#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 1.12 * * * * 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_8128068779397269674) { out_8128068779397269674[0] = delta_x[0] + nom_x[0]; out_8128068779397269674[1] = delta_x[1] + nom_x[1]; out_8128068779397269674[2] = delta_x[2] + nom_x[2]; out_8128068779397269674[3] = delta_x[3] + nom_x[3]; out_8128068779397269674[4] = delta_x[4] + nom_x[4]; out_8128068779397269674[5] = delta_x[5] + nom_x[5]; out_8128068779397269674[6] = delta_x[6] + nom_x[6]; out_8128068779397269674[7] = delta_x[7] + nom_x[7]; out_8128068779397269674[8] = delta_x[8] + nom_x[8]; out_8128068779397269674[9] = delta_x[9] + nom_x[9]; out_8128068779397269674[10] = delta_x[10] + nom_x[10]; } void inv_err_fun(double *nom_x, double *true_x, double *out_1141553057367786298) { out_1141553057367786298[0] = -nom_x[0] + true_x[0]; out_1141553057367786298[1] = -nom_x[1] + true_x[1]; out_1141553057367786298[2] = -nom_x[2] + true_x[2]; out_1141553057367786298[3] = -nom_x[3] + true_x[3]; out_1141553057367786298[4] = -nom_x[4] + true_x[4]; out_1141553057367786298[5] = -nom_x[5] + true_x[5]; out_1141553057367786298[6] = -nom_x[6] + true_x[6]; out_1141553057367786298[7] = -nom_x[7] + true_x[7]; out_1141553057367786298[8] = -nom_x[8] + true_x[8]; out_1141553057367786298[9] = -nom_x[9] + true_x[9]; out_1141553057367786298[10] = -nom_x[10] + true_x[10]; } void H_mod_fun(double *state, double *out_2327247742686327650) { out_2327247742686327650[0] = 1.0; out_2327247742686327650[1] = 0; out_2327247742686327650[2] = 0; out_2327247742686327650[3] = 0; out_2327247742686327650[4] = 0; out_2327247742686327650[5] = 0; out_2327247742686327650[6] = 0; out_2327247742686327650[7] = 0; out_2327247742686327650[8] = 0; out_2327247742686327650[9] = 0; out_2327247742686327650[10] = 0; out_2327247742686327650[11] = 0; out_2327247742686327650[12] = 1.0; out_2327247742686327650[13] = 0; out_2327247742686327650[14] = 0; out_2327247742686327650[15] = 0; out_2327247742686327650[16] = 0; out_2327247742686327650[17] = 0; out_2327247742686327650[18] = 0; out_2327247742686327650[19] = 0; out_2327247742686327650[20] = 0; out_2327247742686327650[21] = 0; out_2327247742686327650[22] = 0; out_2327247742686327650[23] = 0; out_2327247742686327650[24] = 1.0; out_2327247742686327650[25] = 0; out_2327247742686327650[26] = 0; out_2327247742686327650[27] = 0; out_2327247742686327650[28] = 0; out_2327247742686327650[29] = 0; out_2327247742686327650[30] = 0; out_2327247742686327650[31] = 0; out_2327247742686327650[32] = 0; out_2327247742686327650[33] = 0; out_2327247742686327650[34] = 0; out_2327247742686327650[35] = 0; out_2327247742686327650[36] = 1.0; out_2327247742686327650[37] = 0; out_2327247742686327650[38] = 0; out_2327247742686327650[39] = 0; out_2327247742686327650[40] = 0; out_2327247742686327650[41] = 0; out_2327247742686327650[42] = 0; out_2327247742686327650[43] = 0; out_2327247742686327650[44] = 0; out_2327247742686327650[45] = 0; out_2327247742686327650[46] = 0; out_2327247742686327650[47] = 0; out_2327247742686327650[48] = 1.0; out_2327247742686327650[49] = 0; out_2327247742686327650[50] = 0; out_2327247742686327650[51] = 0; out_2327247742686327650[52] = 0; out_2327247742686327650[53] = 0; out_2327247742686327650[54] = 0; out_2327247742686327650[55] = 0; out_2327247742686327650[56] = 0; out_2327247742686327650[57] = 0; out_2327247742686327650[58] = 0; out_2327247742686327650[59] = 0; out_2327247742686327650[60] = 1.0; out_2327247742686327650[61] = 0; out_2327247742686327650[62] = 0; out_2327247742686327650[63] = 0; out_2327247742686327650[64] = 0; out_2327247742686327650[65] = 0; out_2327247742686327650[66] = 0; out_2327247742686327650[67] = 