/*!
* \file position_test.cc
* \brief This class implements a test for the validation of computed position.
* \authors
* - Carles Fernandez-Prades, 2016. cfernandez(at)cttc.es
*
- Javier Arribas, 2018. jarribas(at)cttc.es
*
*
*
* -------------------------------------------------------------------------
*
* Copyright (C) 2010-2018 (see AUTHORS file for a list of contributors)
*
* GNSS-SDR is a software defined Global Navigation
* Satellite Systems receiver
*
* This file is part of GNSS-SDR.
*
* GNSS-SDR is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* GNSS-SDR is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with GNSS-SDR. If not, see .
*
* -------------------------------------------------------------------------
*/
#include "geofunctions.h"
#include "position_test_flags.h"
#include "rtklib_solver_dump_reader.h"
#include "spirent_motion_csv_dump_reader.h"
#include "concurrent_map.h"
#include "concurrent_queue.h"
#include "control_thread.h"
#include "in_memory_configuration.h"
#include "file_configuration.h"
#include "MATH_CONSTANTS.h"
#include "gnuplot_i.h"
#include "test_flags.h"
#include "signal_generator_flags.h"
#include
#include
#include
#include
#include
#include
#include
#include
#include
#include
#include
// For GPS NAVIGATION (L1)
concurrent_queue global_gps_acq_assist_queue;
concurrent_map global_gps_acq_assist_map;
class PositionSystemTest : public ::testing::Test
{
public:
int configure_generator();
int generate_signal();
int configure_receiver();
int run_receiver();
void check_results();
std::string config_filename_no_extension;
private:
std::string generator_binary;
std::string p1;
std::string p2;
std::string p3;
std::string p4;
std::string p5;
const double baseband_sampling_freq = static_cast(FLAGS_fs_gen_sps);
std::string filename_rinex_obs = FLAGS_filename_rinex_obs;
std::string filename_raw_data = FLAGS_filename_raw_data;
void print_results(arma::mat R_eb_enu);
std::shared_ptr config;
std::shared_ptr config_f;
std::string generated_kml_file;
};
int PositionSystemTest::configure_generator()
{
// Configure signal generator
generator_binary = FLAGS_generator_binary;
p1 = std::string("-rinex_nav_file=") + FLAGS_rinex_nav_file;
if (FLAGS_dynamic_position.empty())
{
p2 = std::string("-static_position=") + FLAGS_static_position + std::string(",") + std::to_string(std::min(FLAGS_duration * 10, 3000));
if (FLAGS_duration > 300) std::cout << "WARNING: Duration has been set to its maximum value of 300 s" << std::endl;
}
else
{
p2 = std::string("-obs_pos_file=") + std::string(FLAGS_dynamic_position);
}
p3 = std::string("-rinex_obs_file=") + FLAGS_filename_rinex_obs; // RINEX 2.10 observation file output
p4 = std::string("-sig_out_file=") + FLAGS_filename_raw_data; // Baseband signal output file. Will be stored in int8_t IQ multiplexed samples
p5 = std::string("-sampling_freq=") + std::to_string(baseband_sampling_freq); //Baseband sampling frequency [MSps]
return 0;
}
int PositionSystemTest::generate_signal()
{
pid_t wait_result;
int child_status;
char* const parmList[] = {&generator_binary[0], &generator_binary[0], &p1[0], &p2[0], &p3[0], &p4[0], &p5[0], NULL};
int pid;
if ((pid = fork()) == -1)
perror("fork error");
else if (pid == 0)
{
execv(&generator_binary[0], parmList);
std::cout << "Return not expected. Must be an execv error." << std::endl;
std::terminate();
}
wait_result = waitpid(pid, &child_status, 0);
if (wait_result == -1) perror("waitpid error");
return 0;
}
int PositionSystemTest::configure_receiver()
{
if (FLAGS_config_file_ptest.empty())
{
config = std::make_shared();
const int sampling_rate_internal = baseband_sampling_freq;
const int number_of_taps = 11;
const int number_of_bands = 2;
const float band1_begin = 0.0;
const float band1_end = 0.48;
const float band2_begin = 0.52;
const float band2_end = 1.0;
const float ampl1_begin = 1.0;
const float ampl1_end = 1.0;
const float ampl2_begin = 0.0;
const float ampl2_end = 0.0;
const float band1_error = 1.0;
const float band2_error = 1.0;
const int grid_density = 16;
const float zero = 0.0;
const int number_of_channels = 11;
