Faster DP_fiber with GPU processing... Run test\gpu_cpu_comparison.m to see difference on your setup
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silas (home)
265
test/gpu_processing_dpfiber.m
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265
test/gpu_processing_dpfiber.m
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s.wavelengthplan = calcWavelengthPlan(16, 400e9, 1310);
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N = numel(s.wavelengthplan);
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link_length = 10;
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s.pmd = 0.1;%0.1;
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s.gamma = 0.0023;
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s.M = 4;
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fsym = 112e9;
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fdac = 2*fsym;
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fadc = 120000000000;
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s.random_key = 1;
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% Laser / s.Modulator
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vbias_rel = 0.5;
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u_pi = 4.6;
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vbias = -vbias_rel*u_pi;
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laser_linewidth = 0e6;
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% DB Stuff
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duob_mode = db_mode.no_db;
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rcalpha = 0.05;
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Pform = Pulseformer("fsym",fsym,"fdac",4*fsym,"pulse","rc","pulselength",16,"alpha",rcalpha);
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s.chirpalpha = 0;
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s.p_launch = 3;
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s.p = "co";
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switch s.p
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case "co"
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pol_rot = 100.*ones(1,N);
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d_local = 0;
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case "pair"
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pol_rot = repmat([100,100,0,0],1,N/4);
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d_local = 0;
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case "alt"
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pol_rot = repmat([100,0,100,0],1,N/4);
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d_local = 0;
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case "seg"
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pol_rot = 100.*ones(1,N);
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d_local = 3;
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otherwise
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error('Unknown fwm_mitigation_technique: %s', string(s.p));
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end
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f_plan = physconst('lightspeed')./(s.wavelengthplan.*1e-9);
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margin = 25e12; % some THz left and right
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f_span = (max(f_plan)+margin)-(min(f_plan)-margin);
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f_nyq = f_span/2;
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kover = 4;
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upsample_required = f_nyq./(fdac*kover/2);
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upsample_pow = 2^nextpow2(upsample_required);
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s.f_opt = fdac*kover*upsample_pow;
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s.f_opt_nyq = s.f_opt/2;
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s.rop = -10:1:0;
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profile on
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%% ---------- TX per channel ----------
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for l = 1:N
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[Digi_sig,Symbols{l},Tx_bits{l}] = PAMsource( ...
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"fsym",fsym,"M",s.M,"order",17,"useprbs",0, ...
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"fs_out",fdac, ...
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"applyclipping",0,"clipfactor",1.5, ...
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"applypulseform",1,"pulseformer",Pform, ...
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"randkey",s.random_key+l, ...
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"mrds_code",0,"mrds_blocklength",512,"duobinary_mode",duob_mode ...
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).process();
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Lp_awg = Filter('filtdegree',3,"f_cutoff",56e9,"fs",fdac*kover, ...
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"filterType",filtertypes.gaussian,"active",true);
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El_sig = AWG("fdac",fdac,"f_cutoff",fsym,"lpf_active",1,"kover",kover, ...
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"bit_resolution",6,"upsampling_method","samplehold","precomp_sinc_rolloff",0, ...
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"H_lpf",Lp_awg,"dac_max",0.6,"dac_min",-0.6).process(Digi_sig);
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% Digi_sig not needed after AWG
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clear Digi_sig
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% Electrical Driver Amplifier
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El_sig = El_sig.normalize("mode","oneone");
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scaling = 0.6*(u_pi/2-abs(vbias-u_pi/2));
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El_sig = El_sig .* scaling;
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% E/O Conversion
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Eml_out = EML("mode",eml_mode.im_cosinus,"power",3,"fsimu",El_sig.fs, ...
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"lambda",s.wavelengthplan(l),"bias",vbias,"u_pi",u_pi, ...
