#include #include #include #include "../../../../../matrix/matrix/math.hpp" typedef matrix::Vector Vector24f; typedef matrix::SquareMatrix SquareMatrix24f; float sq(float in) { return in * in; } int main() { // Compare calculation of observation Jacobian for sympy and matlab generated equations // observation Jacobians float H_YAW[4]; // quaternion inputs must be normalised float q0 = 2.0f * ((float)rand() - 0.5f); float q1 = 2.0f * ((float)rand() - 0.5f); float q2 = 2.0f * ((float)rand() - 0.5f); float q3 = 2.0f * ((float)rand() - 0.5f); const float length = sqrtf(sq(q0) + sq(q1) + sq(q2) + sq(q3)); q0 /= length; q1 /= length; q2 /= length; q3 /= length; // calculate 321 yaw observation matrix using two computational paths to work around singularities // in calculation of the Jacobians. { // This first comparison is for the 321 sequence option A equations that have a singularity when // yaw is at +- 90 deg // perform calculation using sympy generated equations const float SA0 = 2*q3; const float SA1 = 2*q2; const float SA2 = SA0*q0 + SA1*q1; const float SA3 = powf(q0, 2) + powf(q1, 2) - powf(q2, 2) - powf(q3, 2); const float SA4 = powf(SA3, -2); const float SA5 = 1.0F/(powf(SA2, 2)*SA4 + 1); const float SA6 = 1.0F/SA3; const float SA7 = SA2*SA4; const float SA8 = 2*SA7; const float SA9 = 2*SA6; H_YAW[0] = SA5*(SA0*SA6 - SA8*q0); H_YAW[1] = SA5*(SA1*SA6 - SA8*q1); H_YAW[2] = SA5*(SA1*SA7 + SA9*q1); H_YAW[3] = SA5*(SA0*SA7 + SA9*q0); // save output and repeat calculation using legacy matlab generated code float H_YAW_sympy[4]; for (int row=0; row<4; row++) { H_YAW_sympy[row] = H_YAW[row]; } // repeat calculation using matlab generated equations float t9 = q0*q3; float t10 = q1*q2; float t2 = t9+t10; float t3 = q0*q0; float t4 = q1*q1; float t5 = q2*q2; float t6 = q3*q3; float t7 = t3+t4-t5-t6; float t16 = q3*t3; float t17 = q3*t5; float t18 = q0*q1*q2*2.0f; float t19 = t16+t17+t18-q3*t4+q3*t6; float t24 = q2*t4; float t25 = q2*t6; float t26 = q0*q1*q3*2.0f; float t27 = t24+t25+t26-q2*t3+q2*t5; float t28 = q1*t3; float t29 = q1*t5; float t30 = q0*q2*q3*2.0f; float t31 = t28+t29+t30+q1*t4-q1*t6; float t32 = q0*t4; float t33 = q0*t6; float t34 = q1*q2*q3*2.0f; float t35 = t32+t33+t34+q0*t3-q0*t5; float t8 = t7*t7; t8 = 1.0f/t8; float t11 = t2*t2; float t12 = t8*t11*4.0f; float t13 = t12+1.0f; float t14 = 1.0f/t13; H_YAW[0] = t8*t14*t19*(-2.0f); H_YAW[1] = t8*t14*t27*(-2.0f); H_YAW[2] = t8*t14*t31*2.0f; H_YAW[3] = t8*t14*t35*2.0f; // find largest difference as a fraction of the matlab value float max_diff_fraction = 0.0f; int max_row; float max_old, max_new; for (int row=0; row<4; row++) { float diff_fraction = fabsf(H_YAW_sympy[row] - H_YAW[row]) / fabsf(H_YAW[row]); if (diff_fraction > max_diff_fraction) { max_diff_fraction = diff_fraction; max_row = row; max_old = H_YAW[row]; max_new = H_YAW_sympy[row]; } } if (max_diff_fraction > 1E-5f) { printf("Fail: 321 yaw option A Hfusion max diff fraction = %e , old = %e , new = %e , location index = %i\n",max_diff_fraction, max_old, max_new, max_row); } else { printf("Pass: 321 yaw option A Hfusion max diff fraction = %e\n",max_diff_fraction); } // This second comparison for the 321 sequence option B equations that have a singularity when // yaw is at 0 and +-190 deg // perform calculation using sympy generated equations const float SB0 = 2*q0; const float SB1 = 2*q1; const float SB2 = SB0*q3 + SB1*q2; const float SB3 = powf(SB2, -2); const float SB4 = powf(q0, 2) + powf(q1, 2) - powf(q2, 2) - powf(q3, 2); const float SB5 = 1.0F/(SB3*powf(SB4, 2) + 1); const float SB6 = 1.0F/SB2; const float SB7 = SB3*SB4; const float SB8 = 2*SB7; const float SB9 = 2*SB6; H_YAW[0] = -SB5*(SB0*SB6 - SB8*q3); H_YAW[1] = -SB5*(SB1*SB6 - SB8*q2); H_YAW[2] = -SB5*(-SB1*SB7 - SB9*q2); H_YAW[3] = -SB5*(-SB0*SB7 - SB9*q3); // save output and repeat calculation using legacy matlab generated code for (int row=0; row<4; row++) { H_YAW_sympy[row] = H_YAW[row]; } float t15 = t2*t2; t15 = 1.0f/t15; float t20 = t7*t7; float t21 = t15*t20*0.25f; float t22 = t21+1.0f; float t23 = 