#include "gnss.h" namespace { #define DIM 11 #define EDIM 11 #define MEDIM 11 typedef void (*Hfun)(double *, double *, double *); const static double MAHA_THRESH_6 = 3.8414588206941227; const static double MAHA_THRESH_20 = 3.8414588206941227; const static double MAHA_THRESH_7 = 3.8414588206941227; const static double MAHA_THRESH_21 = 3.8414588206941227; /****************************************************************************** * Code generated with sympy 1.9 * * * * See http://www.sympy.org/ for more information. * * * * This file is part of 'ekf' * ******************************************************************************/ void err_fun(double *nom_x, double *delta_x, double *out_3985733553669045281) { out_3985733553669045281[0] = delta_x[0] + nom_x[0]; out_3985733553669045281[1] = delta_x[1] + nom_x[1]; out_3985733553669045281[2] = delta_x[2] + nom_x[2]; out_3985733553669045281[3] = delta_x[3] + nom_x[3]; out_3985733553669045281[4] = delta_x[4] + nom_x[4]; out_3985733553669045281[5] = delta_x[5] + nom_x[5]; out_3985733553669045281[6] = delta_x[6] + nom_x[6]; out_3985733553669045281[7] = delta_x[7] + nom_x[7]; out_3985733553669045281[8] = delta_x[8] + nom_x[8]; out_3985733553669045281[9] = delta_x[9] + nom_x[9]; out_3985733553669045281[10] = delta_x[10] + nom_x[10]; } void inv_err_fun(double *nom_x, double *true_x, double *out_668705734016375974) { out_668705734016375974[0] = -nom_x[0] + true_x[0]; out_668705734016375974[1] = -nom_x[1] + true_x[1]; out_668705734016375974[2] = -nom_x[2] + true_x[2]; out_668705734016375974[3] = -nom_x[3] + true_x[3]; out_668705734016375974[4] = -nom_x[4] + true_x[4]; out_668705734016375974[5] = -nom_x[5] + true_x[5]; out_668705734016375974[6] = -nom_x[6] + true_x[6]; out_668705734016375974[7] = -nom_x[7] + true_x[7]; out_668705734016375974[8] = -nom_x[8] + true_x[8]; out_668705734016375974[9] = -nom_x[9] + true_x[9]; out_668705734016375974[10] = -nom_x[10] + true_x[10]; } void H_mod_fun(double *state, double *out_1646191520139698591) { out_1646191520139698591[0] = 1.0; out_1646191520139698591[1] = 0; out_1646191520139698591[2] = 0; out_1646191520139698591[3] = 0; out_1646191520139698591[4] = 0; out_1646191520139698591[5] = 0; out_1646191520139698591[6] = 0; out_1646191520139698591[7] = 0; out_1646191520139698591[8] = 0; out_1646191520139698591[9] = 0; out_1646191520139698591[10] = 0; out_1646191520139698591[11] = 0; out_1646191520139698591[12] = 1.0; out_1646191520139698591[13] = 0; out_1646191520139698591[14] = 0; out_1646191520139698591[15] = 0; out_1646191520139698591[16] = 0; out_1646191520139698591[17] = 0; out_1646191520139698591[18] = 0; out_1646191520139698591[19] = 0; out_1646191520139698591[20] = 0; out_1646191520139698591[21] = 0; out_1646191520139698591[22] = 0; out_1646191520139698591[23] = 0; out_1646191520139698591[24] = 1.0; out_1646191520139698591[25] = 0; out_1646191520139698591[26] = 0; out_1646191520139698591[27] = 0; out_1646191520139698591[28] = 0; out_1646191520139698591[29] = 0; out_1646191520139698591[30] = 0; out_1646191520139698591[31] = 0; out_1646191520139698591[32] = 0; out_1646191520139698591[33] = 0; out_1646191520139698591[34] = 0; out_1646191520139698591[35] = 0; out_1646191520139698591[36] = 1.0; out_1646191520139698591[37] = 0; out_1646191520139698591[38] = 0; out_1646191520139698591[39] = 0; out_1646191520139698591[40] = 0; out_1646191520139698591[41] = 