#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 1.9 * * * * 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_1694732445564659799) { out_1694732445564659799[0] = delta_x[0] + nom_x[0]; out_1694732445564659799[1] = delta_x[1] + nom_x[1]; out_1694732445564659799[2] = delta_x[2] + nom_x[2]; out_1694732445564659799[3] = delta_x[3] + nom_x[3]; out_1694732445564659799[4] = delta_x[4] + nom_x[4]; out_1694732445564659799[5] = delta_x[5] + nom_x[5]; out_1694732445564659799[6] = delta_x[6] + nom_x[6]; out_1694732445564659799[7] = delta_x[7] + nom_x[7]; out_1694732445564659799[8] = delta_x[8] + nom_x[8]; } void inv_err_fun(double *nom_x, double *true_x, double *out_425293828362209991) { out_425293828362209991[0] = -nom_x[0] + true_x[0]; out_425293828362209991[1] = -nom_x[1] + true_x[1]; out_425293828362209991[2] = -nom_x[2] + true_x[2]; out_425293828362209991[3] = -nom_x[3] + true_x[3]; out_425293828362209991[4] = -nom_x[4] + true_x[4]; out_425293828362209991[5] = -nom_x[5] + true_x[5]; out_425293828362209991[6] = -nom_x[6] + true_x[6]; out_425293828362209991[7] = -nom_x[7] + true_x[7]; out_425293828362209991[8] = -nom_x[8] + true_x[8]; } void H_mod_fun(double *state, double *out_7930286674743613659) { out_7930286674743613659[0] = 1.0; out_7930286674743613659[1] = 0; out_7930286674743613659[2] = 0; out_7930286674743613659[3] = 0; out_7930286674743613659[4] = 0; out_7930286674743613659[5] = 0; out_7930286674743613659[6] = 0; out_7930286674743613659[7] = 0; out_7930286674743613659[8] = 0; out_7930286674743613659[9] = 0; out_7930286674743613659[10] = 1.0; out_7930286674743613659[11] = 0; out_7930286674743613659[12] = 0; out_7930286674743613659[13] = 0; out_7930286674743613659[14] = 0; out_7930286674743613659[15] = 0; out_7930286674743613659[16] = 0; out_7930286674743613659[17] = 0; out_7930286674743613659[18] = 0; out_7930286674743613659[19] = 0; out_7930286674743613659[20] = 1.0; out_7930286674743613659[21] = 0; out_7930286674743613659[22] = 0; out_7930286674743613659[23] = 0; out_7930286674743613659[24] = 0; out_7930286674743613659[25] = 0; out_7930286674743613659[26] = 0; out_7930286674743613659[27] = 0; out_7930286674743613659[28] = 0; out_7930286674743613659[29] = 0; out_7930286674743613659[30] = 1.0; out_7930286674743613659[31] = 0; out_7930286674743613659[32] = 0; out_7930286674743613659[33] = 0; out_7930286674743613659[34] = 0; out_7930286674743613659[35] = 0; out_7930286674743613659[36] = 0; out_7930286674743613659[37] = 0; out_7930286674743613659[38] = 0; out_7930286674743613659[39] = 0; out_7930286674743613659[40] = 1.0; out_7930286674743613659[41] = 0; out_7930286674743613659[42] = 0; out_7930286674743613659[43] = 0; out_7930286674743613659[44] = 0; out_7930286674743613659[45] = 0; out_7930286674743613659[46] = 0; out_7930286674743613659[47] = 0; out_7930286674743613659[48] = 0; out_7930286674743613659[49] = 0; out_7930286674743613659[50] = 1.0; out_7930286674743613659[51] = 0; out_7930286674743613659[52] = 0; out_7930286674743613659[53] = 0; out_7930286674743613659[54] = 0; out_7930286674743613659[55] = 0; out_7930286674743613659[56] = 0; out_7930286674743613659[57] = 0; out_7930286674743613659[58] = 0; out_7930286674743613659[59] = 0; out_7930286674743613659[60] = 1.0; out_7930286674743613659[61] = 0; out_7930286674743613659[62] = 0; out_7930286674743613659[63] = 0; out_7930286674743613659[64] = 0; out_7930286674743613659[65] = 0; out_7930286674743613659[66] = 0; out_7930286674743613659[67] = 0; out_7930286674743613659[68] = 0; out_7930286674743613659[69] = 0; out_7930286674743613659[70] = 1.0; out_7930286674743613659[71] = 0; out_7930286674743613659[72] = 0; out_7930286674743613659[73] = 0; out_7930286674743613659[74] = 0; out_7930286674743613659[75] = 0; out_7930286674743613659[76] = 0; out_7930286674743613659[77] = 0; out_7930286674743613659[78] = 