const int in_acquisition = 1;
const float threshold = 2.5;
const float doppler_max = 5000.0;
const float doppler_step = 250.0;
const int max_dwells = 10;
const int tong_init_val = 2;
const int tong_max_val = 10;
const int tong_max_dwells = 30;
const int coherent_integration_time_ms = 1;
const float pll_bw_hz = 35.0;
const float dll_bw_hz = 1.5;
const float early_late_space_chips = 0.5;
const float pll_bw_narrow_hz = 1.0;
const float dll_bw_narrow_hz = 0.1;
const int extend_correlation_ms = 1;
const int display_rate_ms = 500;
const int output_rate_ms = 100;
config->set_property("GNSS-SDR.internal_fs_sps", std::to_string(sampling_rate_internal));
// Set the assistance system parameters
config->set_property("GNSS-SDR.SUPL_read_gps_assistance_xml", "false");
config->set_property("GNSS-SDR.SUPL_gps_enabled", "false");
config->set_property("GNSS-SDR.SUPL_gps_ephemeris_server", "supl.google.com");
config->set_property("GNSS-SDR.SUPL_gps_ephemeris_port", std::to_string(7275));
config->set_property("GNSS-SDR.SUPL_gps_acquisition_server", "supl.google.com");
config->set_property("GNSS-SDR.SUPL_gps_acquisition_port", std::to_string(7275));
config->set_property("GNSS-SDR.SUPL_MCC", std::to_string(244));
config->set_property("GNSS-SDR.SUPL_MNS", std::to_string(5));
config->set_property("GNSS-SDR.SUPL_LAC", "0x59e2");
config->set_property("GNSS-SDR.SUPL_CI", "0x31b0");
// Set the Signal Source
config->set_property("SignalSource.implementation", "File_Signal_Source");
config->set_property("SignalSource.filename", "./" + filename_raw_data);
config->set_property("SignalSource.sampling_frequency", std::to_string(sampling_rate_internal));
config->set_property("SignalSource.item_type", "ibyte");
config->set_property("SignalSource.samples", std::to_string(zero));
// Set the Signal Conditioner
config->set_property("SignalConditioner.implementation", "Signal_Conditioner");
config->set_property("DataTypeAdapter.implementation", "Ibyte_To_Complex");
config->set_property("InputFilter.implementation", "Freq_Xlating_Fir_Filter");
config->set_property("InputFilter.dump", "false");
config->set_property("InputFilter.input_item_type", "gr_complex");
config->set_property("InputFilter.output_item_type", "gr_complex");
config->set_property("InputFilter.taps_item_type", "float");
config->set_property("InputFilter.number_of_taps", std::to_string(number_of_taps));
config->set_property("InputFilter.number_of_bands", std::to_string(number_of_bands));
config->set_property("InputFilter.band1_begin", std::to_string(band1_begin));
config->set_property("InputFilter.band1_end", std::to_string(band1_end));
config->set_property("InputFilter.band2_begin", std::to_string(band2_begin));
config->set_property("InputFilter.band2_end", std::to_string(band2_end));
config->set_property("InputFilter.ampl1_begin", std::to_string(ampl1_begin));
config->set_property("InputFilter.ampl1_end", std::to_string(ampl1_end));
config->set_property("InputFilter.ampl2_begin", std::to_string(ampl2_begin));
config->set_property("InputFilter.ampl2_end", std::to_string(ampl2_end));
config->set_property("InputFilter.band1_error", std::to_string(band1_error));
config->set_property("InputFilter.band2_error", std::to_string(band2_error));
config->set_property("InputFilter.filter_type", "lowpass");
config->set_property("InputFilter.grid_density", std::to_string(grid_density));
config->set_property("InputFilter.sampling_frequency", std::to_string(sampling_rate_internal));
config->set_property("InputFilter.IF", std::to_string(zero));
config->set_property("Resampler.implementation", "Pass_Through");
config->set_property("Resampler.dump", "false");
config->set_property("Resampler.item_type", "gr_complex");
config->set_property("Resampler.sample_freq_in", std::to_string(sampling_rate_internal));
config->set_property("Resampler.sample_freq_out", std::to_string(sampling_rate_internal));
// Set the number of Channels
config->set_property("Channels_1C.count", std::to_string(number_of_channels));
config->set_property("Channels.in_acquisition", std::to_string(in_acquisition));
config->set_property("Channel.signal", "1C");
