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https://github.com/gnss-sdr/gnss-sdr
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Add work on Acq perfromance test
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@ -40,16 +40,17 @@
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#include <glog/logging.h>
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#include <gtest/gtest.h>
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DEFINE_string(config_file_ptest, std::string(""), "File containing the configuration parameters for the position test.");
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DEFINE_double(acq_test_threshold, 0.001, "Acquisition threshold");
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DEFINE_double(acq_test_pfa, -1.0, "Set threshold via probability of false alarm");
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DEFINE_int32(acq_test_coherent_time_ms, 10, "Acquisition coherent time, in ms");
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DEFINE_int32(acq_test_PRN, 1, "PRN number");
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DEFINE_int32(acq_test_fake_PRN, 33, "Fake PRN number");
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DEFINE_int32(acq_test_signal_duration_s, 2, "Generated signal duration");
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DEFINE_string(config_file_ptest, std::string(""), "File containing alternative configuration parameters for the position test.");
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//DEFINE_double(acq_test_threshold, 0.001, "Acquisition threshold");
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DEFINE_double(acq_test_pfa_init, 1e-5, "Set initial threshold via probability of false alarm");
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DEFINE_int32(acq_test_coherent_time_ms, 1, "Acquisition coherent time, in ms");
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DEFINE_int32(acq_test_PRN, 1, "PRN number of a present satellite");
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DEFINE_int32(acq_test_fake_PRN, 33, "PRN number of a non-present satellite");
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DEFINE_int32(acq_test_signal_duration_s, 1, "Generated signal duration, in s");
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DEFINE_bool(acq_test_bit_transition_flag, false, "Bit transition flag");
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DEFINE_int32(acq_test_iterations, 2, "Number of iterations");
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DEFINE_bool(plot_acq_test, false, "Plots results of AcquisitionPerformanceTest with gnuplot");
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DEFINE_int32(acq_test_iterations, 1, "Number of iterations (same signal, diferent noise realization)");
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DEFINE_bool(plot_acq_test, false, "Plots results with gnuplot, if available");
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DEFINE_bool(acq_test_use_CFAR_algorithm, true, "Use CFAR algorithm");
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// ######## GNURADIO BLOCK MESSAGE RECEVER #########
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class AcqPerfTest_msg_rx;
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@ -120,25 +121,33 @@ protected:
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doppler_max = 5000;
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doppler_step = 125;
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stop = false;
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//acquisition_ = 0;
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init();
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Pd.resize(cn0_.size());
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for (int i = 0; i < static_cast<int>(cn0_.size()); i++) Pd[i].reserve(num_thresholds);
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Pfa.resize(cn0_.size());
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for (int i = 0; i < static_cast<int>(cn0_.size()); i++) Pfa[i].reserve(num_thresholds);
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Pd_correct.resize(cn0_.size());
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for (int i = 0; i < static_cast<int>(cn0_.size()); i++) Pd_correct[i].reserve(num_thresholds);
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pfa_vector.push_back(FLAGS_acq_test_pfa_init);
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float aux = 1.0;
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while ((FLAGS_acq_test_pfa_init * std::pow(10, aux)) < 1)
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{
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pfa_vector.push_back(FLAGS_acq_test_pfa_init * std::pow(10, aux));
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aux = aux + 1.0;
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}
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pfa_vector.push_back(1.0);
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num_thresholds = pfa_vector.size();
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Pd.resize(cn0_vector.size());
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for (int i = 0; i < static_cast<int>(cn0_vector.size()); i++) Pd[i].reserve(num_thresholds);
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Pfa.resize(cn0_vector.size());
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for (int i = 0; i < static_cast<int>(cn0_vector.size()); i++) Pfa[i].reserve(num_thresholds);
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Pd_correct.resize(cn0_vector.size());
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for (int i = 0; i < static_cast<int>(cn0_vector.size()); i++) Pd_correct[i].reserve(num_thresholds);
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}
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~AcquisitionPerformanceTest()
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{
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}
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std::vector<double> cn0_ = {35.0, 38.0};
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std::vector<float> pfa_local = {0.001, 0.01, 1}; //{0.0001, 0.001, 0.01, 0.1, 1}; //{FLAGS_acq_test_pfa}; //{0.001, 0.01, 0.1, 1};
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std::vector<double> cn0_vector = {35.0, 38.0};
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std::vector<float> pfa_vector;
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int N_iterations = FLAGS_acq_test_iterations;
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void init();
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//void plot_grid();
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int configure_generator(double cn0);
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int generate_signal();
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@ -174,25 +183,24 @@ protected:
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const int coherent_integration_time_ms = FLAGS_acq_test_coherent_time_ms;
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const int number_of_channels = 2;
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const int in_acquisition = 1;
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const float threshold = FLAGS_acq_test_threshold;