0; out_1646191520139698591[42] = 0; out_1646191520139698591[43] = 0; out_1646191520139698591[44] = 0; out_1646191520139698591[45] = 0; out_1646191520139698591[46] = 0; out_1646191520139698591[47] = 0; out_1646191520139698591[48] = 1.0; out_1646191520139698591[49] = 0; out_1646191520139698591[50] = 0; out_1646191520139698591[51] = 0; out_1646191520139698591[52] = 0; out_1646191520139698591[53] = 0; out_1646191520139698591[54] = 0; out_1646191520139698591[55] = 0; out_1646191520139698591[56] = 0; out_1646191520139698591[57] = 0; out_1646191520139698591[58] = 0; out_1646191520139698591[59] = 0; out_1646191520139698591[60] = 1.0; out_1646191520139698591[61] = 0; out_1646191520139698591[62] = 0; out_1646191520139698591[63] = 0; out_1646191520139698591[64] = 0; out_1646191520139698591[65] = 0; out_1646191520139698591[66] = 0; out_1646191520139698591[67] = 0; out_1646191520139698591[68] = 0; out_1646191520139698591[69] = 0; out_1646191520139698591[70] = 0; out_1646191520139698591[71] = 0; out_1646191520139698591[72] = 1.0; out_1646191520139698591[73] = 0; out_1646191520139698591[74] = 0; out_1646191520139698591[75] = 0; out_1646191520139698591[76] = 0; out_1646191520139698591[77] = 0; out_1646191520139698591[78] = 0; out_1646191520139698591[79] = 0; out_1646191520139698591[80] = 0; out_1646191520139698591[81] = 0; out_1646191520139698591[82] = 0; out_1646191520139698591[83] = 0; out_1646191520139698591[84] = 1.0; out_1646191520139698591[85] = 0; out_1646191520139698591[86] = 0; out_1646191520139698591[87] = 0; out_1646191520139698591[88] = 0; out_1646191520139698591[89] = 0; out_1646191520139698591[90] = 0; out_1646191520139698591[91] = 0; out_1646191520139698591[92] = 0; out_1646191520139698591[93] = 0; out_1646191520139698591[94] = 0; out_1646191520139698591[95] = 0; out_1646191520139698591[96] = 1.0; out_1646191520139698591[97] = 0; out_1646191520139698591[98] = 0; out_1646191520139698591[99] = 0; out_1646191520139698591[100] = 0; out_1646191520139698591[101] = 0; out_1646191520139698591[102] = 0; out_1646191520139698591[103] = 0; out_1646191520139698591[104] = 0; out_1646191520139698591[105] = 0; out_1646191520139698591[106] = 0; out_1646191520139698591[107] = 0; out_1646191520139698591[108] = 1.0; out_1646191520139698591[109] = 0; out_1646191520139698591[110] = 0; out_1646191520139698591[111] = 0; out_1646191520139698591[112] = 0; out_1646191520139698591[113] = 0; out_1646191520139698591[114] = 0; out_1646191520139698591[115] = 0; out_1646191520139698591[116] = 0; out_1646191520139698591[117] = 0; out_1646191520139698591[118] = 0; out_1646191520139698591[119] = 0; out_1646191520139698591[120] = 1.0; } void f_fun(double *state, double dt, double *out_8136264243716214718) { out_8136264243716214718[0] = dt*state[3] + state[0]; out_8136264243716214718[1] = dt*state[4] + state[1]; out_8136264243716214718[2] = dt*state[5] + state[2]; out_8136264243716214718[3] = state[3]; out_8136264243716214718[4] = state[4]; out_8136264243716214718[5] = state[5]; out_8136264243716214718[6] = dt*state[7] + state[6]; out_8136264243716214718[7] = dt*state[8] + state[7]; out_8136264243716214718[8] = state[8]; out_8136264243716214718[9] = state[9]; out_8136264243716214718[10] = state[10]; } void F_fun(double *state, double dt, double *out_4236213521667949352) { out_4236213521667949352[0] = 1; out_4236213521667949352[1] = 0; out_4236213521667949352[2] = 