// Set Acquisition
config->set_property("Acquisition_1C.implementation", "GPS_L1_CA_PCPS_Acquisition");
config->set_property("Acquisition_1C.item_type", "gr_complex");
config->set_property("Acquisition_1C.coherent_integration_time_ms", std::to_string(coherent_integration_time_ms));
config->set_property("Acquisition_1C.threshold", std::to_string(threshold));
config->set_property("Acquisition_1C.doppler_max", std::to_string(doppler_max));
config->set_property("Acquisition_1C.doppler_step", std::to_string(doppler_step));
config->set_property("Acquisition_1C.bit_transition_flag", "false");
config->set_property("Acquisition_1C.max_dwells", std::to_string(max_dwells));
config->set_property("Acquisition_1C.tong_init_val", std::to_string(tong_init_val));
config->set_property("Acquisition_1C.tong_max_val", std::to_string(tong_max_val));
config->set_property("Acquisition_1C.tong_max_dwells", std::to_string(tong_max_dwells));
config->set_property("Acquisition_1C.dump", "false");
config->set_property("Acquisition_1C.dump_filename", "./acquisition");
config->set_property("Acquisition_1C.dump_channel", "1");
config->set_property("Acquisition_1C.blocking", "true");
// Set Tracking
config->set_property("Tracking_1C.implementation", "GPS_L1_CA_DLL_PLL_Tracking");
config->set_property("Tracking_1C.item_type", "gr_complex");
config->set_property("Tracking_1C.dump", "false");
config->set_property("Tracking_1C.dump_filename", "./tracking_ch_");
config->set_property("Tracking_1C.pll_bw_hz", std::to_string(pll_bw_hz));
config->set_property("Tracking_1C.dll_bw_hz", std::to_string(dll_bw_hz));
config->set_property("Tracking_1C.early_late_space_chips", std::to_string(early_late_space_chips));
config->set_property("Tracking_1C.pll_bw_narrow_hz", std::to_string(pll_bw_narrow_hz));
config->set_property("Tracking_1C.dll_bw_narrow_hz", std::to_string(dll_bw_narrow_hz));
config->set_property("Tracking_1C.extend_correlation_symbols", std::to_string(extend_correlation_ms));
config->set_property("Tracking_1C.high_dyn", "true");
config->set_property("Tracking_1C.smoother_length", "200");
// Set Telemetry
config->set_property("TelemetryDecoder_1C.implementation", "GPS_L1_CA_Telemetry_Decoder");
config->set_property("TelemetryDecoder_1C.dump", "false");
// Set Observables
config->set_property("Observables.implementation", "Hybrid_Observables");
config->set_property("Observables.dump", "false");
config->set_property("Observables.dump_filename", "./observables.dat");
// Set PVT
config->set_property("PVT.implementation", "RTKLIB_PVT");
config->set_property("PVT.positioning_mode", "PPP_Static");
config->set_property("PVT.output_rate_ms", std::to_string(output_rate_ms));
config->set_property("PVT.display_rate_ms", std::to_string(display_rate_ms));
config->set_property("PVT.dump_filename", "./PVT");
config->set_property("PVT.nmea_dump_filename", "./gnss_sdr_pvt.nmea");
config->set_property("PVT.flag_nmea_tty_port", "false");
config->set_property("PVT.nmea_dump_devname", "/dev/pts/4");
config->set_property("PVT.flag_rtcm_server", "false");
config->set_property("PVT.flag_rtcm_tty_port", "false");
config->set_property("PVT.rtcm_dump_devname", "/dev/pts/1");
config->set_property("PVT.dump", "true");
config->set_property("PVT.rinex_version", std::to_string(2));
config->set_property("PVT.iono_model", "OFF");
config->set_property("PVT.trop_model", "OFF");
config->set_property("PVT.AR_GPS", "PPP-AR");
config->set_property("PVT.elevation_mask", std::to_string(15));
config_f = 0;
}
else
{
config_f = std::make_shared(FLAGS_config_file_ptest);
config = 0;
}
return 0;
}
int PositionSystemTest::run_receiver()
{
std::shared_ptr control_thread;
if (FLAGS_config_file_ptest.empty())
{
control_thread = std::make_shared(config);
}
else
{
control_thread = std::make_shared(config_f);
}
// start receiver
try
{
control_thread->run();
}
catch (const boost::exception& e)
{
std::cout << "Boost exception: " << boost::diagnostic_information(e);
}
catch (const std::exception& ex)
{
std::cout << "STD exception: " << ex.what();
}
// Get the name of the KML file generated by the receiver
