#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_7861368562585023949) { out_7861368562585023949[0] = delta_x[0] + nom_x[0]; out_7861368562585023949[1] = delta_x[1] + nom_x[1]; out_7861368562585023949[2] = delta_x[2] + nom_x[2]; out_7861368562585023949[3] = delta_x[3] + nom_x[3]; out_7861368562585023949[4] = delta_x[4] + nom_x[4]; out_7861368562585023949[5] = delta_x[5] + nom_x[5]; out_7861368562585023949[6] = delta_x[6] + nom_x[6]; out_7861368562585023949[7] = delta_x[7] + nom_x[7]; out_7861368562585023949[8] = delta_x[8] + nom_x[8]; out_7861368562585023949[9] = delta_x[9] + nom_x[9]; out_7861368562585023949[10] = delta_x[10] + nom_x[10]; } void inv_err_fun(double *nom_x, double *true_x, double *out_6509090499931839816) { out_6509090499931839816[0] = -nom_x[0] + true_x[0]; out_6509090499931839816[1] = -nom_x[1] + true_x[1]; out_6509090499931839816[2] = -nom_x[2] + true_x[2]; out_6509090499931839816[3] = -nom_x[3] + true_x[3]; out_6509090499931839816[4] = -nom_x[4] + true_x[4]; out_6509090499931839816[5] = -nom_x[5] + true_x[5]; out_6509090499931839816[6] = -nom_x[6] + true_x[6]; out_6509090499931839816[7] = -nom_x[7] + true_x[7]; out_6509090499931839816[8] = -nom_x[8] + true_x[8]; out_6509090499931839816[9] = -nom_x[9] + true_x[9]; out_6509090499931839816[10] = -nom_x[10] + true_x[10]; } void H_mod_fun(double *state, double *out_475664012759985504) { out_475664012759985504[0] = 1.0; out_475664012759985504[1] = 0; out_475664012759985504[2] = 0; out_475664012759985504[3] = 0; out_475664012759985504[4] = 0; out_475664012759985504[5] = 0; out_475664012759985504[6] = 0; out_475664012759985504[7] = 0; out_475664012759985504[8] = 0; out_475664012759985504[9] = 0; out_475664012759985504[10] = 0; out_475664012759985504[11] = 0; out_475664012759985504[12] = 1.0; out_475664012759985504[13] = 0; out_475664012759985504[14] = 0; out_475664012759985504[15] = 0; out_475664012759985504[16] = 0; out_475664012759985504[17] = 0; out_475664012759985504[18] = 0; out_475664012759985504[19] = 0; out_475664012759985504[20] = 0; out_475664012759985504[21] = 0; out_475664012759985504[22] = 0; out_475664012759985504[23] = 0; out_475664012759985504[24] = 1.0; out_475664012759985504[25] = 0; out_475664012759985504[26] = 0; out_475664012759985504[27] = 0; out_475664012759985504[28] = 0; out_475664012759985504[29] = 0; out_475664012759985504[30] = 0; out_475664012759985504[31] = 0; out_475664012759985504[32] = 0; out_475664012759985504[33] = 0; out_475664012759985504[34] = 0; out_475664012759985504[35] = 0; out_475664012759985504[36] = 1.0; out_475664012759985504[37] = 0; out_475664012759985504[38] = 0; out_475664012759985504[39] = 0; out_475664012759985504[40] = 0; out_475664012759985504[41] = 0; out_475664012759985504[42] = 0; out_475664012759985504[43] = 0; out_475664012759985504[44] = 0; out_475664012759985504[45] = 0; out_475664012759985504[46] = 0; out_475664012759985504[47] = 0; out_475664012759985504[48] = 1.0; out_475664012759985504[49] = 0; out_475664012759985504[50] = 0; out_475664012759985504[51] = 0; out_475664012759985504[52] = 0; out_475664012759985504[53] = 0; out_475664012759985504[54] = 0; out_475664012759985504[55] = 0; out_475664012759985504[56] = 0; out_475664012759985504[57] = 0; out_475664012759985504[58] = 0; out_475664012759985504[59] = 0; out_475664012759985504[60] = 1.0; out_475664012759985504[61] = 0; out_475664012759985504[62] = 0; out_475664012759985504[63] = 0; out_475664012759985504[64] = 0; out_475664012759985504[65] = 0; out_475664012759985504[66] = 0; out_475664012759985504[67] = 0; out_475664012759985504[68] = 0; out_475664012759985504[69] = 0; out_475664012759985504[70] = 