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https://github.com/gnss-sdr/gnss-sdr
synced 2024-12-15 20:50:33 +00:00
Improving position test for dynamic scenarios
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parent
b4db4013eb
commit
e282b075f4
@ -55,11 +55,11 @@ bool rtklib_solver_dump_reader::read_binary_obs()
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// std::cout << "qr" << qr[n] << std::endl;
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// }
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d_dump_file.read(reinterpret_cast<char *>(&latitude), sizeof(latitude));
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std::cout << "latitude: " << latitude << std::endl;
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//std::cout << "latitude: " << latitude << std::endl;
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d_dump_file.read(reinterpret_cast<char *>(&longitude), sizeof(longitude));
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std::cout << "longitude: " << longitude << std::endl;
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//std::cout << "longitude: " << longitude << std::endl;
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d_dump_file.read(reinterpret_cast<char *>(&height), sizeof(height));
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std::cout << "height: " << height << std::endl;
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//std::cout << "height: " << height << std::endl;
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d_dump_file.read(reinterpret_cast<char *>(&ns), sizeof(ns));
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// std::cout << "ns: " << (int)ns << std::endl;
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d_dump_file.read(reinterpret_cast<char *>(&status), sizeof(status));
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@ -103,22 +103,20 @@ bool rtklib_solver_dump_reader::restart()
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int64_t rtklib_solver_dump_reader::num_epochs()
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{
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// std::ifstream::pos_type size;
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// int number_of_double_vars = 1;
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// int number_of_float_vars = 17;
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// int epoch_size_bytes = sizeof(uint64_t) + sizeof(double) * number_of_double_vars +
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// sizeof(float) * number_of_float_vars + sizeof(unsigned int);
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// std::ifstream tmpfile(d_dump_filename.c_str(), std::ios::binary | std::ios::ate);
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// if (tmpfile.is_open())
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// {
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// size = tmpfile.tellg();
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// int64_t nepoch = size / epoch_size_bytes;
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// return nepoch;
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// }
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// else
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// {
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std::ifstream::pos_type size;
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int epoch_size_bytes = sizeof(TOW_at_current_symbol_ms) + sizeof(week) + sizeof(RX_time) + sizeof(clk_offset_s) + sizeof(rr) + sizeof(qr) + sizeof(latitude) + sizeof(longitude) + sizeof(height) + sizeof(ns) + sizeof(status) + sizeof(type) + sizeof(AR_ratio) + sizeof(AR_thres) + sizeof(dop);
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std::ifstream tmpfile(d_dump_filename.c_str(), std::ios::binary | std::ios::ate);
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if (tmpfile.is_open())
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{
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size = tmpfile.tellg();
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int64_t nepoch = size / epoch_size_bytes;
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return nepoch;
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}
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else
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{
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return 0;
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// }
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}
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}
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@ -54,6 +54,7 @@ bool spirent_motion_csv_dump_reader::read_csv_obs()
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vec.push_back(0.0);
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}
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}
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parse_vector(vec);
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}
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}
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catch (const std::ifstream::failure &e)
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@ -137,11 +138,13 @@ int64_t spirent_motion_csv_dump_reader::num_epochs()
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{
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int64_t nepoch = 0;
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std::string line;
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std::ifstream tmpfile(d_dump_filename.c_str(), std::ios::binary | std::ios::ate);
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std::ifstream tmpfile(d_dump_filename.c_str());
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if (tmpfile.is_open())
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{
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while (std::getline(tmpfile, line))
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{
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++nepoch;
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}
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return nepoch - header_lines;
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}
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else
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@ -462,6 +462,16 @@ void StaticPositionSystemTest::check_results()
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std::vector<double> pos_n;
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std::vector<double> pos_u;
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arma::mat R_eb_e; //ECEF position (x,y,z) estimation in the Earth frame (Nx3)
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arma::mat V_eb_e; //ECEF velocity (x,y,z) estimation in the Earth frame (Nx3)
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arma::mat LLH; //Geodetic coordinates (latitude, longitude, height) estimation in WGS84 datum
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arma::vec receiver_time_s;
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arma::mat ref_R_eb_e; //ECEF position (x,y,z) reference in the Earth frame (Nx3)
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arma::mat ref_V_eb_e; //ECEF velocity (x,y,z) reference in the Earth frame (Nx3)
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arma::mat ref_LLH; //Geodetic coordinates (latitude, longitude, height) reference in WGS84 datum
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arma::vec ref_time_s;
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std::istringstream iss2(FLAGS_static_position);
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std::string str_aux;
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std::getline(iss2, str_aux, ',');
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@ -538,6 +548,12 @@ void StaticPositionSystemTest::check_results()
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//use complete binary dump from pvt solver
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rtklib_solver_dump_reader pvt_reader;
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pvt_reader.open_obs_file(FLAGS_pvt_solver_dump_filename);