std::this_thread::sleep_for(std::chrono::milliseconds(2000));
FILE* fp;
std::string argum2 = std::string("/bin/ls *kml | tail -1");
char buffer[1035];
fp = popen(&argum2[0], "r");
if (fp == NULL)
{
std::cout << "Failed to run command: " << argum2 << std::endl;
return -1;
}
while (fgets(buffer, sizeof(buffer), fp) != NULL)
{
std::string aux = std::string(buffer);
EXPECT_EQ(aux.empty(), false);
PositionSystemTest::generated_kml_file = aux.erase(aux.length() - 1, 1);
}
pclose(fp);
EXPECT_EQ(PositionSystemTest::generated_kml_file.empty(), false);
return 0;
}
void PositionSystemTest::check_results()
{
arma::mat R_eb_e; //ECEF position (x,y,z) estimation in the Earth frame (Nx3)
arma::mat R_eb_enu; //ENU position (N,E,U) estimation in UTM (Nx3)
arma::mat V_eb_e; //ECEF velocity (x,y,z) estimation in the Earth frame (Nx3)
arma::mat LLH; //Geodetic coordinates (latitude, longitude, height) estimation in WGS84 datum
arma::vec receiver_time_s;
arma::mat ref_R_eb_e; //ECEF position (x,y,z) reference in the Earth frame (Nx3)
arma::mat ref_V_eb_e; //ECEF velocity (x,y,z) reference in the Earth frame (Nx3)
arma::mat ref_LLH; //Geodetic coordinates (latitude, longitude, height) reference in WGS84 datum
arma::vec ref_time_s;
std::istringstream iss2(FLAGS_static_position);
std::string str_aux;
std::getline(iss2, str_aux, ',');
double ref_lat = std::stod(str_aux);
std::getline(iss2, str_aux, ',');
double ref_long = std::stod(str_aux);
std::getline(iss2, str_aux, '\n');
double ref_h = std::stod(str_aux);
int utm_zone = findUtmZone(ref_lat, ref_long);
arma::vec v_eb_n = {0.0, 0.0, 0.0};
arma::vec true_r_eb_e = {0.0, 0.0, 0.0};
arma::vec true_v_eb_e = {0.0, 0.0, 0.0};
pv_Geo_to_ECEF(degtorad(ref_lat), degtorad(ref_long), ref_h, v_eb_n, true_r_eb_e, true_v_eb_e);
ref_R_eb_e.insert_cols(0, true_r_eb_e);
arma::vec ref_r_enu = {0, 0, 0};
cart2utm(true_r_eb_e, utm_zone, ref_r_enu);
if (!FLAGS_use_pvt_solver_dump)
{
//fall back to read receiver KML output (position only)
std::fstream myfile(PositionSystemTest::generated_kml_file, std::ios_base::in);
ASSERT_TRUE(myfile.is_open()) << "No valid kml file could be opened";
std::string line;
// Skip header
std::getline(myfile, line);
bool is_header = true;
while (is_header)
{
std::getline(myfile, line);
ASSERT_FALSE(myfile.eof()) << "No valid kml file found.";
std::size_t found = line.find("");
if (found != std::string::npos) is_header = false;
}
bool is_data = true;
//read data
int64_t current_epoch = 0;
while (is_data)
{
if (!std::getline(myfile, line))
{
is_data = false;
break;
}
std::size_t found = line.find("");
if (found != std::string::npos)
is_data = false;
else
{
std::string str2;
std::istringstream iss(line);
double value;
double lat = 0.0;
double longitude = 0.0;
double h = 0.0;
for (int i = 0; i < 3; i++)
{
std::getline(iss, str2, ',');
value = std::stod(str2);
if (i == 0) longitude = value;
if (i == 1) lat = value;
if (i == 2) h = value;
}
arma::vec tmp_v_ecef;
arma::vec tmp_r_ecef;
pv_Geo_to_ECEF(degtorad(lat), degtorad(longitude), h, arma::vec{0, 0, 0}, tmp_r_ecef, tmp_v_ecef);
R_eb_e.insert_cols(current_epoch, tmp_r_ecef);
arma::vec tmp_r_enu = {0, 0, 0};
cart2utm(tmp_r_ecef, utm_zone, tmp_r_enu);
R_eb_enu.insert_cols(current_epoch, tmp_r_enu);
// std::cout << "lat = " << lat << ", longitude = " << longitude << " h = " << h << std::endl;
// std::cout << "E = " << east << ", N = " << north << " U = " << up << std::endl;
// getchar();
}
}
myfile.close();
ASSERT_FALSE(R_eb_e.n_cols == 0) << "KML file is empty";
}
else
{
//use complete binary dump from pvt solver
rtklib_solver_dump_reader pvt_reader;
pvt_reader.open_obs_file(FLAGS_pvt_solver_dump_filename);
int64_t n_epochs = pvt_reader.num_epochs();
R_eb_e = arma::zeros(3, n_epochs);
V_eb_e = arma::zeros(3, n_epochs);
LLH = arma::zeros(3, n_epochs);
receiver_time_s = arma::zeros(n_epochs, 1);
int64_t current_epoch = 0;
while (pvt_reader.read_binary_obs())
{
receiver_time_s(current_epoch) = pvt_reader.RX_time - pvt_reader.clk_offset_s;
R_eb_e(0, current_epoch) = pvt_reader.rr[0];
R_eb_e(1, current_epoch) = pvt_reader.rr[1];
