You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.

459 lines
15 KiB

% ldpc_qpsk.m
%
% David Rowe 18 Dec 2013
%
% Similar to ldpc_short.m, but derived from ldpcut.m and uses QPSK and
% CML 2D functunctions and QPSK. Probably should combine this and
% ldpc_short.m some day.
% Our LDPC library
ldpc;
qpsk;
gp_interleaver;
function sim_out = run_simulation(sim_in)
% Note this is effective Eb/No of payload data bits, sorta thing we
% plot on BER versus Eb/No graphs of decoded data. So if we have a
% rate 1/2 code, each codeword bit will have Eb/No - 3dB.
EbNodBvec = sim_in.EbNodBvec;
% for wimax code frame size specifies code
if isfield(sim_in, "framesize")
framesize = sim_in.framesize;
rate = sim_in.rate;
end
Ntrials = sim_in.Ntrials;
verbose = sim_in.verbose;
if isfield(sim_in, "hf_en")
hf_en = sim_in.hf_en;
else
hf_en = 0;
end
ldpc_code = sim_in.ldpc_code;
interleave_en = sim_in.interleave_en;
% Init LDPC code ------------------------------------
mod_order = 4; bps = 2;
modulation = 'QPSK';
mapping = 'gray';
demod_type = 0;
decoder_type = 0;
max_iterations = 100;
if ldpc_code == 1
code_param = ldpc_init_wimax(rate, framesize, modulation, mod_order, mapping);
end
if ldpc_code == 0
load HRA_112_112.txt
[code_param framesize rate] = ldpc_init_user(HRA_112_112, modulation, mod_order, mapping);
end
if ldpc_code == 2
load('H2064_516_sparse.mat');
HRA = full(HRA);
[code_param framesize rate] = ldpc_init_user(HRA, modulation, mod_order, mapping);
end
if ldpc_code == 3
load('h0p25d.mat');
%HRA = full(HRA);
[code_param framesize rate] = ldpc_init_user(H, modulation, mod_order, mapping);
end
% set up optional HF (multipath) model ------------------------------------
% signal is arranged as Nc parallel carriers. Nc is chosen such
% that payload data rate is 700 bits/s. So for higher rate codes Nc
% will be smaller.
Rs = 50;
vocoder_bps = 700; raw_bps = vocoder_bps/rate;
Nc = round(raw_bps/(Rs*bps));
Tp = (framesize/Nc)/Rs; Tp_codec2 = 0.04;
fading = ones(1,Ntrials*code_param.code_bits_per_frame/bps);
printf("framesize: %d rate: %3.2f Nc: %d\n", framesize, rate, Nc);
if hf_en
% We assume symbols spread acroos Nc OFDM carriers
dopplerSpreadHz = 1.0; path_delay = 1E-3*Rs;
if isfield(sim_in, "dopplerSpreadHz")
dopplerSpreadHz = sim_in.dopplerSpreadHz;
end
if isfield(sim_in, "path_delay")
path_delay = sim_in.path_delay;
end
printf("Doppler Spread: %3.2f Hz Path Delay: %3.2f symbols\n", dopplerSpreadHz, path_delay);
% reset seed so we get same fading channel on every simulation
randn('seed',1);
Ns = Ntrials*code_param.code_bits_per_frame/bps;
Nr = ceil(Ns/Nc);
hf_model = zeros(Nr,Nc);
% note we ask for 10% more samples than we need, as
% doppler_spread() function can sometimes return slightly less
% than we need due to round off
spread1 = doppler_spread(dopplerSpreadHz, Rs, Nr*1.1);
spread2 = doppler_spread(dopplerSpreadHz, Rs, Nr*1.1);
spread1 = spread1(1:Nr);
spread2 = spread2(1:Nr);
hf_gain = 1.0/sqrt(var(spread1)+var(spread2));
end
% ----------------------------------
% run simulation at each Eb/No point
% ----------------------------------
for ne = 1:length(EbNodBvec)
randn('seed',1);
rand('seed',1);
% Given Eb/No of payload data bits, work out Es/No we need to
% apply to each channel symbol:
%
% i) Each codeword bit gets noise: Eb/No - 3 (for a rate 1/2 code)
% ii) QPSK means two bits/symbol.: Es/No = Eb/No + 3