0; out_4236213521667949352[3] = dt; out_4236213521667949352[4] = 0; out_4236213521667949352[5] = 0; out_4236213521667949352[6] = 0; out_4236213521667949352[7] = 0; out_4236213521667949352[8] = 0; out_4236213521667949352[9] = 0; out_4236213521667949352[10] = 0; out_4236213521667949352[11] = 0; out_4236213521667949352[12] = 1; out_4236213521667949352[13] = 0; out_4236213521667949352[14] = 0; out_4236213521667949352[15] = dt; out_4236213521667949352[16] = 0; out_4236213521667949352[17] = 0; out_4236213521667949352[18] = 0; out_4236213521667949352[19] = 0; out_4236213521667949352[20] = 0; out_4236213521667949352[21] = 0; out_4236213521667949352[22] = 0; out_4236213521667949352[23] = 0; out_4236213521667949352[24] = 1; out_4236213521667949352[25] = 0; out_4236213521667949352[26] = 0; out_4236213521667949352[27] = dt; out_4236213521667949352[28] = 0; out_4236213521667949352[29] = 0; out_4236213521667949352[30] = 0; out_4236213521667949352[31] = 0; out_4236213521667949352[32] = 0; out_4236213521667949352[33] = 0; out_4236213521667949352[34] = 0; out_4236213521667949352[35] = 0; out_4236213521667949352[36] = 1; out_4236213521667949352[37] = 0; out_4236213521667949352[38] = 0; out_4236213521667949352[39] = 0; out_4236213521667949352[40] = 0; out_4236213521667949352[41] = 0; out_4236213521667949352[42] = 0; out_4236213521667949352[43] = 0; out_4236213521667949352[44] = 0; out_4236213521667949352[45] = 0; out_4236213521667949352[46] = 0; out_4236213521667949352[47] = 0; out_4236213521667949352[48] = 1; out_4236213521667949352[49] = 0; out_4236213521667949352[50] = 0; out_4236213521667949352[51] = 0; out_4236213521667949352[52] = 0; out_4236213521667949352[53] = 0; out_4236213521667949352[54] = 0; out_4236213521667949352[55] = 0; out_4236213521667949352[56] = 0; out_4236213521667949352[57] = 0; out_4236213521667949352[58] = 0; out_4236213521667949352[59] = 0; out_4236213521667949352[60] = 1; out_4236213521667949352[61] = 0; out_4236213521667949352[62] = 0; out_4236213521667949352[63] = 0; out_4236213521667949352[64] = 0; out_4236213521667949352[65] = 0; out_4236213521667949352[66] = 0; out_4236213521667949352[67] = 0; out_4236213521667949352[68] = 0; out_4236213521667949352[69] = 0; out_4236213521667949352[70] = 0; out_4236213521667949352[71] = 0; out_4236213521667949352[72] = 1; out_4236213521667949352[73] = dt; out_4236213521667949352[74] = 0; out_4236213521667949352[75] = 0; out_4236213521667949352[76] = 0; out_4236213521667949352[77] = 0; out_4236213521667949352[78] = 0; out_4236213521667949352[79] = 0; out_4236213521667949352[80] = 0; out_4236213521667949352[81] = 0; out_4236213521667949352[82] = 0; out_4236213521667949352[83] = 0; out_4236213521667949352[84] = 1; out_4236213521667949352[85] = dt; out_4236213521667949352[86] = 0; out_4236213521667949352[87] = 0; out_4236213521667949352[88] = 0; out_4236213521667949352[89] = 0; out_4236213521667949352[90] = 0; out_4236213521667949352[91] = 0; out_4236213521667949352[92] = 0; out_4236213521667949352[93] = 0; out_4236213521667949352[94] = 0; out_4236213521667949352[95] = 0; out_4236213521667949352[96] = 1; out_4236213521667949352[97] = 0; out_4236213521667949352[98] = 0; out_4236213521667949352[99] = 0; out_4236213521667949352[100] = 0; out_4236213521667949352[101] = 0; out_4236213521667949352[102] = 0; out_4236213521667949352[103] = 0; out_4236213521667949352[104] = 0; out_4236213521667949352[105] = 0; out_4236213521667949352[106] = 