R_eb_e(2, current_epoch) = pvt_reader.rr[2];
V_eb_e(0, current_epoch) = pvt_reader.rr[3];
V_eb_e(1, current_epoch) = pvt_reader.rr[4];
V_eb_e(2, current_epoch) = pvt_reader.rr[5];
LLH(0, current_epoch) = pvt_reader.latitude;
LLH(1, current_epoch) = pvt_reader.longitude;
LLH(2, current_epoch) = pvt_reader.height;
arma::vec tmp_r_enu = {0, 0, 0};
cart2utm(R_eb_e.col(current_epoch), utm_zone, tmp_r_enu);
R_eb_enu.insert_cols(current_epoch, tmp_r_enu);
//debug check
// std::cout << "t1: " << pvt_reader.RX_time << std::endl;
// std::cout << "t2: " << pvt_reader.TOW_at_current_symbol_ms << std::endl;
// std::cout << "offset: " << pvt_reader.clk_offset_s << std::endl;
// getchar();
current_epoch++;
}
ASSERT_FALSE(current_epoch == 0) << "PVT dump is empty";
}
// compute results
if (FLAGS_static_scenario)
{
double sigma_E_2_precision = arma::var(R_eb_enu.row(0));
double sigma_N_2_precision = arma::var(R_eb_enu.row(1));
double sigma_U_2_precision = arma::var(R_eb_enu.row(2));
arma::rowvec tmp_vec;
tmp_vec = R_eb_enu.row(0) - ref_r_enu(0);
double sigma_E_2_accuracy = sqrt(arma::sum(arma::square(tmp_vec)) / tmp_vec.n_cols);
tmp_vec = R_eb_enu.row(1) - ref_r_enu(1);
double sigma_N_2_accuracy = sqrt(arma::sum(arma::square(tmp_vec)) / tmp_vec.n_cols);
tmp_vec = R_eb_enu.row(2) - ref_r_enu(2);
double sigma_U_2_accuracy = sqrt(arma::sum(arma::square(tmp_vec)) / tmp_vec.n_cols);
double mean__e = arma::mean(R_eb_enu.row(0));
double mean__n = arma::mean(R_eb_enu.row(1));
double mean__u = arma::mean(R_eb_enu.row(2));
std::stringstream stm;
std::ofstream position_test_file;
if (!FLAGS_config_file_ptest.empty())
{
stm << "Configuration file: " << FLAGS_config_file_ptest << std::endl;
}
stm << "---- ACCURACY ----" << std::endl;
stm << "2DRMS = " << 2 * sqrt(sigma_E_2_accuracy + sigma_N_2_accuracy) << " [m]" << std::endl;
stm << "DRMS = " << sqrt(sigma_E_2_accuracy + sigma_N_2_accuracy) << " [m]" << std::endl;
stm << "CEP = " << 0.62 * sqrt(sigma_N_2_accuracy) + 0.56 * sqrt(sigma_E_2_accuracy) << " [m]" << std::endl;
stm << "99% SAS = " << 1.122 * (sigma_E_2_accuracy + sigma_N_2_accuracy + sigma_U_2_accuracy) << " [m]" << std::endl;
stm << "90% SAS = " << 0.833 * (sigma_E_2_accuracy + sigma_N_2_accuracy + sigma_U_2_accuracy) << " [m]" << std::endl;
stm << "MRSE = " << sqrt(sigma_E_2_accuracy + sigma_N_2_accuracy + sigma_U_2_accuracy) << " [m]" << std::endl;
stm << "SEP = " << 0.51 * (sigma_E_2_accuracy + sigma_N_2_accuracy + sigma_U_2_accuracy) << " [m]" << std::endl;
stm << "Bias 2D = " << sqrt(std::pow(fabs(mean__e - ref_r_enu(0)), 2.0) + std::pow(fabs(mean__n - ref_r_enu(1)), 2.0)) << " [m]" << std::endl;
stm << "Bias 3D = " << sqrt(std::pow(fabs(mean__e - ref_r_enu(0)), 2.0) + std::pow(fabs(mean__n - ref_r_enu(1)), 2.0) + std::pow(fabs(mean__u - ref_r_enu(2)), 2.0)) << " [m]" << std::endl;
stm << std::endl;
stm << "---- PRECISION ----" << std::endl;
stm << "2DRMS = " << 2 * sqrt(sigma_E_2_precision + sigma_N_2_precision) << " [m]" << std::endl;
stm << "DRMS = " << sqrt(sigma_E_2_precision + sigma_N_2_precision) << " [m]" << std::endl;
stm << "CEP = " << 0.62 * sqrt(sigma_N_2_precision) + 0.56 * sqrt(sigma_E_2_precision) << " [m]" << std::endl;
stm << "99% SAS = " << 1.122 * (sigma_E_2_precision + sigma_N_2_precision + sigma_U_2_precision) << " [m]" << std::endl;
stm << "90% SAS = " << 0.833 * (sigma_E_2_precision + sigma_N_2_precision + sigma_U_2_precision) << " [m]" << std::endl;
stm << "MRSE = " << sqrt(sigma_E_2_precision + sigma_N_2_precision + sigma_U_2_precision) << " [m]" << std::endl;
stm << "SEP = " << 0.51 * (sigma_E_2_precision + sigma_N_2_precision + sigma_U_2_precision) << " [m]" << std::endl;
std::cout << stm.rdbuf();
std::string output_filename = "position_test_output_" + PositionSystemTest::generated_kml_file.erase(PositionSystemTest::generated_kml_file.length() - 3, 3) + "txt";
position_test_file.open(output_filename.c_str());
if (position_test_file.is_open())
{
position_test_file << stm.str();
position_test_file.close();
}
// Sanity Check
double precision_SEP = 0.51 * (sigma_E_2_precision + sigma_N_2_precision + sigma_U_2_precision);