0; out_475664012759985504[71] = 0; out_475664012759985504[72] = 1.0; out_475664012759985504[73] = 0; out_475664012759985504[74] = 0; out_475664012759985504[75] = 0; out_475664012759985504[76] = 0; out_475664012759985504[77] = 0; out_475664012759985504[78] = 0; out_475664012759985504[79] = 0; out_475664012759985504[80] = 0; out_475664012759985504[81] = 0; out_475664012759985504[82] = 0; out_475664012759985504[83] = 0; out_475664012759985504[84] = 1.0; out_475664012759985504[85] = 0; out_475664012759985504[86] = 0; out_475664012759985504[87] = 0; out_475664012759985504[88] = 0; out_475664012759985504[89] = 0; out_475664012759985504[90] = 0; out_475664012759985504[91] = 0; out_475664012759985504[92] = 0; out_475664012759985504[93] = 0; out_475664012759985504[94] = 0; out_475664012759985504[95] = 0; out_475664012759985504[96] = 1.0; out_475664012759985504[97] = 0; out_475664012759985504[98] = 0; out_475664012759985504[99] = 0; out_475664012759985504[100] = 0; out_475664012759985504[101] = 0; out_475664012759985504[102] = 0; out_475664012759985504[103] = 0; out_475664012759985504[104] = 0; out_475664012759985504[105] = 0; out_475664012759985504[106] = 0; out_475664012759985504[107] = 0; out_475664012759985504[108] = 1.0; out_475664012759985504[109] = 0; out_475664012759985504[110] = 0; out_475664012759985504[111] = 0; out_475664012759985504[112] = 0; out_475664012759985504[113] = 0; out_475664012759985504[114] = 0; out_475664012759985504[115] = 0; out_475664012759985504[116] = 0; out_475664012759985504[117] = 0; out_475664012759985504[118] = 0; out_475664012759985504[119] = 0; out_475664012759985504[120] = 1.0; } void f_fun(double *state, double dt, double *out_4292385048460003663) { out_4292385048460003663[0] = dt*state[3] + state[0]; out_4292385048460003663[1] = dt*state[4] + state[1]; out_4292385048460003663[2] = dt*state[5] + state[2]; out_4292385048460003663[3] = state[3]; out_4292385048460003663[4] = state[4]; out_4292385048460003663[5] = state[5]; out_4292385048460003663[6] = dt*state[7] + state[6]; out_4292385048460003663[7] = dt*state[8] + state[7]; out_4292385048460003663[8] = state[8]; out_4292385048460003663[9] = state[9]; out_4292385048460003663[10] = state[10]; } void F_fun(double *state, double dt, double *out_7071174528671579157) { out_7071174528671579157[0] = 1; out_7071174528671579157[1] = 0; out_7071174528671579157[2] = 0; out_7071174528671579157[3] = dt; out_7071174528671579157[4] = 0; out_7071174528671579157[5] = 0; out_7071174528671579157[6] = 0; out_7071174528671579157[7] = 0; out_7071174528671579157[8] = 0; out_7071174528671579157[9] = 0; out_7071174528671579157[10] = 0; out_7071174528671579157[11] = 0; out_7071174528671579157[12] = 1; out_7071174528671579157[13] = 0; out_7071174528671579157[14] = 0; out_7071174528671579157[15] = dt; out_7071174528671579157[16] = 0; out_7071174528671579157[17] = 0; out_7071174528671579157[18] = 0; out_7071174528671579157[19] = 0; out_7071174528671579157[20] = 0; out_7071174528671579157[21] = 0; out_7071174528671579157[22] = 0; out_7071174528671579157[23] = 0; out_7071174528671579157[24] = 1; out_7071174528671579157[25] = 0; out_7071174528671579157[26] = 0; out_7071174528671579157[27] = dt; out_7071174528671579157[28] = 0; out_7071174528671579157[29] = 0; out_7071174528671579157[30] = 0; out_7071174528671579157[31] = 0; out_7071174528671579157[32] = 0; out_7071174528671579157[33] = 0; out_7071174528671579157[34] = 0; out_7071174528671579157[35] = 0; out_7071174528671579157[36] = 1; out_7071174528671579157[37] = 0; out_7071174528671579157[38] = 0; out_7071174528671579157[39] = 0; out_7071174528671579157[40] = 0; out_7071174528671579157[41] = 