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const float threshold = 0.001; // FLAGS_acq_test_threshold;
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const int max_dwells = 1;
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const int dump_channel = 0;
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int generated_signal_duration_s = FLAGS_acq_test_signal_duration_s;
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unsigned int num_of_realizations = (generated_signal_duration_s * 1000) / FLAGS_acq_test_coherent_time_ms;
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unsigned int realization_counter;
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unsigned int num_of_realizations = ((generated_signal_duration_s * 1000 - FLAGS_acq_test_coherent_time_ms) / FLAGS_acq_test_coherent_time_ms);
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unsigned int realization_counter = 0;
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unsigned int observed_satellite = FLAGS_acq_test_PRN;
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std::string path_str = "./acq-perf-test";
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int num_thresholds = pfa_local.size();
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int num_thresholds;
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std::vector<std::vector<float>> Pd;
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std::vector<std::vector<float>> Pfa;
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std::vector<std::vector<float>> Pd_correct;
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private:
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std::string generator_binary;
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std::string p1;
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@ -202,15 +210,11 @@ private:
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std::string p5;
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std::string p6;
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std::string filename_rinex_obs = FLAGS_filename_rinex_obs;
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std::string filename_raw_data = FLAGS_filename_raw_data;
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double compute_stdev_precision(const std::vector<double>& vec);
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double compute_stdev_accuracy(const std::vector<double>& vec, double ref);
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//std::string generated_kml_file;
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};
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@ -237,11 +241,7 @@ void AcquisitionPerformanceTest::wait_message()
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{
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while (!stop)
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{
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acquisition->reset();
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acquisition->set_state(1);
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channel_internal_queue.wait_and_pop(message);
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process_message();
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}
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}
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@ -252,7 +252,7 @@ void AcquisitionPerformanceTest::process_message()
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realization_counter++;
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acquisition->reset();
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acquisition->set_state(1);
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std::cout << "Progress: " << round(static_cast<float>(realization_counter) / static_cast<float>(num_of_realizations) * 100.0) << "% \r" << std::flush;
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if (realization_counter == num_of_realizations)
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{
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stop_queue();
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@ -328,9 +328,16 @@ int AcquisitionPerformanceTest::configure_receiver(double cn0, float pfa, unsign
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config->set_property("Acquisition_1C.doppler_step", std::to_string(doppler_step));
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config->set_property("Acquisition_1C.threshold", std::to_string(threshold));
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//if (FLAGS_acq_test_pfa > 0.0) config->supersede_property("Acquisition_1C.pfa", std::to_string(pfa));
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//if (FLAGS_acq_test_pfa_init > 0.0) config->supersede_property("Acquisition_1C.pfa", std::to_string(pfa));
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config->supersede_property("Acquisition_1C.pfa", std::to_string(pfa));
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config->set_property("Acquisition_1C.use_CFAR_algorithm", "true");
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if (FLAGS_acq_test_use_CFAR_algorithm)
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{
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config->set_property("Acquisition_1C.use_CFAR_algorithm", "true");
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}
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else
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{
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config->set_property("Acquisition_1C.use_CFAR_algorithm", "false");
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}
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config->set_property("Acquisition_1C.coherent_integration_time_ms", std::to_string(coherent_integration_time_ms));
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if (FLAGS_acq_test_bit_transition_flag)
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@ -355,6 +362,7 @@ int AcquisitionPerformanceTest::configure_receiver(double cn0, float pfa, unsign
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std::string dump_file = path_str + std::string("/acquisition_") + std::to_string(cn0) + "_" + std::to_string(iter) + "_" + std::to_string(pfa);
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config->set_property("Acquisition_1C.dump_filename", dump_file);
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config->set_property("Acquisition_1C.dump_channel", std::to_string(dump_channel));
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config->set_property("Acquisition_1C.blocking_on_standby", "true");
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config_f = 0;
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}
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@ -420,7 +428,7 @@ int AcquisitionPerformanceTest::run_receiver()
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int AcquisitionPerformanceTest::count_executions(const std::string& basename, unsigned int sat)
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{
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FILE* fp;
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std::string argum2 = std::string("/bin/ls ") + basename + "* | grep sat_" + std::to_string(sat) + " | wc -l";