ASSERT_LT(precision_SEP, 1.0);
if (FLAGS_plot_position_test == true)
{
print_results(R_eb_enu);
}
}
else
{
//dynamic position
spirent_motion_csv_dump_reader ref_reader;
ref_reader.open_obs_file(FLAGS_ref_motion_filename);
int64_t n_epochs = ref_reader.num_epochs();
ref_R_eb_e = arma::zeros(3, n_epochs);
ref_V_eb_e = arma::zeros(3, n_epochs);
ref_LLH = arma::zeros(3, n_epochs);
ref_time_s = arma::zeros(n_epochs, 1);
int64_t current_epoch = 0;
while (ref_reader.read_csv_obs())
{
ref_time_s(current_epoch) = ref_reader.TOW_ms / 1000.0;
ref_R_eb_e(0, current_epoch) = ref_reader.Pos_X;
ref_R_eb_e(1, current_epoch) = ref_reader.Pos_Y;
ref_R_eb_e(2, current_epoch) = ref_reader.Pos_Z;
ref_V_eb_e(0, current_epoch) = ref_reader.Vel_X;
ref_V_eb_e(1, current_epoch) = ref_reader.Vel_Y;
ref_V_eb_e(2, current_epoch) = ref_reader.Vel_Z;
ref_LLH(0, current_epoch) = ref_reader.Lat;
ref_LLH(1, current_epoch) = ref_reader.Long;
ref_LLH(2, current_epoch) = ref_reader.Height;
current_epoch++;
}
//interpolation of reference data to receiver epochs timestamps
arma::mat ref_interp_R_eb_e = arma::zeros(3, R_eb_e.n_cols);
arma::mat ref_interp_V_eb_e = arma::zeros(3, V_eb_e.n_cols);
arma::mat ref_interp_LLH = arma::zeros(3, LLH.n_cols);
arma::vec tmp_vector;
for (int n = 0; n < 3; n++)
{
arma::interp1(ref_time_s, ref_R_eb_e.row(n), receiver_time_s, tmp_vector);
ref_interp_R_eb_e.row(n) = tmp_vector.t();
arma::interp1(ref_time_s, ref_V_eb_e.row(n), receiver_time_s, tmp_vector);
ref_interp_V_eb_e.row(n) = tmp_vector.t();
arma::interp1(ref_time_s, ref_LLH.row(n), receiver_time_s, tmp_vector);
ref_interp_LLH.row(n) = tmp_vector.t();
}
//compute error vectors
arma::mat error_R_eb_e = arma::zeros(3, R_eb_e.n_cols);
arma::mat error_V_eb_e = arma::zeros(3, V_eb_e.n_cols);
arma::mat error_LLH = arma::zeros(3, LLH.n_cols);
error_R_eb_e = R_eb_e - ref_interp_R_eb_e;
error_V_eb_e = V_eb_e - ref_interp_V_eb_e;
error_LLH = LLH - ref_interp_LLH;
arma::vec error_module_R_eb_e = arma::zeros(R_eb_e.n_cols, 1);
arma::vec error_module_V_eb_e = arma::zeros(V_eb_e.n_cols, 1);
for (uint64_t n = 0; n < R_eb_e.n_cols; n++)
{
error_module_R_eb_e(n) = arma::norm(error_R_eb_e.col(n));
error_module_V_eb_e(n) = arma::norm(error_V_eb_e.col(n));
}
//Error statistics
arma::vec tmp_vec;
//RMSE, Mean, Variance and peaks
tmp_vec = arma::square(error_module_R_eb_e);
double rmse_R_eb_e = sqrt(arma::mean(tmp_vec));
double error_mean_R_eb_e = arma::mean(error_module_R_eb_e);
double error_var_R_eb_e = arma::var(error_module_R_eb_e);
double max_error_R_eb_e = arma::max(error_module_R_eb_e);
double min_error_R_eb_e = arma::min(error_module_R_eb_e);
tmp_vec = arma::square(error_module_V_eb_e);
double rmse_V_eb_e = sqrt(arma::mean(tmp_vec));
double error_mean_V_eb_e = arma::mean(error_module_V_eb_e);
double error_var_V_eb_e = arma::var(error_module_V_eb_e);
double max_error_V_eb_e = arma::max(error_module_V_eb_e);
double min_error_V_eb_e = arma::min(error_module_V_eb_e);
//report
std::cout << "----- Position and Velocity 3D ECEF error statistics -----" << std::endl;
if (!FLAGS_config_file_ptest.empty())
{
std::cout << "---- Configuration file: " << FLAGS_config_file_ptest << std::endl;
}
std::streamsize ss = std::cout.precision();
std::cout << std::setprecision(10) << "---- 3D ECEF Position RMSE = "
<< rmse_R_eb_e << ", mean = " << error_mean_R_eb_e
<< ", stdev = " << sqrt(error_var_R_eb_e)
<< " (max,min) = " << max_error_R_eb_e
<< "," << min_error_R_eb_e
<< " [m]" << std::endl;
std::cout << "---- 3D ECEF Velocity RMSE = "
<< rmse_V_eb_e << ", mean = " << error_mean_V_eb_e
<< ", stdev = " << sqrt(error_var_V_eb_e)
<< " (max,min) = " << max_error_V_eb_e
<< "," << min_error_V_eb_e
<< " [m/s]" << std::endl;
std::cout.precision(ss);
// plots
if (FLAGS_plot_position_test == true)
{
const std::string gnuplot_executable(FLAGS_gnuplot_executable);
if (!gnuplot_executable.empty())
{
Gnuplot g1("points");
if (FLAGS_show_plots)
{
g1.showonscreen(); // window output
}
else
{
g1.disablescreen();
}
g1.set_title("3D ECEF error coordinates");
g1.set_grid();
//conversion between arma::vec and std:vector