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int64_t n_epochs = pvt_reader.num_epochs();
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R_eb_e = arma::zeros(n_epochs, 3);
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V_eb_e = arma::zeros(n_epochs, 3);
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LLH = arma::zeros(n_epochs, 3);
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receiver_time_s = arma::zeros(n_epochs, 1);
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int64_t current_epoch = 0;
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while (pvt_reader.read_binary_obs())
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{
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double north, east, up;
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@ -548,7 +564,27 @@ void StaticPositionSystemTest::check_results()
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pos_n.push_back(north);
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pos_u.push_back(up);
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// getchar();
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// receiver_time_s(current_epoch) = static_cast<double>(pvt_reader.TOW_at_current_symbol_ms) / 1000.0;
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receiver_time_s(current_epoch) = pvt_reader.RX_time - pvt_reader.clk_offset_s;
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R_eb_e(current_epoch, 0) = pvt_reader.rr[0];
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R_eb_e(current_epoch, 1) = pvt_reader.rr[1];
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R_eb_e(current_epoch, 2) = pvt_reader.rr[2];
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V_eb_e(current_epoch, 0) = pvt_reader.rr[3];
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V_eb_e(current_epoch, 1) = pvt_reader.rr[4];
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V_eb_e(current_epoch, 2) = pvt_reader.rr[5];
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LLH(current_epoch, 0) = pvt_reader.latitude;
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LLH(current_epoch, 1) = pvt_reader.longitude;
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LLH(current_epoch, 2) = pvt_reader.height;
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//debug check
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// std::cout << "t1: " << pvt_reader.RX_time << std::endl;
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// std::cout << "t2: " << pvt_reader.TOW_at_current_symbol_ms << std::endl;
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// std::cout << "offset: " << pvt_reader.clk_offset_s << std::endl;
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// getchar();
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current_epoch++;
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}
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ASSERT_FALSE(current_epoch == 0) << "PVT dump is empty";
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}
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// compute results
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@ -618,6 +654,158 @@ void StaticPositionSystemTest::check_results()
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else
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{
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//dynamic position
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spirent_motion_csv_dump_reader ref_reader;
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ref_reader.open_obs_file(FLAGS_ref_motion_filename);
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int64_t n_epochs = ref_reader.num_epochs();
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ref_R_eb_e = arma::zeros(n_epochs, 3);
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ref_V_eb_e = arma::zeros(n_epochs, 3);
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ref_LLH = arma::zeros(n_epochs, 3);
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ref_time_s = arma::zeros(n_epochs, 1);
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int64_t current_epoch = 0;
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while (ref_reader.read_csv_obs())
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{
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ref_time_s(current_epoch) = ref_reader.TOW_ms / 1000.0;
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ref_R_eb_e(current_epoch, 0) = ref_reader.Pos_X;
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ref_R_eb_e(current_epoch, 1) = ref_reader.Pos_Y;
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ref_R_eb_e(current_epoch, 2) = ref_reader.Pos_Z;
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ref_V_eb_e(current_epoch, 0) = ref_reader.Vel_X;
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ref_V_eb_e(current_epoch, 1) = ref_reader.Vel_Y;
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ref_V_eb_e(current_epoch, 2) = ref_reader.Vel_Z;
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ref_LLH(current_epoch, 0) = ref_reader.Lat;
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ref_LLH(current_epoch, 1) = ref_reader.Long;
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ref_LLH(current_epoch, 2) = ref_reader.Height;
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current_epoch++;
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}
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//interpolation of reference data to receiver epochs timestamps
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arma::mat ref_interp_R_eb_e = arma::zeros(R_eb_e.n_rows, 3);
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arma::mat ref_interp_V_eb_e = arma::zeros(V_eb_e.n_rows, 3);
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arma::mat ref_interp_LLH = arma::zeros(LLH.n_rows, 3);
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arma::vec tmp_vector;
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for (int n = 0; n < 3; n++)
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{
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arma::interp1(ref_time_s, ref_R_eb_e.col(n), receiver_time_s, tmp_vector);
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ref_interp_R_eb_e.col(n) = tmp_vector;
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arma::interp1(ref_time_s, ref_V_eb_e.col(n), receiver_time_s, tmp_vector);
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ref_interp_V_eb_e.col(n) = tmp_vector;
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arma::interp1(ref_time_s, ref_LLH.col(n), receiver_time_s, tmp_vector);
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ref_interp_LLH.col(n) = tmp_vector;
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}
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//compute error vectors
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arma::mat error_R_eb_e = arma::zeros(R_eb_e.n_rows, 3);
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arma::mat error_V_eb_e = arma::zeros(V_eb_e.n_rows, 3);
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arma::mat error_LLH = arma::zeros(LLH.n_rows, 3);
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error_R_eb_e = R_eb_e - ref_interp_R_eb_e;
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error_V_eb_e = V_eb_e - ref_interp_V_eb_e;
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error_LLH = LLH - ref_interp_LLH;
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arma::vec error_module_R_eb_e = arma::zeros(R_eb_e.n_rows, 1);
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arma::vec error_module_V_eb_e = arma::zeros(V_eb_e.n_rows, 1);
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for (uint64_t n = 0; n < R_eb_e.n_rows; n++)
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{
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error_module_R_eb_e(n) = arma::norm(error_R_eb_e.row(n));
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error_module_V_eb_e(n) = arma::norm(error_V_eb_e.row(n));
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}
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//Error statistics