0; out_4236213521667949352[107] = 0; out_4236213521667949352[108] = 1; out_4236213521667949352[109] = 0; out_4236213521667949352[110] = 0; out_4236213521667949352[111] = 0; out_4236213521667949352[112] = 0; out_4236213521667949352[113] = 0; out_4236213521667949352[114] = 0; out_4236213521667949352[115] = 0; out_4236213521667949352[116] = 0; out_4236213521667949352[117] = 0; out_4236213521667949352[118] = 0; out_4236213521667949352[119] = 0; out_4236213521667949352[120] = 1; } void h_6(double *state, double *sat_pos, double *out_8352111296884602789) { out_8352111296884602789[0] = sqrt(pow(-sat_pos[0] + state[0], 2) + pow(-sat_pos[1] + state[1], 2) + pow(-sat_pos[2] + state[2], 2)) + state[6]; } void H_6(double *state, double *sat_pos, double *out_2202359500111385714) { out_2202359500111385714[0] = (-sat_pos[0] + state[0])/sqrt(pow(-sat_pos[0] + state[0], 2) + pow(-sat_pos[1] + state[1], 2) + pow(-sat_pos[2] + state[2], 2)); out_2202359500111385714[1] = (-sat_pos[1] + state[1])/sqrt(pow(-sat_pos[0] + state[0], 2) + pow(-sat_pos[1] + state[1], 2) + pow(-sat_pos[2] + state[2], 2)); out_2202359500111385714[2] = (-sat_pos[2] + state[2])/sqrt(pow(-sat_pos[0] + state[0], 2) + pow(-sat_pos[1] + state[1], 2) + pow(-sat_pos[2] + state[2], 2)); out_2202359500111385714[3] = 0; out_2202359500111385714[4] = 0; out_2202359500111385714[5] = 0; out_2202359500111385714[6] = 1; out_2202359500111385714[7] = 0; out_2202359500111385714[8] = 0; out_2202359500111385714[9] = 0; out_2202359500111385714[10] = 0; } void h_20(double *state, double *sat_pos, double *out_4887672178428492502) { out_4887672178428492502[0] = sqrt(pow(-sat_pos[0] + state[0], 2) + pow(-sat_pos[1] + state[1], 2) + pow(-sat_pos[2] + state[2], 2)) + sat_pos[3]*state[10] + state[6] + state[9]; } void H_20(double *state, double *sat_pos, double *out_4961949425089895635) { out_4961949425089895635[0] = (-sat_pos[0] + state[0])/sqrt(pow(-sat_pos[0] + state[0], 2) + pow(-sat_pos[1] + state[1], 2) + pow(-sat_pos[2] + state[2], 2)); out_4961949425089895635[1] = (-sat_pos[1] + state[1])/sqrt(pow(-sat_pos[0] + state[0], 2) + pow(-sat_pos[1] + state[1], 2) + pow(-sat_pos[2] + state[2], 2)); out_4961949425089895635[2] = (-sat_pos[2] + state[2])/sqrt(pow(-sat_pos[0] + state[0], 2) + pow(-sat_pos[1] + state[1], 2) + pow(-sat_pos[2] + state[2], 2)); out_4961949425089895635[3] = 0; out_4961949425089895635[4] = 0; out_4961949425089895635[5] = 0; out_4961949425089895635[6] = 1; out_4961949425089895635[7] = 0; out_4961949425089895635[8] = 0; out_4961949425089895635[9] = 1; out_4961949425089895635[10] = sat_pos[3]; } void h_7(double *state, double *sat_pos_vel, double *out_191603051630805475) { out_191603051630805475[0] = (sat_pos_vel[0] - state[0])*(sat_pos_vel[3] - state[3])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)) + (sat_pos_vel[1] - state[1])*(sat_pos_vel[4] - state[4])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)) + (sat_pos_vel[2] - state[2])*(sat_pos_vel[5] - state[5])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)) + state[7]; } void H_7(double *state, double *sat_pos_vel, double *out_7197851591855342328) { out_7197851591855342328[0] = pow(sat_pos_vel[0] - state[0], 2)*(sat_pos_vel[3] - state[3])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + (sat_pos_vel[0] - state[0])*(sat_pos_vel[1] - state[1])*(sat_pos_vel[4] - state[4])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + (sat_pos_vel[0] - state[0])*(sat_pos_vel[2] - state[2])*(sat_pos_vel[5] - state[5])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) - (sat_pos_vel[3] - state[3])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[1] = (sat_pos_vel[0] - state[0])*(sat_pos_vel[1] - state[1])*(sat_pos_vel[3] - state[3])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + pow(sat_pos_vel[1] - state[1], 2)*(sat_pos_vel[4] - state[4])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + (sat_pos_vel[1] - state[1])*(sat_pos_vel[2] - state[2])*(sat_pos_vel[5] - state[5])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) - (sat_pos_vel[4] - state[4])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[2] = (sat_pos_vel[0] - state[0])*(sat_pos_vel[2] - state[2])*(sat_pos_vel[3] - state[3])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + (sat_pos_vel[1] - state[1])*(sat_pos_vel[2] - state[2])*(sat_pos_vel[4] - state[4])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + pow(sat_pos_vel[2] - state[2], 2)*(sat_pos_vel[5] - state[5])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) - (sat_pos_vel[5] - state[5])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[3] = -(sat_pos_vel[0] - state[0])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[4] = -(sat_pos_vel[1] - state[1])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[5] = -(sat_pos_vel[2] - state[2])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[6] = 0; out_7197851591855342328[7] = 1; out_7197851591855342328[8] = 0; out_7197851591855342328[9] = 0; out_7197851591855342328[10] = 0; } void h_21(double *state, double *sat_pos_vel, double *out_191603051630805475) { out_191603051630805475[0] = (sat_pos_vel[0] - state[0])*(sat_pos_vel[3] - state[3])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)) + (sat_pos_vel[1] - state[1])*(sat_pos_vel[4] - state[4])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)) + (sat_pos_vel[2] - state[2])*(sat_pos_vel[5] - state[5])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)) + state[7]; } void H_21(double *state, double *sat_pos_vel, double *out_7197851591855342328) { out_7197851591855342328[0] = pow(sat_pos_vel[0] - state[0], 2)*(sat_pos_vel[3] - state[3])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + (sat_pos_vel[0] - state[0])*(sat_pos_vel[1] - state[1])*(sat_pos_vel[4] - state[4])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + (sat_pos_vel[0] - state[0])*(sat_pos_vel[2] - state[2])*(sat_pos_vel[5] - state[5])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) - (sat_pos_vel[3] - state[3])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[1] = (sat_pos_vel[0] - state[0])*(sat_pos_vel[1] - state[1])*(sat_pos_vel[3] - state[3])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + pow(sat_pos_vel[1] - state[1], 2)*(sat_pos_vel[4] - state[4])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + (sat_pos_vel[1] - state[1])*(sat_pos_vel[2] - state[2])*(sat_pos_vel[5] - state[5])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) - (sat_pos_vel[4] - state[4])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[2] = (sat_pos_vel[0] - state[0])*(sat_pos_vel[2] - state[2])*(sat_pos_vel[3] - state[3])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + (sat_pos_vel[1] - state[1])*(sat_pos_vel[2] - state[2])*(sat_pos_vel[4] - state[4])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) + pow(sat_pos_vel[2] - state[2], 