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std::string argum2 = std::string("/usr/bin/find ") + path_str + std::string(" -maxdepth 1 -name ") + basename.substr(path_str.length() + 1, basename.length() - path_str.length()) + std::string("* | grep sat_") + std::to_string(sat) + std::string(" | wc -l");
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char buffer[1024];
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fp = popen(&argum2[0], "r");
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int num_executions = 1;
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@ -461,15 +469,16 @@ void AcquisitionPerformanceTest::plot_results()
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Gnuplot::set_GNUPlotPath(gnuplot_path);
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Gnuplot g1("linespoints");
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g1.set_title("Receiver Operating Characteristic for GPS L1 C/A acquisition");
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g1.set_title("Receiver Operating Characteristic for GPS L1 C/A acquisition, coherent integration time: " + std::to_string(config->property("Acquisition_1C.coherent_integration_time_ms", 1)) + " ms.");
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g1.cmd("set logscale x");
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g1.cmd("set yrange [0:1]");
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g1.cmd("set grid xtics 0.001 0.01 0.1 1");
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g1.cmd("set grid ytics");
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g1.set_grid();
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g1.set_xlabel("Pfa");
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g1.set_ylabel("Pd");
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for (int i = 0; i < static_cast<int>(cn0_.size()); i++)
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g1.cmd("set grid xtics");
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g1.cmd("set grid mytics");
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g1.set_grid();
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g1.cmd("show grid");
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for (int i = 0; i < static_cast<int>(cn0_vector.size()); i++)
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{
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std::vector<float> Pd_i;
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std::vector<float> Pfa_i;
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@ -478,37 +487,38 @@ void AcquisitionPerformanceTest::plot_results()
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Pd_i.push_back(Pd[i][k]);
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Pfa_i.push_back(Pd[i][k]);
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}
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g1.plot_xy(Pfa_i, Pd_i, "CN0 = " + std::to_string(static_cast<int>(cn0_[i])) + " dBHz");
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g1.plot_xy(Pfa_i, Pd_i, "CN0 = " + std::to_string(static_cast<int>(cn0_vector[i])) + " dBHz");
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}
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g1.set_legend();
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g1.savetops("ROC");
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g1.savetopdf("ROC", 18);
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g1.showonscreen(); // window output
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if (Pd_correct[0].size() > 0)
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Gnuplot g2("linespoints");
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g2.set_title("Receiver Operating Characteristic for GPS L1 C/A valid acquisition, coherent integration time: " + std::to_string(config->property("Acquisition_1C.coherent_integration_time_ms", 1)) + " ms.");
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g2.cmd("set logscale x");
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g2.cmd("set yrange [0:1]");
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g1.cmd("set grid xtics");
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g1.cmd("set grid mytics");
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g2.set_xlabel("Pfa");
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g2.set_ylabel("Valid Pd");
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g2.set_grid();
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g2.cmd("show grid");
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for (int i = 0; i < static_cast<int>(cn0_vector.size()); i++)
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{
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Gnuplot g2("linespoints");
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g2.set_title("Receiver Operating Characteristic for GPS L1 C/A correct acquisition");
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g2.cmd("set logscale x");
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g2.set_xlabel("Pfa");
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g2.set_xlabel("Pd");
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g2.set_grid();
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for (int i = 0; i < static_cast<int>(cn0_.size()); i++)
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std::vector<float> Pd_i_correct;
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std::vector<float> Pfa_i;
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for (int k = 0; k < num_thresholds; k++)
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{
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std::vector<float> Pd_i_correct;
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std::vector<float> Pfa_i;
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for (int k = 0; k < num_thresholds; k++)
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{
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Pd_i_correct.push_back(Pd_correct[i][k]);
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Pfa_i.push_back(Pd[i][k]);
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}
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g2.plot_xy(Pfa_i, Pd_i_correct, "CN0 = " + std::to_string(static_cast<int>(cn0_[i])) + " dBHz");
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Pd_i_correct.push_back(Pd_correct[i][k]);
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Pfa_i.push_back(Pd[i][k]);
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}
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g2.set_legend();
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g2.savetops("ROC-correct");
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g2.savetopdf("ROC-correct", 18);
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g2.showonscreen(); // window output
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g2.plot_xy(Pfa_i, Pd_i_correct, "CN0 = " + std::to_string(static_cast<int>(cn0_vector[i])) + " dBHz");
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}
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g2.set_legend();
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g2.savetops("ROC-valid-detection");
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g2.savetopdf("ROC-valid-detection", 18);
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g2.showonscreen(); // window output
