#include "car.h" namespace { #define DIM 9 #define EDIM 9 #define MEDIM 9 typedef void (*Hfun)(double *, double *, double *); double mass; void set_mass(double x){ mass = x;} double rotational_inertia; void set_rotational_inertia(double x){ rotational_inertia = x;} double center_to_front; void set_center_to_front(double x){ center_to_front = x;} double center_to_rear; void set_center_to_rear(double x){ center_to_rear = x;} double stiffness_front; void set_stiffness_front(double x){ stiffness_front = x;} double stiffness_rear; void set_stiffness_rear(double x){ stiffness_rear = x;} const static double MAHA_THRESH_25 = 3.8414588206941227; const static double MAHA_THRESH_24 = 5.991464547107981; const static double MAHA_THRESH_30 = 3.8414588206941227; const static double MAHA_THRESH_26 = 3.8414588206941227; const static double MAHA_THRESH_27 = 3.8414588206941227; const static double MAHA_THRESH_29 = 3.8414588206941227; const static double MAHA_THRESH_28 = 3.8414588206941227; const static double MAHA_THRESH_31 = 3.8414588206941227; /****************************************************************************** * Code generated with SymPy 1.14.0 * * * * 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_4317163891516196670) { out_4317163891516196670[0] = delta_x[0] + nom_x[0]; out_4317163891516196670[1] = delta_x[1] + nom_x[1]; out_4317163891516196670[2] = delta_x[2] + nom_x[2]; out_4317163891516196670[3] = delta_x[3] + nom_x[3]; out_4317163891516196670[4] = delta_x[4] + nom_x[4]; out_4317163891516196670[5] = delta_x[5] + nom_x[5]; out_4317163891516196670[6] = delta_x[6] + nom_x[6]; out_4317163891516196670[7] = delta_x[7] + nom_x[7]; out_4317163891516196670[8] = delta_x[8] + nom_x[8]; } void inv_err_fun(double *nom_x, double *true_x, double *out_8278424519720112087) { out_8278424519720112087[0] = -nom_x[0] + true_x[0]; out_8278424519720112087[1] = -nom_x[1] + true_x[1]; out_8278424519720112087[2] = -nom_x[2] + true_x[2]; out_8278424519720112087[3] = -nom_x[3] + true_x[3]; out_8278424519720112087[4] = -nom_x[4] + true_x[4]; out_8278424519720112087[5] = -nom_x[5] + true_x[5]; out_8278424519720112087[6] = -nom_x[6] + true_x[6]; out_8278424519720112087[7] = -nom_x[7] + true_x[7]; out_8278424519720112087[8] = -nom_x[8] + true_x[8]; } void H_mod_fun(double *state, double *out_319627375497114494) { out_319627375497114494[0] = 1.0; out_319627375497114494[1] = 0.0; out_319627375497114494[2] = 0.0; out_319627375497114494[3] = 0.0; out_319627375497114494[4] = 0.0; out_319627375497114494[5] = 0.0; out_319627375497114494[6] = 0.0; out_319627375497114494[7] = 0.0; out_319627375497114494[8] = 0.0; out_319627375497114494[9] = 0.0; out_319627375497114494[10] = 1.0; out_319627375497114494[11] = 0.0; out_319627375497114494[12] = 0.0; out_319627375497114494[13] = 0.0; out_319627375497114494[14] = 0.0; out_319627375497114494[15] = 0.0; out_319627375497114494[16] = 0.0; out_319627375497114494[17] = 0.0; out_319627375497114494[18] = 0.0; out_319627375497114494[19] = 0.0; out_319627375497114494[20] = 1.0; out_319627375497114494[21] = 0.0; out_319627375497114494[22] = 0.0; out_319627375497114494[23] = 0.0; out_319627375497114494[24] = 0.0; out_319627375497114494[25] = 0.0; out_319627375497114494[26] = 0.0; out_319627375497114494[27] = 0.0; out_319627375497114494[28] = 0.0; out_319627375497114494[29] = 0.0; out_319627375497114494[30] = 1.0; out_319627375497114494[31] = 0.0; out_319627375497114494[32] = 0.0; out_319627375497114494[33] = 