2)*(sat_pos_vel[5] - state[5])/pow(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2), 3.0/2.0) - (sat_pos_vel[5] - state[5])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[3] = -(sat_pos_vel[0] - state[0])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[4] = -(sat_pos_vel[1] - state[1])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[5] = -(sat_pos_vel[2] - state[2])/sqrt(pow(sat_pos_vel[0] - state[0], 2) + pow(sat_pos_vel[1] - state[1], 2) + pow(sat_pos_vel[2] - state[2], 2)); out_7197851591855342328[6] = 0; out_7197851591855342328[7] = 1; out_7197851591855342328[8] = 0; out_7197851591855342328[9] = 0; out_7197851591855342328[10] = 0; } #include #include typedef Eigen::Matrix DDM; typedef Eigen::Matrix EEM; typedef Eigen::Matrix DEM; void predict(double *in_x, double *in_P, double *in_Q, double dt) { typedef Eigen::Matrix RRM; double nx[DIM] = {0}; double in_F[EDIM*EDIM] = {0}; // functions from sympy f_fun(in_x, dt, nx); F_fun(in_x, dt, in_F); EEM F(in_F); EEM P(in_P); EEM Q(in_Q); RRM F_main = F.topLeftCorner(MEDIM, MEDIM); P.topLeftCorner(MEDIM, MEDIM) = (F_main * P.topLeftCorner(MEDIM, MEDIM)) * F_main.transpose(); P.topRightCorner(MEDIM, EDIM - MEDIM) = F_main * P.topRightCorner(MEDIM, EDIM - MEDIM); P.bottomLeftCorner(EDIM - MEDIM, MEDIM) = P.bottomLeftCorner(EDIM - MEDIM, MEDIM) * F_main.transpose(); P = P + dt*Q; // copy out state memcpy(in_x, nx, DIM * sizeof(double)); memcpy(in_P, P.data(), EDIM * EDIM * sizeof(double)); } // note: extra_args dim only correct when null space projecting // otherwise 1 template void update(double *in_x, double *in_P, Hfun h_fun, Hfun H_fun, Hfun Hea_fun, double *in_z, double *in_R, double *in_ea, double MAHA_THRESHOLD) { typedef Eigen::Matrix ZZM; typedef Eigen::Matrix ZDM; typedef Eigen::Matrix XEM; //typedef Eigen::Matrix EZM; typedef Eigen::Matrix X1M; typedef Eigen::Matrix XXM; double in_hx[ZDIM] = {0}; double in_H[ZDIM * DIM] = {0}; double in_H_mod[EDIM * DIM] = {0}; double delta_x[EDIM] = {0}; double x_new[DIM] = {0}; // state x, P Eigen::Matrix z(in_z); EEM P(in_P); ZZM pre_R(in_R); // functions from sympy h_fun(in_x, in_ea, in_hx); H_fun(in_x, in_ea, in_H); ZDM pre_H(in_H); // get y (y = z - hx) Eigen::Matrix pre_y(in_hx); pre_y = z - pre_y; X1M y; XXM H; XXM R; if (Hea_fun){ typedef Eigen::Matrix ZAM; double in_Hea[ZDIM * EADIM] = {0}; Hea_fun(in_x, in_ea, in_Hea); ZAM Hea(in_Hea); XXM A = Hea.transpose().fullPivLu().kernel(); y = A.transpose() * pre_y; H = A.transpose() * pre_H; R = A.transpose() * pre_R * A; } else { y = pre_y; H = pre_H; R = pre_R; } // get modified H H_mod_fun(in_x, in_H_mod); DEM H_mod(in_H_mod); XEM H_err = H * H_mod; // Do mahalobis distance test if (MAHA_TEST){ XXM a = (H_err * P * H_err.transpose() + R).inverse(); double maha_dist = y.transpose() * a * y; if (maha_dist > MAHA_THRESHOLD){ R = 1.0e16 * R; } } // Outlier resilient weighting double weight = 1;//(1.5)/(1 + y.squaredNorm()/R.sum()); // kalman gains and I_KH XXM S = ((H_err * P) * H_err.transpose()) + R/weight; XEM KT = S.fullPivLu().solve(H_err * P.transpose()); //EZM K = KT.transpose(); TODO: WHY DOES THIS NOT COMPILE? //EZM K = S.fullPivLu().solve(H_err * P.transpose()).transpose(); //std::cout << "Here is the matrix rot:\n" << K << std::endl; EEM I_KH = Eigen::Matrix::Identity() - (KT.transpose() * H_err); // update state by injecting dx Eigen::Matrix