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"linewidth",laser_linewidth,"randomkey",s.random_key+l,"alpha",s.chirpalpha).process(El_sig);
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% El_sig not needed after EML
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clear El_sig
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signal_cell{l} = Polarization_Controller("mode","rot_power","desired_power",pol_rot(l)).process(Eml_out);
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% Eml_out not needed after pol controller
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clear Eml_out Lp_awg
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end
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disp('Signal generated for all channels.');
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%% ---------- WDM mux + launch ----------
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Opt_sig_wdm = Optical_Multiplex("fs_in",fdac*kover,"fs_out",upsample_pow*fdac*kover, ...
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"lambda_center",1310,"random_key",0,"filtype",1,"B",120e9).process(signal_cell);
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Opt_sig_wdm.spectrum();
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Opt_sig_wdm = Amplifier("amp_mode","ideal_no_noise","gain_mode","output_power", ...
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"amplification_db",s.p_launch+10*log10(N)).process(Opt_sig_wdm);
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Opt_sig_wdm_fib = Opt_sig_wdm;
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segment_length = 1;
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nSegments = link_length/segment_length;
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if abs(nSegments - round(nSegments)) > 1e-12
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error('fiber_length_km=%g must be an integer multiple of segment_length=%g km.', link_length, segment_length);
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end
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nSegments = round(nSegments);
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zdw = 1310;
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randomize_D = true;
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% Guard for 0 km: avoid calling getDispersionVector(0,...) if it doesn't support it
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if nSegments > 0
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Dvec = getDispersionVector(nSegments, d_local, zdw, randomize_D, s.random_key);
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else
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Dvec = [];
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end
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for seg = 1:nSegments
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fprintf('Segment %d/%d \n',seg, nSegments);
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Opt_sig_wdm_fib = DP_Fiber("L",segment_length,"D",Dvec(seg),"Dpmd",s.pmd,"Ds",0.07, ...
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"beat_len",10,"corr_len",100,"dz",1,"manakov",0, ...
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"gamma",s.gamma,"lambda",zdw,"n_waveplates",10,"SS_dphimax",0.01, ...
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"SS_dzmax",50,"SS_dzmin",10,"X_alpha",0.3,"X_beta",0,"rng",1,"useGPU",true,"useSingle",1).process(Opt_sig_wdm_fib);
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end
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profile off
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profile viewer
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Opt_sig_wdm_fib.spectrum();
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%% ========== BER Evaluation ==========
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fprintf('\n========== BER Evaluation ==========\n');
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fprintf('Processing signals through receiver chain...\n');
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% Receiver parameters
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len_tr = 4096; % Training length
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mu_dc = 0.005;
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mu_ffe = [0.0001 0.0008 0.001];
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mu_dfe = 0.0004;
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% Helper function to process through receiver and get BER
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function ber = process_receiver(Opt_sig_fib, l, Symbols, Tx_bits, ...
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fdac, kover, upsample_pow, fsym, fadc, rop, s, len_tr, mu_dc, mu_ffe, mu_dfe, duob_mode)
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% Demux single channel
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Opt_sig_demux = Optical_Demultiplex("attenuation",0,"B",200e9,"filtype",1, ...
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"fs_out",fdac*kover,"fs_in",fdac*kover*upsample_pow,"lambda_center",1310).process(Opt_sig_fib);
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% ROP amplifier
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Opt_sig_rx = Amplifier("amp_mode","ideal_no_noise","gain_mode","output_power", ...
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"amplification_db",rop).process(Opt_sig_demux{l});
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% Photodiode
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PD_sig = Photodiode("fsimu",fdac*kover,"dark_current",2e-08,"responsivity",1,"temperature",20, ...
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"nep",1.8e-11,"randomkey",s.random_key+l).process(Opt_sig_rx);
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% Low-pass filter
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rx_bwl = 100e9;
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PD_sig = Filter('filtdegree',4,"f_cutoff",rx_bwl,"fs",fdac*kover, ...
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"filterType",filtertypes.butterworth,"active",true).process(PD_sig);
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% Scope
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Lp_scpe = Filter('filtdegree',4,"f_cutoff",80e9,"fs",fadc,"filterType",filtertypes.butterworth,"active",true);
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Scpe_sig = Scope("fsimu",fdac*kover,"fadc",fadc, ...