0.0; out_319627375497114494[34] = 0.0; out_319627375497114494[35] = 0.0; out_319627375497114494[36] = 0.0; out_319627375497114494[37] = 0.0; out_319627375497114494[38] = 0.0; out_319627375497114494[39] = 0.0; out_319627375497114494[40] = 1.0; out_319627375497114494[41] = 0.0; out_319627375497114494[42] = 0.0; out_319627375497114494[43] = 0.0; out_319627375497114494[44] = 0.0; out_319627375497114494[45] = 0.0; out_319627375497114494[46] = 0.0; out_319627375497114494[47] = 0.0; out_319627375497114494[48] = 0.0; out_319627375497114494[49] = 0.0; out_319627375497114494[50] = 1.0; out_319627375497114494[51] = 0.0; out_319627375497114494[52] = 0.0; out_319627375497114494[53] = 0.0; out_319627375497114494[54] = 0.0; out_319627375497114494[55] = 0.0; out_319627375497114494[56] = 0.0; out_319627375497114494[57] = 0.0; out_319627375497114494[58] = 0.0; out_319627375497114494[59] = 0.0; out_319627375497114494[60] = 1.0; out_319627375497114494[61] = 0.0; out_319627375497114494[62] = 0.0; out_319627375497114494[63] = 0.0; out_319627375497114494[64] = 0.0; out_319627375497114494[65] = 0.0; out_319627375497114494[66] = 0.0; out_319627375497114494[67] = 0.0; out_319627375497114494[68] = 0.0; out_319627375497114494[69] = 0.0; out_319627375497114494[70] = 1.0; out_319627375497114494[71] = 0.0; out_319627375497114494[72] = 0.0; out_319627375497114494[73] = 0.0; out_319627375497114494[74] = 0.0; out_319627375497114494[75] = 0.0; out_319627375497114494[76] = 0.0; out_319627375497114494[77] = 0.0; out_319627375497114494[78] = 0.0; out_319627375497114494[79] = 0.0; out_319627375497114494[80] = 1.0; } void f_fun(double *state, double dt, double *out_6613977481805234540) { out_6613977481805234540[0] = state[0]; out_6613977481805234540[1] = state[1]; out_6613977481805234540[2] = state[2]; out_6613977481805234540[3] = state[3]; out_6613977481805234540[4] = state[4]; out_6613977481805234540[5] = dt*((-state[4] + (-center_to_front*stiffness_front*state[0] + center_to_rear*stiffness_rear*state[0])/(mass*state[4]))*state[6] - 9.8100000000000005*state[8] + stiffness_front*(-state[2] - state[3] + state[7])*state[0]/(mass*state[1]) + (-stiffness_front*state[0] - stiffness_rear*state[0])*state[5]/(mass*state[4])) + state[5]; out_6613977481805234540[6] = dt*(center_to_front*stiffness_front*(-state[2] - state[3] + state[7])*state[0]/(rotational_inertia*state[1]) + (-center_to_front*stiffness_front*state[0] + center_to_rear*stiffness_rear*state[0])*state[5]/(rotational_inertia*state[4]) + (-pow(center_to_front, 2)*stiffness_front*state[0] - pow(center_to_rear, 2)*stiffness_rear*state[0])*state[6]/(rotational_inertia*state[4])) + state[6]; out_6613977481805234540[7] = state[7]; out_6613977481805234540[8] = state[8]; } void F_fun(double *state, double dt, double *out_3393066705725541618) { out_3393066705725541618[0] = 1; out_3393066705725541618[1] = 0; out_3393066705725541618[2] = 0; out_3393066705725541618[3] = 0; out_3393066705725541618[4] = 0; out_3393066705725541618[5] = 0; out_3393066705725541618[6] = 0; out_3393066705725541618[7] = 0; out_3393066705725541618[8] = 0; out_3393066705725541618[9] = 0; out_3393066705725541618[10] = 1; out_3393066705725541618[11] = 0; out_3393066705725541618[12] = 0; out_3393066705725541618[13] = 0; out_3393066705725541618[14] = 0; out_3393066705725541618[15] = 0; out_3393066705725541618[16] = 0; out_3393066705725541618[17] = 0; out_3393066705725541618[18] = 0; out_3393066705725541618[19] = 