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imdd_silas/projects/MPI_August/mpi_uncorrelated.m
sioe d8b4d6fe7c small updates from work pc
try to implement kalman filter for MPI mitigation
2024-10-15 10:16:35 +02:00

333 lines
15 KiB
Matlab

%% Parameter to simulate and save
params = struct;
params.M = [4];
params.datarate = [224];
params.sir = [35]; %decibel = attenuation of interference path
params.laser_linewidth = [1e6];
params.pn_key = [1];
params.rop = [-12:1:-1];
params.rop = 0;
usemrds = 0;
wl = 512;
name = ['wh_',strrep(num2str(now),'.','')];
wh = DataStorage(params);
wh.addStorage("ber_ffe");
wh.addStorage("ber_dcavg");
wh.addStorage("ber_adapt");
wh.addStorage("ber_dcrem");
%% Init Params
link_length = 10000; %meter
endcnt = prod(wh.dim);
cnt=0;
disp(['Start Simulation of ',num2str(endcnt),' loops...'])
tic
for M = wh.parameter.M.values
for datarate = wh.parameter.datarate.values
for pn_key = wh.parameter.pn_key.values
% SETUP HERE: %%
kover = 8;
M8199 = M8199A("kover",kover);
fdac = M8199.fdac;
fsym = round(datarate / log2(M)) * 1e9;
rrcalpha = 0.05;
Pform = Pulseformer("fsym",fsym,"fdac",4*fsym,"pulse","rrc","pulselength",16,"rrcalpha",rrcalpha);
% MAIN SIGNAL
%%%%% Symbol Generation %%%%%%
[Digi_sig,Symbols,Bits] = PAMsource("fsym",fsym,"M",M,"order",18,"useprbs",0,...
"fs_out",M8199.fdac,"applyclipping",1,"clipfactor",1.4,"applypulseform",1,"pulseformer",Pform,"randkey",pn_key,"mrds_code",usemrds,"mrds_blocklength",wl).process();
%%%%% AWG %%%%%%
El_sig = M8199.process(Digi_sig);
%El_sig.signal = awgn(El_sig.signal,20,'measured',pn_key);
%%%%% Lowpass el. components %%%%%%
El_sig = Filter('filtdegree',2,"f_cutoff",60e9,"fs",fdac*kover,"filterType",filtertypes.butterworth,"active",true).process(El_sig);
%%%%% Electrical Driver Amplifier %%%%%%
El_sig = Amplifier("amp_mode","ideal_no_noise","gain_mode","gain","amplification_db",9).process(El_sig);
fprintf('Driver output power: %s dBm\n', num2str(El_sig.power));
fprintf('Driver output peak voltage: %s Vpp \n', num2str(max(El_sig.signal)-min(El_sig.signal)));
% INTERFERENCE SIGNAL
%%%%% Symbol Generation %%%%%%
[Digi_sig_i,Symbols_i,Bits_i] = PAMsource("fsym",fsym,"M",M,"order",18,"useprbs",0,...