0; out_7930286674743613659[79] = 0; out_7930286674743613659[80] = 1.0; } void f_fun(double *state, double dt, double *out_4344037338675685761) { out_4344037338675685761[0] = state[0]; out_4344037338675685761[1] = state[1]; out_4344037338675685761[2] = state[2]; out_4344037338675685761[3] = state[3]; out_4344037338675685761[4] = state[4]; out_4344037338675685761[5] = dt*((-state[4] + (-center_to_front*stiffness_front*state[0] + center_to_rear*stiffness_rear*state[0])/(mass*state[4]))*state[6] - 9.8000000000000007*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_4344037338675685761[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_4344037338675685761[7] = state[7]; out_4344037338675685761[8] = state[8]; } void F_fun(double *state, double dt, double *out_5293371990253890476) { out_5293371990253890476[0] = 1; out_5293371990253890476[1] = 0; out_5293371990253890476[2] = 0; out_5293371990253890476[3] = 0; out_5293371990253890476[4] = 0; out_5293371990253890476[5] = 0; out_5293371990253890476[6] = 0; out_5293371990253890476[7] = 0; out_5293371990253890476[8] = 0; out_5293371990253890476[9] = 0; out_5293371990253890476[10] = 1; out_5293371990253890476[11] = 0; out_5293371990253890476[12] = 0; out_5293371990253890476[13] = 0; out_5293371990253890476[14] = 0; out_5293371990253890476[15] = 0; out_5293371990253890476[16] = 0; out_5293371990253890476[17] = 0; out_5293371990253890476[18] = 0; out_5293371990253890476[19] = 0; out_5293371990253890476[20] = 1; out_5293371990253890476[21] = 0; out_5293371990253890476[22] = 0; out_5293371990253890476[23] = 0; out_5293371990253890476[24] = 0; out_5293371990253890476[25] = 0; out_5293371990253890476[26] = 0; out_5293371990253890476[27] = 0; out_5293371990253890476[28] = 0; out_5293371990253890476[29] = 0; out_5293371990253890476[30] = 1; out_5293371990253890476[31] = 0; out_5293371990253890476[32] = 0; out_5293371990253890476[33] = 0; out_5293371990253890476[34] = 0; out_5293371990253890476[35] = 0; out_5293371990253890476[36] = 0; out_5293371990253890476[37] = 0; out_5293371990253890476[38] = 0; out_5293371990253890476[39] = 0; out_5293371990253890476[40] = 1; out_5293371990253890476[41] = 0; out_5293371990253890476[42] = 0; out_5293371990253890476[43] = 0; out_5293371990253890476[44] = 0; out_5293371990253890476[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_5293371990253890476[46] = -dt*stiffness_front*(-state[2] - state[3] + state[7])*state[0]/(mass*pow(state[1], 2)); out_5293371990253890476[47] = -dt*stiffness_front*state[0]/(mass*state[1]); out_5293371990253890476[48] = -dt*stiffness_front*state[0]/(mass*state[1]); out_5293371990253890476[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_5293371990253890476[50] = dt*(-stiffness_front*state[0] - stiffness_rear*state[0])/(mass*state[4]) + 1; out_5293371990253890476[51] = dt*(-state[4] + (-center_to_front*stiffness_front*state[0] + center_to_rear*stiffness_rear*state[0])/(mass*state[4])); out_5293371990253890476[52] = dt*stiffness_front*state[0]/(mass*state[1]); out_5293371990253890476[53] = -9.8000000000000007*dt; out_5293371990253890476[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_5293371990253890476[55] = -center_to_front*dt*stiffness_front*(-state[2] - state[3] + state[7])*state[0]/(rotational_inertia*pow(state[1], 2)); out_5293371990253890476[56] = -center_to_front*dt*stiffness_front*state[0]/(rotational_inertia*state[1]); out_5293371990253890476[57] = -center_to_front*dt*stiffness_front*state[0]/(rotational_inertia*state[1]); out_5293371990253890476[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_5293371990253890476[59] = dt*(-center_to_front*stiffness_front*state[0] + center_to_rear*stiffness_rear*state[0])/(rotational_inertia*state[4]); out_5293371990253890476[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_5293371990253890476[61] = center_to_front*dt*stiffness_front*state[0]/(rotational_inertia*state[1]); out_5293371990253890476[62] = 