0; out_7071174528671579157[42] = 0; out_7071174528671579157[43] = 0; out_7071174528671579157[44] = 0; out_7071174528671579157[45] = 0; out_7071174528671579157[46] = 0; out_7071174528671579157[47] = 0; out_7071174528671579157[48] = 1; out_7071174528671579157[49] = 0; out_7071174528671579157[50] = 0; out_7071174528671579157[51] = 0; out_7071174528671579157[52] = 0; out_7071174528671579157[53] = 0; out_7071174528671579157[54] = 0; out_7071174528671579157[55] = 0; out_7071174528671579157[56] = 0; out_7071174528671579157[57] = 0; out_7071174528671579157[58] = 0; out_7071174528671579157[59] = 0; out_7071174528671579157[60] = 1; out_7071174528671579157[61] = 0; out_7071174528671579157[62] = 0; out_7071174528671579157[63] = 0; out_7071174528671579157[64] = 0; out_7071174528671579157[65] = 0; out_7071174528671579157[66] = 0; out_7071174528671579157[67] = 0; out_7071174528671579157[68] = 0; out_7071174528671579157[69] = 0; out_7071174528671579157[70] = 0; out_7071174528671579157[71] = 0; out_7071174528671579157[72] = 1; out_7071174528671579157[73] = dt; out_7071174528671579157[74] = 0; out_7071174528671579157[75] = 0; out_7071174528671579157[76] = 0; out_7071174528671579157[77] = 0; out_7071174528671579157[78] = 0; out_7071174528671579157[79] = 0; out_7071174528671579157[80] = 0; out_7071174528671579157[81] = 0; out_7071174528671579157[82] = 0; out_7071174528671579157[83] = 0; out_7071174528671579157[84] = 1; out_7071174528671579157[85] = dt; out_7071174528671579157[86] = 0; out_7071174528671579157[87] = 0; out_7071174528671579157[88] = 0; out_7071174528671579157[89] = 0; out_7071174528671579157[90] = 0; out_7071174528671579157[91] = 0; out_7071174528671579157[92] = 0; out_7071174528671579157[93] = 0; out_7071174528671579157[94] = 0; out_7071174528671579157[95] = 0; out_7071174528671579157[96] = 1; out_7071174528671579157[97] = 0; out_7071174528671579157[98] = 0; out_7071174528671579157[99] = 0; out_7071174528671579157[100] = 0; out_7071174528671579157[101] = 0; out_7071174528671579157[102] = 0; out_7071174528671579157[103] = 0; out_7071174528671579157[104] = 0; out_7071174528671579157[105] = 0; out_7071174528671579157[106] = 0; out_7071174528671579157[107] = 0; out_7071174528671579157[108] = 1; out_7071174528671579157[109] = 0; out_7071174528671579157[110] = 0; out_7071174528671579157[111] = 0; out_7071174528671579157[112] = 0; out_7071174528671579157[113] = 0; out_7071174528671579157[114] = 0; out_7071174528671579157[115] = 0; out_7071174528671579157[116] = 0; out_7071174528671579157[117] = 0; out_7071174528671579157[118] = 0; out_7071174528671579157[119] = 0; out_7071174528671579157[120] = 1; } void h_6(double *state, double *sat_pos, double *out_2481230479465319936) { out_2481230479465319936[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_7645196925630164082) { out_7645196925630164082[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_7645196925630164082[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_7645196925630164082[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_7645196925630164082[3] = 0; out_7645196925630164082[4] = 0; out_7645196925630164082[5] = 0; out_7645196925630164082[6] = 1; out_7645196925630164082[7] = 0; out_7645196925630164082[8] = 0; out_7645196925630164082[9] = 0; out_7645196925630164082[10] = 0; } void h_20(double *state, double *sat_pos, double *out_7507301208942135576) { out_7507301208942135576[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_1693366137112332184) { out_1693366137112332184[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_1693366137112332184[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_1693366137112332184[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_1693366137112332184[3] = 