0; out_3393066705725541618[20] = 1; out_3393066705725541618[21] = 0; out_3393066705725541618[22] = 0; out_3393066705725541618[23] = 0; out_3393066705725541618[24] = 0; out_3393066705725541618[25] = 0; out_3393066705725541618[26] = 0; out_3393066705725541618[27] = 0; out_3393066705725541618[28] = 0; out_3393066705725541618[29] = 0; out_3393066705725541618[30] = 1; out_3393066705725541618[31] = 0; out_3393066705725541618[32] = 0; out_3393066705725541618[33] = 0; out_3393066705725541618[34] = 0; out_3393066705725541618[35] = 0; out_3393066705725541618[36] = 0; out_3393066705725541618[37] = 0; out_3393066705725541618[38] = 0; out_3393066705725541618[39] = 0; out_3393066705725541618[40] = 1; out_3393066705725541618[41] = 0; out_3393066705725541618[42] = 0; out_3393066705725541618[43] = 0; out_3393066705725541618[44] = 0; out_3393066705725541618[45] = dt*(stiffness_front*(-state[2] - state[3] + state[7])/(mass*state[1]) + (-stiffness_front - stiffness_rear)*state[5]/(mass*state[4]) + (-center_to_front*stiffness_front + center_to_rear*stiffness_rear)*state[6]/(mass*state[4])); out_3393066705725541618[46] = -dt*stiffness_front*(-state[2] - state[3] + state[7])*state[0]/(mass*pow(state[1], 2)); out_3393066705725541618[47] = -dt*stiffness_front*state[0]/(mass*state[1]); out_3393066705725541618[48] = -dt*stiffness_front*state[0]/(mass*state[1]); out_3393066705725541618[49] = dt*((-1 - (-center_to_front*stiffness_front*state[0] + center_to_rear*stiffness_rear*state[0])/(mass*pow(state[4], 2)))*state[6] - (-stiffness_front*state[0] - stiffness_rear*state[0])*state[5]/(mass*pow(state[4], 2))); out_3393066705725541618[50] = dt*(-stiffness_front*state[0] - stiffness_rear*state[0])/(mass*state[4]) + 1; out_3393066705725541618[51] = dt*(-state[4] + (-center_to_front*stiffness_front*state[0] + center_to_rear*stiffness_rear*state[0])/(mass*state[4])); out_3393066705725541618[52] = dt*stiffness_front*state[0]/(mass*state[1]); out_3393066705725541618[53] = -9.8100000000000005*dt; out_3393066705725541618[54] = dt*(center_to_front*stiffness_front*(-state[2] - state[3] + state[7])/(rotational_inertia*state[1]) + (-center_to_front*stiffness_front + center_to_rear*stiffness_rear)*state[5]/(rotational_inertia*state[4]) + (-pow(center_to_front, 2)*stiffness_front - pow(center_to_rear, 2)*stiffness_rear)*state[6]/(rotational_inertia*state[4])); out_3393066705725541618[55] = -center_to_front*dt*stiffness_front*(-state[2] - state[3] + state[7])*state[0]/(rotational_inertia*pow(state[1], 2)); out_3393066705725541618[56] = -center_to_front*dt*stiffness_front*state[0]/(rotational_inertia*state[1]); out_3393066705725541618[57] = -center_to_front*dt*stiffness_front*state[0]/(rotational_inertia*state[1]); out_3393066705725541618[58] = dt*(-(-center_to_front*stiffness_front*state[0] + center_to_rear*stiffness_rear*state[0])*state[5]/(rotational_inertia*pow(state[4], 2)) - (-pow(center_to_front, 2)*stiffness_front*state[0] - pow(center_to_rear, 2)*stiffness_rear*state[0])*state[6]/(rotational_inertia*pow(state[4], 2))); out_3393066705725541618[59] = dt*(-center_to_front*stiffness_front*state[0] + center_to_rear*stiffness_rear*state[0])/(rotational_inertia*state[4]); out_3393066705725541618[60] = dt*(-pow(center_to_front, 2)*stiffness_front*state[0] - pow(center_to_rear, 2)*stiffness_rear*state[0])/(rotational_inertia*state[4]) + 1; out_3393066705725541618[61] = center_to_front*dt*stiffness_front*state[0]/(rotational_inertia*state[1]); out_3393066705725541618[62] = 