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}
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catch (const GnuplotException& ge)
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{
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@ -531,28 +541,25 @@ TEST_F(AcquisitionPerformanceTest, ROC)
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ASSERT_TRUE(boost::filesystem::create_directory(path_str, ec)) << "Could not create the " << path_str << " folder.";
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unsigned int cn0_index = 0;
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for (std::vector<double>::const_iterator it = cn0_.cbegin(); it != cn0_.cend(); ++it)
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for (std::vector<double>::const_iterator it = cn0_vector.cbegin(); it != cn0_vector.cend(); ++it)
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{
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// Do N_iterations of the experiment
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std::vector<double> meas_Pd_;
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std::vector<double> meas_Pd_correct_;
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std::vector<double> meas_Pfa_;
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// Set parameter to sweep
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std::cout << "Execution for CN0 = " << *it << " dB-Hz" << std::endl;
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for (int pfa_iter = 0; pfa_iter < static_cast<int>(pfa_local.size()); pfa_iter++)
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// Do N_iterations of the experiment
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for (int pfa_iter = 0; pfa_iter < static_cast<int>(pfa_vector.size()); pfa_iter++)
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{
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std::cout << "Setting threshold for Pfa = " << pfa_vector[pfa_iter] << std::endl;
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// Configure the signal generator
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configure_generator(*it);
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for (int iter = 0; iter < N_iterations; iter++)
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{
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std::string basename = path_str + std::string("/acquisition_") + std::to_string(*it) + "_" + std::to_string(iter) + "_" + std::to_string(pfa_local[pfa_iter]) + "_" + gnss_synchro.System + "_1C";
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// Configure the signal generator
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configure_generator(*it);
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// Generate signal raw signal samples and observations RINEX file
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generate_signal();
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//std::cout << "Execution for CN0 = " << *it << " dB-Hz" << std::endl;
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for (unsigned k = 0; k < 2; k++)
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{
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if (k == 0)
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@ -566,12 +573,13 @@ TEST_F(AcquisitionPerformanceTest, ROC)
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init();
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// Configure the receiver
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configure_receiver(*it, pfa_local[pfa_iter], iter);
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configure_receiver(*it, pfa_vector[pfa_iter], iter);
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// Run it
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run_receiver();
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// count executions
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std::string basename = path_str + std::string("/acquisition_") + std::to_string(*it) + "_" + std::to_string(iter) + "_" + std::to_string(pfa_vector[pfa_iter]) + "_" + gnss_synchro.System + "_1C";
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int num_executions = count_executions(basename, observed_satellite);
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// Read measured data
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@ -669,7 +677,7 @@ TEST_F(AcquisitionPerformanceTest, ROC)
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}
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}
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std::cout << "Doppler estimation error [Hz]: ";
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/* std::cout << "Doppler estimation error [Hz]: ";
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for (int i = 0; i < num_executions - 1; i++)
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{
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std::cout << doppler_estimation_error(i) << " ";
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@ -680,8 +688,9 @@ TEST_F(AcquisitionPerformanceTest, ROC)
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for (int i = 0; i < num_executions - 1; i++)
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{
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std::cout << delay_estimation_error(i) << " ";
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}
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std::cout << std::endl;
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std::cout << std::endl; */
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}
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if (k == 0)
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{
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@ -722,7 +731,6 @@ TEST_F(AcquisitionPerformanceTest, ROC)
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{
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double wrongly_detected = arma::accu(positive_acq);
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double computed_Pfa = wrongly_detected / static_cast<double>(num_executions);
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std::cout << computed_Pfa << std::endl;
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if (num_executions > 0)
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{
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meas_Pfa_.push_back(computed_Pfa);
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@ -783,7 +791,7 @@ TEST_F(AcquisitionPerformanceTest, ROC)
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// Compute results
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unsigned int aux_index = 0;
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for (std::vector<double>::const_iterator it = cn0_.cbegin(); it != cn0_.cend(); ++it)
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for (std::vector<double>::const_iterator it = cn0_vector.cbegin(); it != cn0_vector.cend(); ++it)
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{
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std::cout << "Results for CN0 = " << *it << " dBHz:" << std::endl;
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std::cout << "Pd = ";
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