"fs_out",M8199.fdac,"applyclipping",1,"clipfactor",1.4,"applypulseform",1,"pulseformer",Pform,"randkey",pn_key*2,"mrds_code",usemrds,"mrds_blocklength",wl).process();
%%%%% AWG %%%%%%
El_sig_i = M8199.process(Digi_sig_i);
%El_sig_i.signal = awgn(El_sig_i.signal,20,'measured',pn_key*2);
%%%%% Lowpass before Modulator %%%%%%
El_sig_i = Filter('filtdegree',2,"f_cutoff",60e9,"fs",fdac*kover,"filterType",filtertypes.butterworth,"active",true).process(El_sig_i);
El_sig_i = Amplifier("amp_mode","ideal_no_noise","gain_mode","gain","amplification_db",9).process(El_sig_i);
fprintf('Driver output power: %s dBm\n', num2str(El_sig.power));
fprintf('Driver output peak voltage: %s Vpp \n', num2str(max(El_sig.signal)-min(El_sig.signal)));
for laser_linewidth = wh.parameter.laser_linewidth.values
% MAIN SIGNAL
%%%%% MODULATE E/O CONVERSION %%%%%%
vbias_rel = 0.6;
u_pi = 2.9;
vbias = -vbias_rel*u_pi;
[Opt_sig] = EML("mode",eml_mode.im_cosinus,"power",3,"fsimu",El_sig.fs,"lambda",1290,"bias",vbias,"u_pi",u_pi,"linewidth",laser_linewidth,"randomkey",pn_key).process(El_sig);
Optfilter = Filter('filtdegree',6,"f_cutoff",fsym.*0.7,"fs",fdac*kover,"filterType",filtertypes.gaussian,"active",true);
Opt_sig = Optfilter.process(Opt_sig);
Opt_sig = Amplifier("amp_mode","ideal_no_noise","gain_mode","output_power","amplification_db",0).process(Opt_sig);
% INTERFERENCE SIGNAL
%%%%% MODULATE E/O CONVERSION %%%%%%
[Opt_sig_i] = EML("mode",eml_mode.im_cosinus,"power",3,"fsimu",El_sig.fs,"lambda",1290,"bias",vbias,"u_pi",u_pi,"linewidth",laser_linewidth,"randomkey",pn_key+1).process(El_sig_i);
Opt_sig_i = Optfilter.process(Opt_sig_i);
Opt_sig_i = Amplifier("amp_mode","ideal_no_noise","gain_mode","output_power","amplification_db",0).process(Opt_sig_i);
j_ = wh.parameter.sir.length;
i_ = wh.parameter.rop.length;
ber_ffe=zeros(j_,i_);
ber_dcavg=zeros(j_,i_);
ber_adapt=zeros(j_,i_);
ber_dcrem=zeros(j_,i_);
patten=zeros(j_,i_);
for j = 1:j_
sir = wh.parameter.sir.values(j);
%%%%% Interference Signal Fiber Prop %%%%%%
Opt_sig_i_prop = Fiber("fsimu",Opt_sig_i.fs,"fiber_length",link_length/1000,"alpha",0.3,"D",0,"lambda0",1310,"gamma",0,"Dslope",0.07).process(Opt_sig_i);
Opt_sig_i_prop = Amplifier("amp_mode","ideal_no_noise","gain_mode","output_power","amplification_db",Opt_sig.power-sir).process(Opt_sig_i_prop);
%%%%% ADD Interference and Main Signal %%%%%%
Opt_sig_comb = Opt_sig_i_prop + Opt_sig;
%%%%% Interference Signal Fiber Prop %%%%%%
Opt_sig_comb = Fiber("fsimu",Opt_sig_comb.fs,"fiber_length",link_length/1000,"alpha",0.3,"D",0,"lambda0",1310,"gamma",0,"Dslope",0.07).process(Opt_sig_comb);
% % MPI Channel
% Opt = channel_model_mpi(Opt_sig,link_length,mpi_path,sir);
% Receiver ROP curve
for i = 1:i_
rop=wh.parameter.rop.values(i);
% Set ROP
Rx_sig = Amplifier("amp_mode","ideal_no_noise","gain_mode","output_power","amplification_db",rop).process(Opt_sig_comb);
patten(j,i) = Rx_sig.power;
%%%%%% Square Law %%%%%%
Rx_sig = Photodiode("fsimu",fdac*kover,"dark_current",2e-08,"responsivity",1,"temperature",20,"nep",1.8e-11).process(Rx_sig);
%%%%%% Lowpass PhDiode %%%%%%
Rx_sig = Filter('filtdegree',2,"f_cutoff",70e9,"fs",fdac*kover,"filterType",filtertypes.gaussian,"active",true).process(Rx_sig);
% Rx_sig.signal = Rx_sig.signal - mean(Rx_sig.signal);
%
% Rx_sig = Rx_sig.setPower(0,"dBm");
if 0
[b, a] = butter(1, 0.1e9/(Rx_sig.fs/2), 'high');
% Rx_sig.spectrum("fignum",1111,"displayname","before HPF");
Rx_sig.signal = filter(b, a, Rx_sig.signal);
% Rx_sig.spectrum("fignum",1111,"displayname","after HPF");
end
% figure(111)
% hold on
% [h, f] = freqz(b, a, length(Rx_sig), Rx_sig.fs);
% plot(f, 20*log10(abs(h)));
% title('Magnitude Response of Digital High-Pass Filter');
% xlabel('Frequency (Hz)');
% ylabel('Magnitude (dB)');
% grid on;
%%%%%% Scope %%%%%%
fadc = 256e9;
Lp_scpe = Filter('filtdegree',4,"f_cutoff",100e9,"fs",fadc,"filterType",filtertypes.butterworth,"active",true);
Scpe_sig = Scope("fsimu",fdac*kover,"fadc",fadc,...