0; out_3393066705725541618[63] = 0; out_3393066705725541618[64] = 0; out_3393066705725541618[65] = 0; out_3393066705725541618[66] = 0; out_3393066705725541618[67] = 0; out_3393066705725541618[68] = 0; out_3393066705725541618[69] = 0; out_3393066705725541618[70] = 1; out_3393066705725541618[71] = 0; out_3393066705725541618[72] = 0; out_3393066705725541618[73] = 0; out_3393066705725541618[74] = 0; out_3393066705725541618[75] = 0; out_3393066705725541618[76] = 0; out_3393066705725541618[77] = 0; out_3393066705725541618[78] = 0; out_3393066705725541618[79] = 0; out_3393066705725541618[80] = 1; } void h_25(double *state, double *unused, double *out_3694283988136956896) { out_3694283988136956896[0] = state[6]; } void H_25(double *state, double *unused, double *out_8933928472300199885) { out_8933928472300199885[0] = 0; out_8933928472300199885[1] = 0; out_8933928472300199885[2] = 0; out_8933928472300199885[3] = 0; out_8933928472300199885[4] = 0; out_8933928472300199885[5] = 0; out_8933928472300199885[6] = 1; out_8933928472300199885[7] = 0; out_8933928472300199885[8] = 0; } void h_24(double *state, double *unused, double *out_878940354647202481) { out_878940354647202481[0] = state[4]; out_878940354647202481[1] = state[5]; } void H_24(double *state, double *unused, double *out_7287107817430483169) { out_7287107817430483169[0] = 0; out_7287107817430483169[1] = 0; out_7287107817430483169[2] = 0; out_7287107817430483169[3] = 0; out_7287107817430483169[4] = 1; out_7287107817430483169[5] = 0; out_7287107817430483169[6] = 0; out_7287107817430483169[7] = 0; out_7287107817430483169[8] = 0; out_7287107817430483169[9] = 0; out_7287107817430483169[10] = 0; out_7287107817430483169[11] = 0; out_7287107817430483169[12] = 0; out_7287107817430483169[13] = 0; out_7287107817430483169[14] = 1; out_7287107817430483169[15] = 0; out_7287107817430483169[16] = 0; out_7287107817430483169[17] = 0; } void h_30(double *state, double *unused, double *out_9220341424687980009) { out_9220341424687980009[0] = state[4]; } void H_30(double *state, double *unused, double *out_2596125259917734976) { out_2596125259917734976[0] = 0; out_2596125259917734976[1] = 0; out_2596125259917734976[2] = 0; out_2596125259917734976[3] = 0; out_2596125259917734976[4] = 1; out_2596125259917734976[5] = 0; out_2596125259917734976[6] = 0; out_2596125259917734976[7] = 0; out_2596125259917734976[8] = 0; } void h_26(double *state, double *unused, double *out_4022405810528928524) { out_4022405810528928524[0] = state[7]; } void H_26(double *state, double *unused, double *out_5192425153426143661) { out_5192425153426143661[0] = 0; out_5192425153426143661[1] = 0; out_5192425153426143661[2] = 0; out_5192425153426143661[3] = 0; out_5192425153426143661[4] = 0; out_5192425153426143661[5] = 0; out_5192425153426143661[6] = 0; out_5192425153426143661[7] = 1; out_5192425153426143661[8] = 0; } void h_27(double *state, double *unused, double *out_4139954033073310033) { out_4139954033073310033[0] = state[3]; } void H_27(double *state, double *unused, double *out_4770888571718159887) { out_4770888571718159887[0] = 0; out_4770888571718159887[1] = 0; out_4770888571718159887[2] = 0; out_4770888571718159887[3] = 1; out_4770888571718159887[4] = 0; out_4770888571718159887[5] = 0; out_4770888571718159887[6] = 0; out_4770888571718159887[7] = 0; out_4770888571718159887[8] = 0; } void h_29(double *state, double *unused, double *out_6621997328212873956) { out_6621997328212873956[0] = state[1]; } void H_29(double *state, double *unused, double *out_2085893915603342792) { out_2085893915603342792[0] = 0; out_2085893915603342792[1] = 1; out_2085893915603342792[2] = 0; out_2085893915603342792[3] = 0; out_2085893915603342792[4] = 0; out_2085893915603342792[5] = 0; out_2085893915603342792[6] = 0; out_2085893915603342792[7] = 0; out_2085893915603342792[8] = 0; } void h_28(double *state, double *unused, double *out_8099632253155620528) { out_8099632253155620528[0] = state[0]; } void H_28(double *state, double *unused, double *out_7168292932672873366) { out_7168292932672873366[0] = 1; out_7168292932672873366[1] = 0; out_7168292932672873366[2] = 0; out_7168292932672873366[3] = 0; out_7168292932672873366[4] = 0; out_7168292932672873366[5] = 0; out_7168292932672873366[6] = 0; out_7168292932672873366[7] = 0; out_7168292932672873366[8] = 0; } void h_31(double *state, double *unused, double *out_5443433296546894286) { out_5443433296546894286[0] = state[8]; } void H_31(double *state, double *unused, double *out_8964574434177160313) { out_8964574434177160313[0] = 0; out_8964574434177160313[1] = 0; out_8964574434177160313[2] = 0; out_8964574434177160313[3] = 0; out_8964574434177160313[4] = 0; out_8964574434177160313[5] = 0; out_8964574434177160313[6] = 0; out_8964574434177160313[7] = 0; out_8964574434177160313[8] = 1; } #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 car_update_25(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<1, 3, 0>(in_x, in_P, h_25, H_25, NULL, in_z, in_R, in_ea, MAHA_THRESH_25); } void car_update_24(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<2, 3, 0>(in_x, in_P, h_24, H_24, NULL, in_z, in_R, in_ea, MAHA_THRESH_24); } void car_update_30(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<1, 3, 0>(in_x, in_P, h_30, H_30, NULL, in_z, in_R, in_ea, MAHA_THRESH_30); } void car_update_26(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<1, 3, 0>(in_x, in_P, h_26, H_26, NULL, in_z, in_R, in_ea, MAHA_THRESH_26); } void car_update_27(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<1, 3, 0>(in_x, in_P, h_27, H_27, NULL, in_z, in_R, in_ea, MAHA_THRESH_27); } void car_update_29(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<1, 3, 0>(in_x, in_P, h_29, H_29, NULL, in_z, in_R, in_ea, MAHA_THRESH_29); } void car_update_28(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<1, 3, 0>(in_x, in_P, h_28, H_28, NULL, in_z, in_R, in_ea, MAHA_THRESH_28); } void car_update_31(double *in_x, double *in_P, double *in_z, double *in_R, double *in_ea) { update<1, 3, 0>(in_x, in_P, h_31, H_31, NULL, in_z, in_R, in_ea, MAHA_THRESH_31); } void car_err_fun(double *nom_x, double *delta_x, double *out_4317163891516196670) { err_fun(nom_x, delta_x, out_4317163891516196670); } void car_inv_err_fun(double *nom_x, double *true_x, double *out_8278424519720112087) { inv_err_fun(nom_x, true_x, out_8278424519720112087); } void car_H_mod_fun(double *state, double *out_319627375497114494) { H_mod_fun(state, out_319627375497114494); } void car_f_fun(double *state, double dt, double *out_6613977481805234540) { f_fun(state, dt, out_6613977481805234540); } void car_F_fun(double *state, double dt, double *out_3393066705725541618) { F_fun(state, dt, out_3393066705725541618); } void car_h_25(double *state, double *unused, double *out_3694283988136956896) { h_25(state, unused, out_3694283988136956896); } void car_H_25(double *state, double *unused, double *out_8933928472300199885) { H_25(state, unused, out_8933928472300199885); } void car_h_24(double *state, double *unused, double *out_878940354647202481) { h_24(state, unused, out_878940354647202481); } void car_H_24(double *state, double *unused, double *out_7287107817430483169) { H_24(state, unused, out_7287107817430483169); } void car_h_30(double *state, double *unused, double *out_9220341424687980009) { h_30(state, unused, out_9220341424687980009); } void car_H_30(double *state, double *unused, double *out_2596125259917734976) { H_30(state, unused, out_2596125259917734976); } void car_h_26(double *state, double *unused, double *out_4022405810528928524) { h_26(state, unused, out_4022405810528928524); } void car_H_26(double *state, double *unused, double *out_5192425153426143661) { H_26(state, unused, out_5192425153426143661); } void car_h_27(double *state, double *unused, double *out_4139954033073310033) { h_27(state, unused, out_4139954033073310033); } void car_H_27(double *state, double *unused, double *out_4770888571718159887) { H_27(state, unused, out_4770888571718159887); } void car_h_29(double *state, double *unused, double *out_6621997328212873956) { h_29(state, unused, out_6621997328212873956); } void car_H_29(double *state, double *unused, double *out_2085893915603342792) { H_29(state, unused, out_2085893915603342792); } void car_h_28(double *state, double *unused, double *out_8099632253155620528) { h_28(state, unused, out_8099632253155620528); } void car_H_28(double *state, double *unused, double *out_7168292932672873366) { H_28(state, unused, out_7168292932672873366); } void car_h_31(double *state, double *unused, double *out_5443433296546894286) { h_31(state, unused, out_5443433296546894286); } void car_H_31(double *state, double *unused, double *out_8964574434177160313) { H_31(state, unused, out_8964574434177160313); } void car_predict(double *in_x, double *in_P, double *in_Q, double dt) { predict(in_x, in_P, in_Q, dt); } void car_set_mass(double x) { set_mass(x); } void car_set_rotational_inertia(double x) { set_rotational_inertia(x); } void car_set_center_to_front(double x) { set_center_to_front(x); } void car_set_center_to_rear(double x) { set_center_to_rear(x); } void car_set_stiffness_front(double x) { set_stiffness_front(x); } void car_set_stiffness_rear(double x) { set_stiffness_rear(x); } } const EKF car = { .name = "car", .kinds = { 25, 24, 30, 26, 27, 29, 28, 31 }, .feature_kinds = { }, .f_fun = car_f_fun, .F_fun = car_F_fun, .err_fun = car_err_fun, .inv_err_fun = car_inv_err_fun, .H_mod_fun = car_H_mod_fun, .predict = car_predict, .hs = { { 25, car_h_25 }, { 24, car_h_24 }, { 30, car_h_30 }, { 26, car_h_26 }, { 27, car_h_27 }, { 29, car_h_29 }, { 28, car_h_28 }, { 31, car_h_31 }, }, .Hs = { { 25, car_H_25 }, { 24, car_H_24 }, { 30, car_H_30 }, { 26, car_H_26 }, { 27, car_H_27 }, { 29, car_H_29 }, { 28, car_H_28 }, { 31, car_H_31 }, }, .updates = { { 25, car_update_25 }, { 24, car_update_24 }, { 30, car_update_30 }, { 26, car_update_26 }, { 27, car_update_27 }, { 29, car_update_29 }, { 28, car_update_28 }, { 31, car_update_31 }, }, .Hes = { }, .sets = { { "mass", car_set_mass }, { "rotational_inertia", car_set_rotational_inertia }, { "center_to_front", car_set_center_to_front }, { "center_to_rear", car_set_center_to_rear }, { "stiffness_front", car_set_stiffness_front }, { "stiffness_rear", car_set_stiffness_rear }, }, .extra_routines = { }, }; ekf_lib_init(car)