0; out_5293371990253890476[63] = 0; out_5293371990253890476[64] = 0; out_5293371990253890476[65] = 0; out_5293371990253890476[66] = 0; out_5293371990253890476[67] = 0; out_5293371990253890476[68] = 0; out_5293371990253890476[69] = 0; out_5293371990253890476[70] = 1; out_5293371990253890476[71] = 0; out_5293371990253890476[72] = 0; out_5293371990253890476[73] = 0; out_5293371990253890476[74] = 0; out_5293371990253890476[75] = 0; out_5293371990253890476[76] = 0; out_5293371990253890476[77] = 0; out_5293371990253890476[78] = 0; out_5293371990253890476[79] = 0; out_5293371990253890476[80] = 1; } void h_25(double *state, double *unused, double *out_6157449178476545177) { out_6157449178476545177[0] = state[6]; } void H_25(double *state, double *unused, double *out_2441201791329547719) { out_2441201791329547719[0] = 0; out_2441201791329547719[1] = 0; out_2441201791329547719[2] = 0; out_2441201791329547719[3] = 0; out_2441201791329547719[4] = 0; out_2441201791329547719[5] = 0; out_2441201791329547719[6] = 1; out_2441201791329547719[7] = 0; out_2441201791329547719[8] = 0; } void h_24(double *state, double *unused, double *out_7099854435825100532) { out_7099854435825100532[0] = state[4]; out_7099854435825100532[1] = state[5]; } void H_24(double *state, double *unused, double *out_8562867689391287577) { out_8562867689391287577[0] = 0; out_8562867689391287577[1] = 0; out_8562867689391287577[2] = 0; out_8562867689391287577[3] = 0; out_8562867689391287577[4] = 1; out_8562867689391287577[5] = 0; out_8562867689391287577[6] = 0; out_8562867689391287577[7] = 0; out_8562867689391287577[8] = 0; out_8562867689391287577[9] = 0; out_8562867689391287577[10] = 0; out_8562867689391287577[11] = 0; out_8562867689391287577[12] = 0; out_8562867689391287577[13] = 0; out_8562867689391287577[14] = 1; out_8562867689391287577[15] = 0; out_8562867689391287577[16] = 0; out_8562867689391287577[17] = 0; } void h_30(double *state, double *unused, double *out_8651845366978984089) { out_8651845366978984089[0] = state[4]; } void H_30(double *state, double *unused, double *out_77131167177700908) { out_77131167177700908[0] = 0; out_77131167177700908[1] = 0; out_77131167177700908[2] = 0; out_77131167177700908[3] = 0; out_77131167177700908[4] = 1; out_77131167177700908[5] = 0; out_77131167177700908[6] = 0; out_77131167177700908[7] = 0; out_77131167177700908[8] = 0; } void h_26(double *state, double *unused, double *out_7484101565902842352) { out_7484101565902842352[0] = state[7]; } void H_26(double *state, double *unused, double *out_6182705110203603943) { out_6182705110203603943[0] = 0; out_6182705110203603943[1] = 0; out_6182705110203603943[2] = 0; out_6182705110203603943[3] = 0; out_6182705110203603943[4] = 0; out_6182705110203603943[5] = 0; out_6182705110203603943[6] = 0; out_6182705110203603943[7] = 1; out_6182705110203603943[8] = 0; } void h_27(double *state, double *unused, double *out_3701132213428165031) { out_3701132213428165031[0] = state[3]; } void H_27(double *state, double *unused, double *out_9143661433257580828) { out_9143661433257580828[0] = 0; out_9143661433257580828[1] = 0; out_9143661433257580828[2] = 0; out_9143661433257580828[3] = 1; out_9143661433257580828[4] = 0; out_9143661433257580828[5] = 0; out_9143661433257580828[6] = 0; out_9143661433257580828[7] = 0; out_9143661433257580828[8] = 0; } void h_29(double *state, double *unused, double *out_3425938151143659142) { out_3425938151143659142[0] = state[1]; } void H_29(double *state, double *unused, double *out_6458666777142763733) { out_6458666777142763733[0] = 0; out_6458666777142763733[1] = 1; out_6458666777142763733[2] = 0; out_6458666777142763733[3] = 0; out_6458666777142763733[4] = 