"delay",0,"fixed_delay",0,"filtertype",filtertypes.butterworth,...
"samplingdelay",0,"rand_samplingdelay",0,"freq_offset",0,"samp_jitter",0,...
"adcresolution",10,"quantbuffer",0.1,'block_dc',1,'lpf_active',1,'H_lpf',Lp_scpe).process(Rx_sig);
% Scpe_sig.spectrum("displayname","Received Signal after Scope","fignum",201);
%%%%%% Sample to 2x fsym %%%%%%
Scpe_sig = Scpe_sig.resample("fs_in",fadc,"fs_out",2*fsym);
if usemrds
Scpe_sig = MRDS_coding("blocklength",512).dc_remove(Scpe_sig,"oversampling_factor",2);
end
%
rmean = zeros(1,2);
if 0
data_in = Scpe_sig.signal;
winlength = wl;
for k = 1:winlength:length(data_in)
try
data = data_in(k:k+winlength-1);
rmean(1) = mean(data);
rmean = circshift(rmean,1);
Scpe_sig.signal(k:k+winlength-1) = data - rmean(1);
catch
if k+winlength > length(data_in)
data = data_in(k:length(data_in));
else
error('indice problem.')
end
rmean(1) = mean(data);
Scpe_sig.signal(k:length(data_in)) = data - rmean(1);
end
end
% Scpe_sig.signal = data_out;
end
% Scpe_sig.plot("fignum",313,"displayname",'after dc removal');
%%%%%% Sync Rx signal with reference %%%%%%
[Scpe_sig] = Scpe_sig.tsynch("reference",Symbols,"fs_ref",fsym);
%%%%% EQUALIZE %%%%%%
if ~usemrds
%
Eq = FFE("epochs_tr",5,"epochs_dd",5,"len_tr",4096*2,"mu_dd",1e-4,"mu_tr",0,"order",25,"sps",2,"decide",0);
% Eq = VNLE("epochs_tr",5,"epochs_dd",5,"len_tr",4096*2,"mu_dd",[0.0004 0.0005 0.0006],"mu_tr",0,"order",[25,2,2],"sps",2,"decide",1);
[EQ_sig,Noi] = Eq.process(Scpe_sig,Symbols);
Rx_bits = PAMmapper(M,0).demap(EQ_sig);
[~,errors_bm,ber_ffe(j,i),errors] = calc_ber(Rx_bits.signal,Bits.signal,"skip_front",100,"skip_end",150,"returnErrorLocation",1);
disp(['BER: ',sprintf('%.1E',ber_ffe(j,i)),' - - ROP: ',num2str(patten(j,i)),'dBm - - PAM-',num2str(M),' - - ',num2str(fsym*1e-9),' GBd']);
%
% %
% Eq = FFE_FFDCAVG("epochs_tr",5,"epochs_dd",5,"len_tr",4096*2,"mu_dd",1e-4,"mu_tr",0,"order",25,"sps",2,"decide",1,"mu_buff",0.7);
% [EQ_sig] = Eq.process(Scpe_sig,Symbols);
% Rx_bits = PAMmapper(M,0).demap(EQ_sig);
% [~,errors_bm,ber_dcavg(j,i),errors] = calc_ber(Rx_bits.signal,Bits.signal,"skip_front",100,"skip_end",150,"returnErrorLocation",1);
% disp(['BER: ',sprintf('%.1E',ber_dcavg(j,i)),' - - ROP: ',num2str(patten(j,i)),'dBm - - PAM-',num2str(M),' - - ',num2str(fsym*1e-9),' GBd']);
[Eq] = FFE_adaptive_decision("epochs_tr",5,"epochs_dd",5,"len_tr",4096*2,"mu_dd",1e-4,"mu_tr",0,"order",25,"sps",2,"decide",0,"buffer_length",112);