dx(delta_x); dx = (KT.transpose() * y); memcpy(delta_x, dx.data(), EDIM * sizeof(double)); err_fun(in_x, delta_x, x_new); Eigen::Matrix x(x_new); // update cov P = ((I_KH * P) * I_KH.transpose()) + ((KT.transpose() * R) * KT); // copy out state memcpy(in_x, x.data(), DIM * sizeof(double)); memcpy(in_P, P.data(), EDIM * EDIM * sizeof(double)); memcpy(in_z, y.data(), y.rows() * sizeof(double)); } } extern "C" { void gnss_update_6(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<1, 3, 0>(in_x, in_P, h_6, H_6, NULL, in_z, in_R, in_ea, MAHA_THRESH_6); } void gnss_update_20(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<1, 3, 0>(in_x, in_P, h_20, H_20, NULL, in_z, in_R, in_ea, MAHA_THRESH_20); } void gnss_update_7(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<1, 3, 0>(in_x, in_P, h_7, H_7, NULL, in_z, in_R, in_ea, MAHA_THRESH_7); } void gnss_update_21(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<1, 3, 0>(in_x, in_P, h_21, H_21, NULL, in_z, in_R, in_ea, MAHA_THRESH_21); } void gnss_err_fun(double *nom_x, double *delta_x, double *out_3985733553669045281) { err_fun(nom_x, delta_x, out_3985733553669045281); } void gnss_inv_err_fun(double *nom_x, double *true_x, double *out_668705734016375974) { inv_err_fun(nom_x, true_x, out_668705734016375974); } void gnss_H_mod_fun(double *state, double *out_1646191520139698591) { H_mod_fun(state, out_1646191520139698591); } void gnss_f_fun(double *state, double dt, double *out_8136264243716214718) { f_fun(state, dt, out_8136264243716214718); } void gnss_F_fun(double *state, double dt, double *out_4236213521667949352) { F_fun(state, dt, out_4236213521667949352); } void gnss_h_6(double *state, double *sat_pos, double *out_8352111296884602789) { h_6(state, sat_pos, out_8352111296884602789); } void gnss_H_6(double *state, double *sat_pos, double *out_2202359500111385714) { H_6(state, sat_pos, out_2202359500111385714); } void gnss_h_20(double *state, double *sat_pos, double *out_4887672178428492502) { h_20(state, sat_pos, out_4887672178428492502); } void gnss_H_20(double *state, double *sat_pos, double *out_4961949425089895635) { H_20(state, sat_pos, out_4961949425089895635); } void gnss_h_7(double *state, double *sat_pos_vel, double *out_191603051630805475) { h_7(state, sat_pos_vel, out_191603051630805475); } void gnss_H_7(double *state, double *sat_pos_vel, double *out_7197851591855342328) { H_7(state, sat_pos_vel, out_7197851591855342328); } void gnss_h_21(double *state, double *sat_pos_vel, double *out_191603051630805475) { h_21(state, sat_pos_vel, out_191603051630805475); } void gnss_H_21(double *state, double *sat_pos_vel, double *out_7197851591855342328) { H_21(state, sat_pos_vel, out_7197851591855342328); } void gnss_predict(double *in_x, double *in_P, double *in_Q, double dt) { predict(in_x, in_P, in_Q, dt); } } const EKF gnss = { .name = "gnss", .kinds = { 6, 20, 7, 21 }, .feature_kinds = { }, .f_fun = gnss_f_fun, .F_fun = gnss_F_fun, .err_fun = gnss_err_fun, .inv_err_fun = gnss_inv_err_fun, .H_mod_fun = gnss_H_mod_fun, .predict = gnss_predict, .hs = { { 6, gnss_h_6 }, { 20, gnss_h_20 }, { 7, gnss_h_7 }, { 21, gnss_h_21 }, }, .Hs = { { 6, gnss_H_6 }, { 20, gnss_H_20 }, { 7, gnss_H_7 }, { 21, gnss_H_21 }, }, .updates = { { 6, gnss_update_6 }, { 20, gnss_update_20 }, { 7, gnss_update_7 }, { 21, gnss_update_21 }, }, .Hes = { }, .sets = { }, .extra_routines = { }, }; ekf_init(gnss);