arma::rowvec arma_vec_error_x = error_R_eb_e.row(0);
arma::rowvec arma_vec_error_y = error_R_eb_e.row(1);
arma::rowvec arma_vec_error_z = error_R_eb_e.row(2);
std::vector X(arma_vec_error_x.colptr(0), arma_vec_error_x.colptr(0) + arma_vec_error_x.n_rows);
std::vector Y(arma_vec_error_y.colptr(0), arma_vec_error_y.colptr(0) + arma_vec_error_y.n_rows);
std::vector Z(arma_vec_error_z.colptr(0), arma_vec_error_z.colptr(0) + arma_vec_error_z.n_rows);
g1.cmd("set key box opaque");
g1.plot_xyz(X, Y, Z, "ECEF 3D error");
g1.set_legend();
if (FLAGS_config_file_ptest.empty())
{
g1.savetops("ECEF_3d_error");
}
else
{
g1.savetops("ECEF_3d_error_" + config_filename_no_extension);
}
arma::vec time_vector_from_start_s = receiver_time_s - receiver_time_s(0);
Gnuplot g3("linespoints");
if (FLAGS_show_plots)
{
g3.showonscreen(); // window output
}
else
{
g3.disablescreen();
}
g3.set_title("3D Position estimation error module [m]");
g3.set_grid();
g3.set_xlabel("Receiver epoch time from first valid PVT [s]");
g3.set_ylabel("3D Position error [m]");
//conversion between arma::vec and std:vector
std::vector error_vec(error_module_R_eb_e.colptr(0), error_module_R_eb_e.colptr(0) + error_module_R_eb_e.n_rows);
g3.cmd("set key box opaque");
g3.plot_xy(time_vector_from_start_s, error_vec, "Position 3D error");
double mean3d = std::accumulate(error_vec.begin(), error_vec.end(), 0.0) / error_vec.size();
std::vector error_mean(error_module_R_eb_e.n_rows, mean3d);
g3.set_style("lines");
g3.plot_xy(time_vector_from_start_s, error_mean, "Mean");
g3.set_legend();
if (FLAGS_config_file_ptest.empty())
{
g3.savetops("Position_3d_error");
}
else
{
g3.savetops("Position_3d_error_" + config_filename_no_extension);
}
Gnuplot g4("linespoints");
if (FLAGS_show_plots)
{
g4.showonscreen(); // window output
}
else
{
g4.disablescreen();
}
g4.set_title("3D Velocity estimation error module [m/s]");
g4.set_grid();
g4.set_xlabel("Receiver epoch time from first valid PVT [s]");
g4.set_ylabel("3D Velocity error [m/s]");
//conversion between arma::vec and std:vector
std::vector error_vec2(error_module_V_eb_e.colptr(0), error_module_V_eb_e.colptr(0) + error_module_V_eb_e.n_rows);
g4.cmd("set key box opaque");
g4.plot_xy(time_vector_from_start_s, error_vec2, "Velocity 3D error");
double mean3dv = std::accumulate(error_vec2.begin(), error_vec2.end(), 0.0) / error_vec2.size();
std::vector error_mean_v(error_module_V_eb_e.n_rows, mean3dv);
g4.set_style("lines");
g4.plot_xy(time_vector_from_start_s, error_mean_v, "Mean");
g4.set_legend();
if (FLAGS_config_file_ptest.empty())
{
g4.savetops("Velocity_3d_error");
}
else
{
g4.savetops("Velocity_3d_error_" + config_filename_no_extension);
}
}
}
}
}
void PositionSystemTest::print_results(arma::mat R_eb_enu)
{
const std::string gnuplot_executable(FLAGS_gnuplot_executable);
if (gnuplot_executable.empty())
{
std::cout << "WARNING: Although the flag plot_position_test has been set to TRUE," << std::endl;
std::cout << "gnuplot has not been found in your system." << std::endl;
std::cout << "Test results will not be plotted." << std::endl;
}
else
{
double sigma_E_2_precision = arma::var(R_eb_enu.row(0));
double sigma_N_2_precision = arma::var(R_eb_enu.row(1));
double sigma_U_2_precision = arma::var(R_eb_enu.row(2));
double mean_east = arma::mean(R_eb_enu.row(0));
double mean_north = arma::mean(R_eb_enu.row(1));
double mean_up = arma::mean(R_eb_enu.row(2));
double it_max_east = arma::max(R_eb_enu.row(0) - mean_east);
double it_min_east = arma::min(R_eb_enu.row(0) - mean_east);
double it_max_north = arma::max(R_eb_enu.row(1) - mean_north);
double it_min_north = arma::min(R_eb_enu.row(1) - mean_north);
double it_max_up = arma::max(R_eb_enu.row(2) - mean_up);
double it_min_up = arma::min(R_eb_enu.row(2) - mean_up);
double east_range = std::max(it_max_east, std::abs(it_min_east));
double north_range = std::max(it_max_north, std::abs(it_min_north));
double up_range = std::max(it_max_up, std::abs(it_min_up));
double range = std::max(east_range, north_range) * 1.1;
double range_3d = std::max(std::max(east_range, north_range), up_range) * 1.1;