%
% -> which neatly cancel out ...... (at least for rate 1/2)
EsNodB = EbNodBvec(ne) + 10*log10(rate) + 10*log10(bps);
EsNo = 10^(EsNodB/10);
variance = 1/EsNo;
hf_r = 1;
Tbits = Terrs = Ferrs = Terrs_raw = Tbits_raw = 0;
tx_bits = [];
tx_symbols = [];
rx_symbols = [];
% Encode a bunch of frames
for nn=1:Ntrials
atx_bits = round(rand( 1, code_param.data_bits_per_frame));
tx_bits = [tx_bits atx_bits];
[tx_codeword atx_symbols] = ldpc_enc(atx_bits, code_param);
if interleave_en
atx_symbols = gp_interleave(atx_symbols);
end
tx_symbols = [tx_symbols atx_symbols];
end
rx_symbols = tx_symbols;
% Optional HF (multipath) channel model
if hf_en
% Simplified rate Rs OFDM simulation model that doesn't
% include ISI, just freq filtering. We assume perfect phase
% estimation so it's just amplitude distortion. We distribute
% symbols across Nc carriers
Ns = length(tx_symbols);
w = (1:Nc)*2*pi;
rx_symbols = [rx_symbols zeros(1,Nr*Nc-Ns)]; % pad out to integer number of rows
for r=1:Nr
for c=1:Nc
hf_model(hf_r,c) = hf_gain*(spread1(hf_r) + exp(-j*w(c)*path_delay)*spread2(hf_r));
rx_symbols(Nc*(r-1)+c) *= abs(hf_model(hf_r,c));
fading(Nc*(r-1)+c) = abs(hf_model(hf_r,c));
end
hf_r++;
end
rx_symbols = rx_symbols(1:Ns); % remove padding
end
% Add AWGN noise, 0.5 factor splits power evenly between Re & Im
noise = sqrt(variance*0.5)*(randn(1,length(tx_symbols)) + j*randn(1,length(tx_symbols)));
rx_symbols += noise;
% Decode a bunch of frames
rx_bits_log = []; error_positions_log = [];
Nerrs_raw_log = [];
for nn = 1: Ntrials
st = (nn-1)*code_param.symbols_per_frame + 1;
en = (nn)*code_param.symbols_per_frame;
% coded
arx_symbols = rx_symbols(st:en);
afading = fading(st:en);
if interleave_en
arx_symbols = gp_deinterleave(arx_symbols);
afading = gp_deinterleave(afading);
end
arx_codeword = ldpc_dec(code_param, max_iterations, demod_type, decoder_type, arx_symbols, EsNo, afading);
st = (nn-1)*code_param.data_bits_per_frame + 1;
en = (nn)*code_param.data_bits_per_frame;
arx_bits = arx_codeword(1:code_param.data_bits_per_frame);
error_positions = xor(arx_bits, tx_bits(st:en));
error_positions_log = [error_positions_log error_positions];
Nerrs = sum( error_positions);
rx_bits_log = [rx_bits_log arx_bits];
% uncoded - to est raw BER compare first half or received frame to tx_bits as code is systematic
raw_rx_bits = [];
for s=1:code_param.symbols_per_frame*rate
raw_rx_bits = [raw_rx_bits qpsk_demod(arx_symbols(s))];
end
Nerrs_raw = sum(xor(raw_rx_bits, tx_bits(st:en)));
Nbits_raw = code_param.data_bits_per_frame;
Nerrs_raw_log = [Nerrs_raw_log Nerrs_raw];
if verbose == 2
% print "." if frame decoded without errors, 'x' if we can't decode
if Nerrs > 0, printf('x'), else printf('.'), end
if (rem(nn, 50)==0), printf('\n'), end
end
if Nerrs > 0, Ferrs = Ferrs + 1; end
Terrs += Nerrs;
Tbits += code_param.data_bits_per_frame;
Terrs_raw += Nerrs_raw;
Tbits_raw += Nbits_raw;
end
% Alternative Codec 2 packet rate measurement indep of framesize
Nerrs_codec2_log = []; Ncodecpacketsize = 28;
Perrs = 0; Npackets = floor(length(tx_bits)/Ncodecpacketsize);
for p=1:Ncodecpacketsize:Npackets*Ncodecpacketsize
Nerrs = sum(xor(tx_bits(p:p+Ncodecpacketsize-1), rx_bits_log(p:p+Ncodecpacketsize-1)));
if Nerrs
Perrs++;
end
Nerrs_codec2_log = [Nerrs_codec2_log Nerrs];
end
if verbose
printf("\nCoded EbNodB: %3.2f BER: %4.3f Tbits: %6d Terrs: %6d FER: %4.3f Tframes: %d Ferrs: %d\n",