0; out_2327247742686327650[68] = 0; out_2327247742686327650[69] = 0; out_2327247742686327650[70] = 0; out_2327247742686327650[71] = 0; out_2327247742686327650[72] = 1.0; out_2327247742686327650[73] = 0; out_2327247742686327650[74] = 0; out_2327247742686327650[75] = 0; out_2327247742686327650[76] = 0; out_2327247742686327650[77] = 0; out_2327247742686327650[78] = 0; out_2327247742686327650[79] = 0; out_2327247742686327650[80] = 0; out_2327247742686327650[81] = 0; out_2327247742686327650[82] = 0; out_2327247742686327650[83] = 0; out_2327247742686327650[84] = 1.0; out_2327247742686327650[85] = 0; out_2327247742686327650[86] = 0; out_2327247742686327650[87] = 0; out_2327247742686327650[88] = 0; out_2327247742686327650[89] = 0; out_2327247742686327650[90] = 0; out_2327247742686327650[91] = 0; out_2327247742686327650[92] = 0; out_2327247742686327650[93] = 0; out_2327247742686327650[94] = 0; out_2327247742686327650[95] = 0; out_2327247742686327650[96] = 1.0; out_2327247742686327650[97] = 0; out_2327247742686327650[98] = 0; out_2327247742686327650[99] = 0; out_2327247742686327650[100] = 0; out_2327247742686327650[101] = 0; out_2327247742686327650[102] = 0; out_2327247742686327650[103] = 0; out_2327247742686327650[104] = 0; out_2327247742686327650[105] = 0; out_2327247742686327650[106] = 0; out_2327247742686327650[107] = 0; out_2327247742686327650[108] = 1.0; out_2327247742686327650[109] = 0; out_2327247742686327650[110] = 0; out_2327247742686327650[111] = 0; out_2327247742686327650[112] = 0; out_2327247742686327650[113] = 0; out_2327247742686327650[114] = 0; out_2327247742686327650[115] = 0; out_2327247742686327650[116] = 0; out_2327247742686327650[117] = 0; out_2327247742686327650[118] = 0; out_2327247742686327650[119] = 0; out_2327247742686327650[120] = 1.0; } void f_fun(double *state, double dt, double *out_690824356618248952) { out_690824356618248952[0] = dt*state[3] + state[0]; out_690824356618248952[1] = dt*state[4] + state[1]; out_690824356618248952[2] = dt*state[5] + state[2]; out_690824356618248952[3] = state[3]; out_690824356618248952[4] = state[4]; out_690824356618248952[5] = state[5]; out_690824356618248952[6] = dt*state[7] + state[6]; out_690824356618248952[7] = dt*state[8] + state[7]; out_690824356618248952[8] = state[8]; out_690824356618248952[9] = state[9]; out_690824356618248952[10] = state[10]; } void F_fun(double *state, double dt, double *out_2015156480179268251) { out_2015156480179268251[0] = 1; out_2015156480179268251[1] = 0; out_2015156480179268251[2] = 0; out_2015156480179268251[3] = dt; out_2015156480179268251[4] = 0; out_2015156480179268251[5] = 0; out_2015156480179268251[6] = 0; out_2015156480179268251[7] = 0; out_2015156480179268251[8] = 0; out_2015156480179268251[9] = 0; out_2015156480179268251[10] = 0; out_2015156480179268251[11] = 0; out_2015156480179268251[12] = 1; out_2015156480179268251[13] = 0; out_2015156480179268251[14] = 0; out_2015156480179268251[15] = dt; out_2015156480179268251[16] = 0; out_2015156480179268251[17] = 0; out_2015156480179268251[18] = 0; out_2015156480179268251[19] = 0; out_2015156480179268251[20] = 0; out_2015156480179268251[21] = 0; out_2015156480179268251[22] = 0; out_2015156480179268251[23] = 0; out_2015156480179268251[24] = 1; out_2015156480179268251[25] = 0; out_2015156480179268251[26] = 0; out_2015156480179268251[27] = dt; out_2015156480179268251[28] = 0; out_2015156480179268251[29] = 0; out_2015156480179268251[30] = 0; out_2015156480179268251[31] = 0; out_2015156480179268251[32] = 0; out_2015156480179268251[33] = 0; out_2015156480179268251[34] = 0; out_2015156480179268251[35] = 0; out_2015156480179268251[36] = 1; out_2015156480179268251[37] = 0; out_2015156480179268251[38] = 