double two_drms = 2 * sqrt(sigma_E_2_precision + sigma_N_2_precision);
double ninty_sas = 0.833 * (sigma_E_2_precision + sigma_N_2_precision + sigma_U_2_precision);
arma::rowvec arma_east = R_eb_enu.row(0) - mean_east;
arma::rowvec arma_north = R_eb_enu.row(1) - mean_north;
arma::rowvec arma_up = R_eb_enu.row(2) - mean_up;
std::vector east(arma_east.colptr(0), arma_east.row(0).colptr(0) + arma_east.row(0).n_cols);
std::vector north(arma_north.colptr(0), arma_north.colptr(0) + arma_north.n_cols);
std::vector up(arma_up.colptr(0), arma_up.colptr(0) + arma_up.n_cols);
try
{
boost::filesystem::path p(gnuplot_executable);
boost::filesystem::path dir = p.parent_path();
std::string gnuplot_path = dir.native();
Gnuplot::set_GNUPlotPath(gnuplot_path);
Gnuplot g1("points");
if (FLAGS_show_plots)
{
g1.showonscreen(); // window output
}
else
{
g1.disablescreen();
}
g1.set_title("2D precision");
g1.set_xlabel("East [m]");
g1.set_ylabel("North [m]");
g1.cmd("set size ratio -1");
g1.cmd("set xrange [-" + std::to_string(range) + ":" + std::to_string(range) + "]");
g1.cmd("set yrange [-" + std::to_string(range) + ":" + std::to_string(range) + "]");
g1.plot_xy(east, north, "2D Position Fixes");
g1.set_style("lines").plot_circle(mean_east, mean_north, two_drms, "2DRMS");
g1.set_style("lines").plot_circle(mean_east, mean_north, two_drms / 2.0, "DRMS");
g1.cmd("set grid front");
g1.cmd("replot");
if (FLAGS_config_file_ptest.empty())
{
g1.savetops("Position_test_2D");
g1.savetopdf("Position_test_2D", 18);
}
else
{
g1.savetops("Position_test_2D_" + config_filename_no_extension);
g1.savetopdf("Position_test_2D_" + config_filename_no_extension, 18);
}
Gnuplot g2("points");
if (FLAGS_show_plots)
{
g2.showonscreen(); // window output
}
else
{
g2.disablescreen();
}
g2.set_title("3D precision");
g2.set_xlabel("East [m]");
g2.set_ylabel("North [m]");
g2.set_zlabel("Up [m]");
g2.cmd("set size ratio -1");
g2.cmd("set xrange [-" + std::to_string(range_3d) + ":" + std::to_string(range_3d) + "]");
g2.cmd("set yrange [-" + std::to_string(range_3d) + ":" + std::to_string(range_3d) + "]");
g2.cmd("set zrange [-" + std::to_string(range_3d) + ":" + std::to_string(range_3d) + "]");
g2.cmd("set view equal xyz");
g2.cmd("set ticslevel 0");
g2.cmd("set style fill transparent solid 0.30 border\n set parametric\n set urange [0:2.0*pi]\n set vrange [-pi/2:pi/2]\n r = " +
std::to_string(ninty_sas) +
"\n fx(v,u) = r*cos(v)*cos(u)\n fy(v,u) = r*cos(v)*sin(u)\n fz(v) = r*sin(v) \n splot fx(v,u),fy(v,u),fz(v) title \"90\%-SAS\" lt rgb \"gray\"\n");
g2.plot_xyz(east, north, up, "3D Position Fixes");
if (FLAGS_config_file_ptest.empty())
{
g2.savetops("Position_test_3D");
g2.savetopdf("Position_test_3D");
}
else
{
g2.savetops("Position_test_3D_" + config_filename_no_extension);
g2.savetopdf("Position_test_3D_" + config_filename_no_extension);
}
}
catch (const GnuplotException& ge)
{
std::cout << ge.what() << std::endl;
}
}
}
TEST_F(PositionSystemTest, Position_system_test)
{
if (FLAGS_config_file_ptest.empty())
{
// Configure the signal generator
configure_generator();
// Generate signal raw signal samples and observations RINEX file
if (!FLAGS_disable_generator)
{
generate_signal();
}
}
else
{
config_filename_no_extension = FLAGS_config_file_ptest.substr(FLAGS_config_file_ptest.find_last_of("/\\") + 1);
config_filename_no_extension = config_filename_no_extension.erase(config_filename_no_extension.length() - 5);
}
// Configure receiver
configure_receiver();
// Run the receiver
EXPECT_EQ(run_receiver(), 0) << "Problem executing GNSS-SDR";
// Check results
check_results();
}
int main(int argc, char** argv)
{
std::cout << "Running Position precision test..." << std::endl;
int res = 0;
try
{
testing::InitGoogleTest(&argc, argv);
}
catch (...)
{
} // catch the "testing::internal::::ClassUniqueToAlwaysTrue" from gtest
google::ParseCommandLineFlags(&argc, &argv, true);
google::InitGoogleLogging(argv[0]);
// Run the Tests
try
{
res = RUN_ALL_TESTS();
}
catch (...)
{
LOG(WARNING) << "Unexpected catch";
}
google::ShutDownCommandLineFlags();
return res;
}