EbNodBvec(ne), Terrs/Tbits, Tbits, Terrs, Ferrs/Ntrials, Ntrials, Ferrs);
EbNodB_raw = EbNodBvec(ne) + 10*log10(rate);
printf("Raw EbNodB..: %3.2f BER: %4.3f Tbits: %6d Terrs: %6d\n",
EbNodB_raw, Terrs_raw/Tbits_raw, Tbits_raw, Terrs_raw);
printf("Codec 2 PER: %5.4f Npackets: %d Perrs: %d\n", Perrs/Npackets, Npackets, Perrs);
end
sim_out.rate = rate;
sim_out.BER(ne) = Terrs/Tbits;
sim_out.PER(ne) = Perrs/Npackets;
sim_out.error_positions = error_positions_log;
if hf_en && (verbose > 1)
figure(2); clf;
plot(real(rx_symbols(Ns/2:Ns)), imag(rx_symbols(Ns/2:Ns)), '+');
axis([-2 2 -2 2]);
title('Scatter')
figure(3); clf;
subplot(211);
stem((1:Ntrials)*Tp, Nerrs_raw_log);
subplot(212);
stem((1:Npackets)*Tp_codec2, Nerrs_codec2_log);
figure(4); clf;
% limit mesh plot to Np points to plot quickly
Np = 500;
step = ceil(hf_r/Np);
mesh(1:Nc, (1:step:hf_r-1)/Rs, abs(hf_model(1:step:hf_r-1,:)))
title('HF channel amplitude');
xlabel('Carrier');
ylabel('Time (s)');
figure(5)
subplot(211); plot((1:hf_r-1)/Rs, abs(spread1(1:hf_r-1)));
subplot(212); plot((1:hf_r-1)/Rs, abs(spread2(1:hf_r-1)));
title('HF spreading function amplitudes')
end
end
endfunction
% ---------------------------------------------------------------------------------
% Run a bunch of trials at just one EbNo point
% ---------------------------------------------------------------------------------
function run_single(Nbits=700*10, EbNodB=9, hf_en=0, ldpc_code=1, framesize=576, interleave_en=0, error_pattern_filename)
sim_in.ldpc_code = ldpc_code;
if sim_in.ldpc_code == 0
% Our HRA short LDPC code
sim_in.rate=0.5;
sim_in.framesize=448*4+448;
end
if sim_in.ldpc_code == 1
% CML wimax codes
sim_in.rate = 0.5;
sim_in.framesize = framesize;
end
if sim_in.ldpc_code == 2
sim_in.rate=0.8;
sim_in.framesize=2064+516;
end
if sim_in.ldpc_code == 3
sim_in.rate=0.25;
sim_in.framesize=2064+516;
end
sim_in.verbose = 2;
sim_in.Ntrials = ceil(Nbits/(sim_in.framesize*sim_in.rate));
sim_in.EbNodBvec = EbNodB;
sim_in.hf_en = hf_en;
sim_in.interleave_en = interleave_en;
sim_out = run_simulation(sim_in);
if nargin == 7
fep = fopen(error_pattern_filename, "wb");
fwrite(fep, sim_out.error_positions, "short");
fclose(fep);
end
end
% ---------------------------------------------------------------------------------
% Lets draw some Eb/No versus BER curves
% ---------------------------------------------------------------------------------
function plot_curves(Nbits=700*60)
sim_in.EbNodBvec = -2:12;
sim_in.verbose = 2;
sim_in.interleave_en = 1;
% Low rate 0.25 VK5DSP code
sim_in.ldpc_code = 3;
sim_in.rate = 0.25;
sim_in.framesize = 448*4+448;
sim_in.Ntrials = floor(Nbits/(sim_in.framesize*sim_in.rate));
sim_in.hf_en = 0; sim_out_awgn_low = run_simulation(sim_in);
sim_in.hf_en = 1; sim_out_hf_low = run_simulation(sim_in);
% Wimax code
sim_in.ldpc_code = 1;
sim_in.rate = 0.5;
sim_in.framesize = 576*4;
sim_in.Ntrials = floor(Nbits/(sim_in.framesize*sim_in.rate));
sim_in.hf_en = 0; sim_out_awgn_wimax = run_simulation(sim_in);
sim_in.hf_en = 1; sim_out_hf_wimax = run_simulation(sim_in);
% Our short code from VK5DSP
sim_in.ldpc_code = 0;
sim_in.rate = 0.5;
sim_in.framesize = 224;
sim_in.Ntrials = floor(Nbits/(sim_in.framesize*sim_in.rate));
sim_in.hf_en = 0; sim_out_awgn_short = run_simulation(sim_in);
sim_in.hf_en = 1; sim_out_hf_short = run_simulation(sim_in);