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arma::vec tmp_vec;
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//RMSE, Mean, Variance and peaks
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tmp_vec = arma::square(error_module_R_eb_e);
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double rmse_R_eb_e = sqrt(arma::mean(tmp_vec));
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double error_mean_R_eb_e = arma::mean(error_module_R_eb_e);
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double error_var_R_eb_e = arma::var(error_module_R_eb_e);
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double max_error_R_eb_e = arma::max(error_module_R_eb_e);
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double min_error_R_eb_e = arma::min(error_module_R_eb_e);
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tmp_vec = arma::square(error_module_V_eb_e);
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double rmse_V_eb_e = sqrt(arma::mean(tmp_vec));
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double error_mean_V_eb_e = arma::mean(error_module_V_eb_e);
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double error_var_V_eb_e = arma::var(error_module_V_eb_e);
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double max_error_V_eb_e = arma::max(error_module_V_eb_e);
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double min_error_V_eb_e = arma::min(error_module_V_eb_e);
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//report
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std::cout << "----- Position and Velocity 3D ECEF error statistics -----" << std::endl;
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std::streamsize ss = std::cout.precision();
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std::cout << std::setprecision(10) << "---- 3D ECEF Position RMSE = "
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<< rmse_R_eb_e << ", mean = " << error_mean_R_eb_e
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<< ", stdev = " << sqrt(error_var_R_eb_e)
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<< " (max,min) = " << max_error_R_eb_e
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<< "," << min_error_R_eb_e
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<< " [m]" << std::endl;
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std::cout << "---- 3D ECEF Velocity RMSE = "
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<< rmse_V_eb_e << ", mean = " << error_mean_V_eb_e
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<< ", stdev = " << sqrt(error_var_V_eb_e)
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<< " (max,min) = " << max_error_V_eb_e
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<< "," << min_error_V_eb_e
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<< " [m/s]" << std::endl;
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std::cout.precision(ss);
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//plots
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Gnuplot g1("points");
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if (FLAGS_show_plots)
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{
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g1.showonscreen(); // window output
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}
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else
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{
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g1.disablescreen();
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}
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g1.set_title("3D ECEF error coordinates");
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g1.set_grid();
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//conversion between arma::vec and std:vector
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std::vector<double> X(error_R_eb_e.colptr(0), error_R_eb_e.colptr(0) + error_R_eb_e.n_rows);
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std::vector<double> Y(error_R_eb_e.colptr(1), error_R_eb_e.colptr(1) + error_R_eb_e.n_rows);
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std::vector<double> Z(error_R_eb_e.colptr(2), error_R_eb_e.colptr(2) + error_R_eb_e.n_rows);
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g1.cmd("set key box opaque");
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g1.plot_xyz(X, Y, Z, "ECEF_3d_error");
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g1.set_legend();
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g1.savetops("ECEF_3d_error");
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arma::vec time_vector_from_start_s = receiver_time_s - receiver_time_s(0);
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Gnuplot g3("linespoints");
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if (FLAGS_show_plots)
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{
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g3.showonscreen(); // window output
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}
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else
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{
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g3.disablescreen();
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}
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g3.set_title("3D Position estimation error module [m]");
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g3.set_grid();
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g3.set_xlabel("Receiver epoch time from first valid PVT [s]");
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g3.set_ylabel("3D Position error [m]");
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//conversion between arma::vec and std:vector
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std::vector<double> error_vec(error_module_R_eb_e.colptr(0), error_module_R_eb_e.colptr(0) + error_module_R_eb_e.n_rows);
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g3.cmd("set key box opaque");
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g3.plot_xy(time_vector_from_start_s, error_vec,
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"Position_3d_error");
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g3.set_legend();
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g3.savetops("Position_3d_error");
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Gnuplot g4("linespoints");
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if (FLAGS_show_plots)
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{
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g4.showonscreen(); // window output
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}
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else
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{
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g4.disablescreen();
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}
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g4.set_title("3D Velocity estimation error module [m/s]");
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g4.set_grid();
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g4.set_xlabel("Receiver epoch time from first valid PVT [s]");
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g4.set_ylabel("3D Velocity error [m/s]");
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//conversion between arma::vec and std:vector
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std::vector<double> error_vec2(error_module_V_eb_e.colptr(0), error_module_V_eb_e.colptr(0) + error_module_V_eb_e.n_rows);
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g4.cmd("set key box opaque");
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g4.plot_xy(time_vector_from_start_s, error_vec2,
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"Velocity_3d_error");
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g4.set_legend();
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g4.savetops("Velocity_3d_error");
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}
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}
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