0; out_6458666777142763733[5] = 0; out_6458666777142763733[6] = 0; out_6458666777142763733[7] = 0; out_6458666777142763733[8] = 0; } void h_28(double *state, double *unused, double *out_6305537534236862682) { out_6305537534236862682[0] = state[0]; } void H_28(double *state, double *unused, double *out_4495036505577437482) { out_4495036505577437482[0] = 1; out_4495036505577437482[1] = 0; out_4495036505577437482[2] = 0; out_4495036505577437482[3] = 0; out_4495036505577437482[4] = 0; out_4495036505577437482[5] = 0; out_4495036505577437482[6] = 0; out_4495036505577437482[7] = 0; out_4495036505577437482[8] = 0; } void h_31(double *state, double *unused, double *out_206144799825270684) { out_206144799825270684[0] = state[8]; } void H_31(double *state, double *unused, double *out_6808913212436955419) { out_6808913212436955419[0] = 0; out_6808913212436955419[1] = 0; out_6808913212436955419[2] = 0; out_6808913212436955419[3] = 0; out_6808913212436955419[4] = 0; out_6808913212436955419[5] = 0; out_6808913212436955419[6] = 0; out_6808913212436955419[7] = 0; out_6808913212436955419[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_1694732445564659799) { err_fun(nom_x, delta_x, out_1694732445564659799); } void car_inv_err_fun(double *nom_x, double *true_x, double *out_425293828362209991) { inv_err_fun(nom_x, true_x, out_425293828362209991); } void car_H_mod_fun(double *state, double *out_7930286674743613659) { H_mod_fun(state, out_7930286674743613659); } void car_f_fun(double *state, double dt, double *out_4344037338675685761) { f_fun(state, dt, out_4344037338675685761); } void car_F_fun(double *state, double dt, double *out_5293371990253890476) { F_fun(state, dt, out_5293371990253890476); } void car_h_25(double *state, double *unused, double *out_6157449178476545177) { h_25(state, unused, out_6157449178476545177); } void car_H_25(double *state, double *unused, double *out_2441201791329547719) { H_25(state, unused, out_2441201791329547719); } void car_h_24(double *state, double *unused, double *out_7099854435825100532) { h_24(state, unused, out_7099854435825100532); } void car_H_24(double *state, double *unused, double *out_8562867689391287577) { H_24(state, unused, out_8562867689391287577); } void car_h_30(double *state, double *unused, double *out_8651845366978984089) { h_30(state, unused, out_8651845366978984089); } void car_H_30(double *state, double *unused, double *out_77131167177700908) { H_30(state, unused, out_77131167177700908); } void car_h_26(double *state, double *unused, double *out_7484101565902842352) { h_26(state, unused, out_7484101565902842352); } void car_H_26(double *state, double *unused, double *out_6182705110203603943) { H_26(state, unused, out_6182705110203603943); } void car_h_27(double *state, double *unused, double *out_3701132213428165031) { h_27(state, unused, out_3701132213428165031); } void car_H_27(double *state, double *unused, double *out_9143661433257580828) { H_27(state, unused, out_9143661433257580828); } void car_h_29(double *state, double *unused, double *out_3425938151143659142) { h_29(state, unused, out_3425938151143659142); } void car_H_29(double *state, double *unused, double *out_6458666777142763733) { H_29(state, unused, out_6458666777142763733); } void car_h_28(double *state, double *unused, double *out_6305537534236862682) { h_28(state, unused, out_6305537534236862682); } void car_H_28(double *state, double *unused, double *out_4495036505577437482) { H_28(state, unused, out_4495036505577437482); } void car_h_31(double *state, double *unused, double *out_206144799825270684) { h_31(state, unused, out_206144799825270684); } void car_H_31(double *state, double *unused, double *out_6808913212436955419) { H_31(state, unused, out_6808913212436955419); } 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_init(car);