% Rate 0.8 Wenet code from VK5DSP
sim_in.ldpc_code = 2;
sim_in.rate = 0.8;
sim_in.framesize = 2064+512;
sim_in.Ntrials = floor(Nbits/(sim_in.framesize*sim_in.rate));
sim_in.hf_en = 0; sim_out_awgn_wenet = run_simulation(sim_in);
sim_in.hf_en = 1; sim_out_hf_wenet = run_simulation(sim_in);
% plots -------------------------
EbNodB = sim_in.EbNodBvec;
uncoded_awgn_ber_theory = 0.5*erfc(sqrt(10.^(EbNodB/10)));
EbNoLin = 10.^(EbNodB/10);
uncoded_hf_ber_theory = 0.5.*(1-sqrt(EbNoLin./(EbNoLin+1)));
figure(1)
clf
semilogy(EbNodB, uncoded_awgn_ber_theory,'r-+;AWGN Uncoded;','markersize', 10, 'linewidth', 2)
hold on;
semilogy(EbNodB, uncoded_hf_ber_theory,'r-o;HF Uncoded;','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_awgn_wimax.BER+1E-10,'g-+;AWGN LDPC (2304,1152);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_hf_wimax.BER+1E-10,'g-o;HF LDPC (2304,1152);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_awgn_short.BER+1E-10,'b-+;AWGN LDPC (224,112);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_hf_short.BER+1E-10,'b-o;HF LDPC (224,112);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_awgn_wenet.BER+1E-10,'c-+;AWGN LDPC (2576,2064);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_hf_wenet.BER+1E-10,'c-o;HF LDPC (2576,2064);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_awgn_low.BER+1E-10,'k-+;AWGN LDPC (1792,448);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_hf_low.BER+1E-10,'k-o;HF LDPC (1792,448);','markersize', 10, 'linewidth', 2);
hold off;
grid('minor')
xlabel('Eb/No (dB)')
ylabel('BER')
axis([min(EbNodB) max(EbNodB) 1E-3 5E-1])
legend('boxoff')
epsname = sprintf("ldpc_qpsk_ber.eps");
print('-deps', '-color', epsname)
uncoded_awgn_per_theory = 1 - (1-uncoded_awgn_ber_theory).^28;
uncoded_hf_per_theory = 1 - (1-uncoded_hf_ber_theory).^28;
figure(2)
clf
semilogy(EbNodB, uncoded_awgn_per_theory,'r-+;AWGN Uncoded;','markersize', 10, 'linewidth', 2)
hold on;
semilogy(EbNodB, uncoded_hf_per_theory,'r-o;HF Uncoded;','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_awgn_wimax.PER+1E-10,'g-+;AWGN LDPC (2304,1152);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_hf_wimax.PER+1E-10,'g-o;HF LDPC (2304,1152);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_awgn_short.PER+1E-10,'b-+;AWGN LDPC (224,112);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_hf_short.PER+1E-10,'b-o;HF LDPC (224,112);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_awgn_wenet.PER+1E-10,'c-+;AWGN LDPC (2576,2064);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_hf_wenet.PER+1E-10,'c-o;HF LDPC (2576,2064);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_awgn_low.PER+1E-10,'k-+;AWGN LDPC (1792,448);','markersize', 10, 'linewidth', 2);
semilogy(EbNodB, sim_out_hf_low.PER+1E-10,'k-o;HF LDPC (1792,448);','markersize', 10, 'linewidth', 2);
hold off;
grid('minor')
xlabel('Eb/No (dB)')
ylabel('PER')
axis([min(EbNodB) max(EbNodB) 1E-2 1])
legend('boxoff')
legend("location", "southwest");
epsname = sprintf("ldpc_qpsk_per.eps");
print('-deps', '-color', epsname)
end
% ---------------------------------------------------------------------------------
% Start simulations here
% ---------------------------------------------------------------------------------
more off;
format;
init_cml('~/cml/');
%run_single(Nbits=700*5, EbNo=6, hf_en=1, ldpc_code=3, framesize=576*4, 1)
plot_curves(700*60);