0; out_1693366137112332184[4] = 0; out_1693366137112332184[5] = 0; out_1693366137112332184[6] = 1; out_1693366137112332184[7] = 0; out_1693366137112332184[8] = 0; out_1693366137112332184[9] = 1; out_1693366137112332184[10] = sat_pos[3]; } void h_7(double *state, double *sat_pos_vel, double *out_2861812996390348550) { out_2861812996390348550[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_1823365369839474784) { out_1823365369839474784[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_1823365369839474784[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_1823365369839474784[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_1823365369839474784[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_1823365369839474784[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_1823365369839474784[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_1823365369839474784[6] = 0; out_1823365369839474784[7] = 1; out_1823365369839474784[8] = 0; out_1823365369839474784[9] = 0; out_1823365369839474784[10] = 0; } void h_21(double *state, double *sat_pos_vel, double *out_2861812996390348550) { out_2861812996390348550[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_1823365369839474784) { out_1823365369839474784[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_1823365369839474784[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_1823365369839474784[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_1823365369839474784[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_1823365369839474784[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_1823365369839474784[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_1823365369839474784[6] = 0; out_1823365369839474784[7] = 1; out_1823365369839474784[8] = 0; out_1823365369839474784[9] = 0; out_1823365369839474784[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_7861368562585023949) { err_fun(nom_x, delta_x, out_7861368562585023949); } void gnss_inv_err_fun(double *nom_x, double *true_x, double *out_6509090499931839816) { inv_err_fun(nom_x, true_x, out_6509090499931839816); } void gnss_H_mod_fun(double *state, double *out_475664012759985504) { H_mod_fun(state, out_475664012759985504); } void gnss_f_fun(double *state, double dt, double *out_4292385048460003663) { f_fun(state, dt, out_4292385048460003663); } void gnss_F_fun(double *state, double dt, double *out_7071174528671579157) { F_fun(state, dt, out_7071174528671579157); } void gnss_h_6(double *state, double *sat_pos, double *out_2481230479465319936) { h_6(state, sat_pos, out_2481230479465319936); } void gnss_H_6(double *state, double *sat_pos, double *out_7645196925630164082) { H_6(state, sat_pos, out_7645196925630164082); } void gnss_h_20(double *state, double *sat_pos, double *out_7507301208942135576) { h_20(state, sat_pos, out_7507301208942135576); } void gnss_H_20(double *state, double *sat_pos, double *out_1693366137112332184) { H_20(state, sat_pos, out_1693366137112332184); } void gnss_h_7(double *state, double *sat_pos_vel, double *out_2861812996390348550) { h_7(state, sat_pos_vel, out_2861812996390348550); } void gnss_H_7(double *state, double *sat_pos_vel, double *out_1823365369839474784) { H_7(state, sat_pos_vel, out_1823365369839474784); } void gnss_h_21(double *state, double *sat_pos_vel, double *out_2861812996390348550) { h_21(state, sat_pos_vel, out_2861812996390348550); } void gnss_H_21(double *state, double *sat_pos_vel, double *out_1823365369839474784) { H_21(state, sat_pos_vel, out_1823365369839474784); } 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);