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"delay",0,"fixed_delay",0,"filtertype",filtertypes.butterworth, ...
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"samplingdelay",0,"rand_samplingdelay",0,"freq_offset",0,"samp_jitter",0, ...
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"adcresolution",8,"quantbuffer",0.1,'block_dc',1,'lpf_active',0,'H_lpf',Lp_scpe).process(PD_sig);
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% Resample to 2 sps
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Scpe_sig_2sps = Scpe_sig.resample("fs_out",2*fsym);
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% Time sync
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[~, Scpe_cell, ~, ~] = Scpe_sig_2sps.tsynch("reference", Symbols{l}, "fs_ref", fsym, "debug_plots", 0);
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Rx_sig = Scpe_cell{1};
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Rx_sig = Rx_sig.normalize("mode","rms");
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% FFE Equalizer
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ffe_order = [50, 0, 0];
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eq_ffe = EQ("Ne",ffe_order,"Nb",[0,0,0],"training_length",len_tr,"training_loops",5,"dd_loops",5, ...
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"K",2,"DCmu",mu_dc,"DDmu",[mu_ffe mu_dfe],"DFEmu",0.005,"FFEmu",0,"plotfinal",0,"ideal_dfe",0);
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eq_ffe = FFE("epochs_tr",5,"epochs_dd",2,"len_tr",2^13,"mu_dd",6.624e-05,"mu_tr",0.058136,"order",50,"sps",2,"decide",0, "adaption",adaption_method.nlms,"dd_mode",1);
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ffe_results = ffe(eq_ffe,s.M,Rx_sig,Symbols{l},Tx_bits{l}, ...
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"precode_mode",duob_mode, ...
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'showAnalysis',0, ...
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"postFFE",[], ...
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"eth_style_symbol_mapping",0);
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ber = ffe_results.metrics.BER;
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end
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% Process each ROP value for selected channels using parfor
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ber_results = zeros(length(s.rop), N);
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% Flatten loop for parfor: iterate over all (ROP, channel) combinations
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num_rop = length(s.rop);
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rop_vals = s.rop;
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ber_flat = zeros(num_rop * N, 1);
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parfor idx = 1:(num_rop * N)
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% Convert linear index to (ri, l) subscripts
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ri = ceil(idx / N);
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l = mod(idx - 1, N) + 1;
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fprintf('ROP %d dBm, Channel %d/%d\n', rop_vals(ri), l, N);
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ber_flat(idx) = process_receiver(Opt_sig_wdm_fib, l, Symbols, Tx_bits, ...
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fdac, kover, upsample_pow, fsym, fadc, rop_vals(ri), s, len_tr, mu_dc, mu_ffe, mu_dfe, duob_mode);
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end
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% Reshape back to [num_rop × N] matrix
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ber_results = reshape(ber_flat, [N, num_rop]).';
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%% Display BER Results
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fprintf('\n========== BER Results ==========\n');
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fprintf('ROP [dBm] | ');
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for l = 1:N
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fprintf('Ch%d | ', l);
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end
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fprintf('\n');
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for ri = 1:length(s.rop)
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fprintf('%8d | ', s.rop(ri));
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for l = 1:N
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fprintf('%.2e | ', ber_results(ri, l));
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end
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fprintf('\n');
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end
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% Plot BER vs ROP
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figure;
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semilogy(s.rop, mean(ber_results, 2), '-o', 'LineWidth', 2);
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hold on;
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for l = 1:N
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semilogy(s.rop, ber_results(:, l), '--', 'LineWidth', 1);
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end
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hold off;
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xlabel('ROP [dBm]');
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ylabel('BER');
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title('BER vs Received Optical Power (GPU Single Precision)');
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legend(['Mean', arrayfun(@(x) sprintf('Ch%d', x), 1:N, 'UniformOutput', false)]);
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grid on;
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fprintf('\n========== Test Complete ==========\n');
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