | |
f.CurrentAxes.YLabel.String="Number of Bits"; | |
f.CurrentAxes.XLabel.String="Channel Encoding by Different Factors"; | |
set(gca,'xticklabel',xLabel); |
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