0; out_2015156480179268251[39] = 0; out_2015156480179268251[40] = 0; out_2015156480179268251[41] = 0; out_2015156480179268251[42] = 0; out_2015156480179268251[43] = 0; out_2015156480179268251[44] = 0; out_2015156480179268251[45] = 0; out_2015156480179268251[46] = 0; out_2015156480179268251[47] = 0; out_2015156480179268251[48] = 1; out_2015156480179268251[49] = 0; out_2015156480179268251[50] = 0; out_2015156480179268251[51] = 0; out_2015156480179268251[52] = 0; out_2015156480179268251[53] = 0; out_2015156480179268251[54] = 0; out_2015156480179268251[55] = 0; out_2015156480179268251[56] = 0; out_2015156480179268251[57] = 0; out_2015156480179268251[58] = 0; out_2015156480179268251[59] = 0; out_2015156480179268251[60] = 1; out_2015156480179268251[61] = 0; out_2015156480179268251[62] = 0; out_2015156480179268251[63] = 0; out_2015156480179268251[64] = 0; out_2015156480179268251[65] = 0; out_2015156480179268251[66] = 0; out_2015156480179268251[67] = 0; out_2015156480179268251[68] = 0; out_2015156480179268251[69] = 0; out_2015156480179268251[70] = 0; out_2015156480179268251[71] = 0; out_2015156480179268251[72] = 1; out_2015156480179268251[73] = dt; out_2015156480179268251[74] = 0; out_2015156480179268251[75] = 0; out_2015156480179268251[76] = 0; out_2015156480179268251[77] = 0; out_2015156480179268251[78] = 0; out_2015156480179268251[79] = 0; out_2015156480179268251[80] = 0; out_2015156480179268251[81] = 0; out_2015156480179268251[82] = 0; out_2015156480179268251[83] = 0; out_2015156480179268251[84] = 1; out_2015156480179268251[85] = dt; out_2015156480179268251[86] = 0; out_2015156480179268251[87] = 0; out_2015156480179268251[88] = 0; out_2015156480179268251[89] = 0; out_2015156480179268251[90] = 0; out_2015156480179268251[91] = 0; out_2015156480179268251[92] = 0; out_2015156480179268251[93] = 0; out_2015156480179268251[94] = 0; out_2015156480179268251[95] = 0; out_2015156480179268251[96] = 1; out_2015156480179268251[97] = 0; out_2015156480179268251[98] = 0; out_2015156480179268251[99] = 0; out_2015156480179268251[100] = 0; out_2015156480179268251[101] = 0; out_2015156480179268251[102] = 0; out_2015156480179268251[103] = 0; out_2015156480179268251[104] = 0; out_2015156480179268251[105] = 0; out_2015156480179268251[106] = 0; out_2015156480179268251[107] = 0; out_2015156480179268251[108] = 1; out_2015156480179268251[109] = 0; out_2015156480179268251[110] = 0; out_2015156480179268251[111] = 0; out_2015156480179268251[112] = 0; out_2015156480179268251[113] = 0; out_2015156480179268251[114] = 0; out_2015156480179268251[115] = 0; out_2015156480179268251[116] = 0; out_2015156480179268251[117] = 0; out_2015156480179268251[118] = 0; out_2015156480179268251[119] = 0; out_2015156480179268251[120] = 1; } void h_6(double *state, double *sat_pos, double *out_5585365302508030232) { out_5585365302508030232[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_8739010288179210207) { out_8739010288179210207[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_8739010288179210207[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_8739010288179210207[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_8739010288179210207[3] = 0; out_8739010288179210207[4] = 0; out_8739010288179210207[5] = 0; out_8739010288179210207[6] = 1; out_8739010288179210207[7] = 0; out_8739010288179210207[8] = 0; out_8739010288179210207[9] = 0; out_8739010288179210207[10] = 0; } void h_20(double *state, double *sat_pos, double *out_8217292551938667710) { out_8217292551938667710[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_5820758707894519330) { out_5820758707894519330[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_5820758707894519330[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_5820758707894519330[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_5820758707894519330[3] = 