[EQ_sig,Noi] = Eq.process(Scpe_sig,Symbols);
Rx_bits = PAMmapper(M,0).demap(EQ_sig);
[~,errors_bm,ber_adapt(j,i),errors] = calc_ber(Rx_bits.signal,Bits.signal,"skip_front",100,"skip_end",150,"returnErrorLocation",1);
disp(['BER: ',sprintf('%.1E',ber_adapt(j,i)),' - - ROP: ',num2str(patten(j,i)),'dBm - - PAM-',num2str(M),' - - ',num2str(fsym*1e-9),' GBd']);
Noi.spectrum('displayname','Noise PSD','fignum',123)
[h,w] = freqz(1,burg_coeff,length(Noi),"whole",Noi.fs);
h = h/max(abs(h));
hold on
w_ = (w - Noi.fs/2);
plot(w_.*1e-9,20*log10(fftshift(h)),'DisplayName',['', num2str(nc), ' coefficients for burg alg.']);
%
%
% Eq = FFE_DCremoval("epochs_tr",5,"epochs_dd",5,"len_tr",4096*2,"mu_dd",1e-4,"mu_tr",0,"order",25,"sps",2,"decide",1,"mu_dc",0.07,"dc_buffer_len",112);
% [EQ_sig] = Eq.process(Scpe_sig,Symbols);
% Rx_bits = PAMmapper(M,0).demap(EQ_sig);
% [~,errors_bm,ber_dcrem(j,i),errors] = calc_ber(Rx_bits.signal,Bits.signal,"skip_front",100,"skip_end",150,"returnErrorLocation",1);
% disp(['BER: ',sprintf('%.1E',ber_dcrem(j,i)),' - - ROP: ',num2str(patten(j,i)),'dBm - - PAM-',num2str(M),' - - ',num2str(fsym*1e-9),' GBd']);
else
Eq = FFE("epochs_tr",5,"epochs_dd",5,"len_tr",4096*2,"mu_dd",1e-4,"mu_tr",0,"order",25,"sps",2,"decide",1);
[EQ_sig] = Eq.process(Scpe_sig,Symbols);
Rx_bits = MRDS_coding("blocklength",wl).decode(EQ_sig);
Rx_bits = PAMmapper(M,0).demap(Rx_bits);
[~,errors_bm,ber_ffe(j,i),errors] = calc_ber(Rx_bits.signal,Bits.signal,"skip_front",100,"skip_end",150,"returnErrorLocation",1);
disp(['BER: ',sprintf('%.1E',ber_ffe(j,i)),' - - ROP: ',num2str(patten(j,i)),'dBm - - PAM-',num2str(M),' - - ',num2str(fsym*1e-9),' GBd']);
end
end
end
for j = 1:j_
sir = wh.parameter.sir.values(j);
for i = 1:i_
rop=wh.parameter.rop.values(i);
wh.addValueToStorage(ber_ffe(j,i) ,'ber_ffe',M,datarate,sir,laser_linewidth,pn_key,rop);
wh.addValueToStorage(ber_dcavg(j,i),'ber_dcavg',M,datarate,sir,laser_linewidth,pn_key,rop);
wh.addValueToStorage(ber_adapt(j,i),'ber_adapt',M,datarate,sir,laser_linewidth,pn_key,rop);
wh.addValueToStorage(ber_dcrem(j,i),'ber_dcrem',M,datarate,sir,laser_linewidth,pn_key,rop);
end
end
toc
disp(['Simulated: ',num2str(cnt/endcnt*100),' %']);
wh.save('C:\Users\Silas\Documents\MATLAB\imdd_simulation\projects\MPI_August\auswertung\')
end
end
end
end
rop_curve;