0; out_5820758707894519330[4] = 0; out_5820758707894519330[5] = 0; out_5820758707894519330[6] = 1; out_5820758707894519330[7] = 0; out_5820758707894519330[8] = 0; out_5820758707894519330[9] = 1; out_5820758707894519330[10] = sat_pos[3]; } void h_7(double *state, double *sat_pos_vel, double *out_1303955860558393099) { out_1303955860558393099[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_6257595943694472907) { out_6257595943694472907[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_6257595943694472907[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_6257595943694472907[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_6257595943694472907[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_6257595943694472907[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_6257595943694472907[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_6257595943694472907[6] = 0; out_6257595943694472907[7] = 1; out_6257595943694472907[8] = 0; out_6257595943694472907[9] = 0; out_6257595943694472907[10] = 0; } void h_21(double *state, double *sat_pos_vel, double *out_1303955860558393099) { out_1303955860558393099[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_6257595943694472907) { out_6257595943694472907[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_6257595943694472907[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_6257595943694472907[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_6257595943694472907[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_6257595943694472907[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_6257595943694472907[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_6257595943694472907[6] = 0; out_6257595943694472907[7] = 1; out_6257595943694472907[8] = 0; out_6257595943694472907[9] = 0; out_6257595943694472907[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_8128068779397269674) { err_fun(nom_x, delta_x, out_8128068779397269674); } void gnss_inv_err_fun(double *nom_x, double *true_x, double *out_1141553057367786298) { inv_err_fun(nom_x, true_x, out_1141553057367786298); } void gnss_H_mod_fun(double *state, double *out_2327247742686327650) { H_mod_fun(state, out_2327247742686327650); } void gnss_f_fun(double *state, double dt, double *out_690824356618248952) { f_fun(state, dt, out_690824356618248952); } void gnss_F_fun(double *state, double dt, double *out_2015156480179268251) { F_fun(state, dt, out_2015156480179268251); } void gnss_h_6(double *state, double *sat_pos, double *out_5585365302508030232) { h_6(state, sat_pos, out_5585365302508030232); } void gnss_H_6(double *state, double *sat_pos, double *out_8739010288179210207) { H_6(state, sat_pos, out_8739010288179210207); } void gnss_h_20(double *state, double *sat_pos, double *out_8217292551938667710) { h_20(state, sat_pos, out_8217292551938667710); } void gnss_H_20(double *state, double *sat_pos, double *out_5820758707894519330) { H_20(state, sat_pos, out_5820758707894519330); } void gnss_h_7(double *state, double *sat_pos_vel, double *out_1303955860558393099) { h_7(state, sat_pos_vel, out_1303955860558393099); } void gnss_H_7(double *state, double *sat_pos_vel, double *out_6257595943694472907) { H_7(state, sat_pos_vel, out_6257595943694472907); } void gnss_h_21(double *state, double *sat_pos_vel, double *out_1303955860558393099) { h_21(state, sat_pos_vel, out_1303955860558393099); } void gnss_H_21(double *state, double *sat_pos_vel, double *out_6257595943694472907) { H_21(state, sat_pos_vel, out_6257595943694472907); } 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);