1.0f/t22; H_YAW[0] = t15*t19*t23*(-0.5f); H_YAW[1] = t15*t23*t27*(-0.5f); H_YAW[2] = t15*t23*t31*0.5f; H_YAW[3] = t15*t23*t35*0.5f; // find largest difference as a fraction of the matlab value max_diff_fraction = 0.0f; for (int row=0; row<4; row++) { float diff_fraction = fabsf(H_YAW_sympy[row] - H_YAW[row]) / fabsf(H_YAW[row]); if (diff_fraction > max_diff_fraction) { max_diff_fraction = diff_fraction; max_row = row; max_old = H_YAW[row]; max_new = H_YAW_sympy[row]; } } if (max_diff_fraction > 1E-5f) { printf("Fail: 321 yaw option B Hfusion max diff fraction = %e , old = %e , new = %e , location index = %i\n",max_diff_fraction, max_old, max_new, max_row); } else { printf("Pass: 321 yaw option B Hfusion max diff fraction = %e\n",max_diff_fraction); } } // calculate 312 yaw observation matrix using two computational paths to work around singularities // in calculation of the Jacobians. { // This first comparison is for the 312 sequence option A equations that have a singularity when // yaw is at +- 90 deg // perform calculation using sympy generated equations const float SA0 = 2*q3; const float SA1 = 2*q2; const float SA2 = SA0*q0 - SA1*q1; const float SA3 = powf(q0, 2) - powf(q1, 2) + powf(q2, 2) - powf(q3, 2); const float SA4 = powf(SA3, -2); const float SA5 = 1.0F/(powf(SA2, 2)*SA4 + 1); const float SA6 = 1.0F/SA3; const float SA7 = SA2*SA4; const float SA8 = 2*SA7; const float SA9 = 2*SA6; H_YAW[0] = SA5*(SA0*SA6 - SA8*q0); H_YAW[1] = SA5*(-SA1*SA6 + SA8*q1); H_YAW[2] = SA5*(-SA1*SA7 - SA9*q1); H_YAW[3] = SA5*(SA0*SA7 + SA9*q0); // save output and repeat calculation using legacy matlab generated code float H_YAW_sympy[4]; for (int row=0; row<4; row++) { H_YAW_sympy[row] = H_YAW[row]; } // repeat calculation using matlab generated equations float t9 = q0*q3; float t10 = q1*q2; float t2 = t9-t10; float t3 = q0*q0; float t4 = q1*q1; float t5 = q2*q2; float t6 = q3*q3; float t7 = t3-t4+t5-t6; float t16 = q3*t3; float t17 = q3*t4; float t18 = t16+t17-q3*t5+q3*t6-q0*q1*q2*2.0f; float t23 = q2*t3; float t24 = q2*t4; float t25 = t23+t24+q2*t5-q2*t6-q0*q1*q3*2.0f; float t26 = q1*t5; float t27 = q1*t6; float t28 = t26+t27-q1*t3+q1*t4-q0*q2*q3*2.0f; float t29 = q0*t5; float t30 = q0*t6; float t31 = t29+t30+q0*t3-q0*t4-q1*q2*q3*2.0f; float t8 = t7*t7; float t15 = t2*t2; t8 = 1.0f/t8; float t11 = t2*t2; float t12 = t8*t11*4.0f; float t13 = t12+1.0f; float t14 = 1.0f/t13; H_YAW[0] = t8*t14*t18*(-2.0f); H_YAW[1] = t8*t14*t25*(-2.0f); H_YAW[2] = t8*t14*t28*2.0f; H_YAW[3] = t8*t14*t31*2.0f; // find largest difference as a fraction of the matlab value float max_diff_fraction = 0.0f; int max_row; float max_old, max_new; for (int row=0; row<4; row++) { float diff_fraction = fabsf(H_YAW_sympy[row] - H_YAW[row]) / fabsf(H_YAW[row]); if (diff_fraction > max_diff_fraction) { max_diff_fraction = diff_fraction; max_row = row; max_old = H_YAW[row]; max_new = H_YAW_sympy[row]; } } if (max_diff_fraction > 1E-5f) { printf("Fail: 312 yaw option A Hfusion max diff fraction = %e , old = %e , new = %e , location index = %i\n",max_diff_fraction, max_old, max_new, max_row); } else { printf("Pass: 312 yaw option A Hfusion max diff fraction = %e\n",max_diff_fraction); } // This second comparison for the 321 sequence option B equations that have a singularity when // yaw is at 0 and +-190 deg // perform calculation using sympy generated equations const float SB0 = 2*q0; const float SB1 = 2*q1; const float SB2 = -SB0*q3 + SB1*q2; const float SB3 = powf(SB2, -2); const float SB4 = -powf(q0, 2) + powf(q1, 2) - powf(q2, 2) + powf(q3, 2); const float SB5 = 1.0F/(SB3*powf(SB4, 2) + 1); const float SB6 = 1.0F/SB2; const float SB7 = SB3*SB4; const float SB8 = 2*SB7; const float SB9 = 2*SB6; H_YAW[0] = -SB5*(-SB0*SB6 + SB8*q3); H_YAW[1] = -SB5*(SB1*SB6 - SB8*q2); H_YAW[2] = -SB5*(-SB1*SB7 - SB9*q2); H_YAW[3] = -SB5*(SB0*SB7 + SB9*q3); // save output and repeat calculation using legacy matlab generated code for (int row=0; row<4; row++) { H_YAW_sympy[row] = H_YAW[row]; } t15 = 1.0f/t15; float t19 = t7*t7; float t20 = t15*t19*0.25f; float t21 = t20+1.0f; float t22 = 1.0f/t21; H_YAW[0] = t15*t18*t22*(-0.5f); H_YAW[1] = t15*t22*t25*(-0.5f); H_YAW[2] = t15*t22*t28*0.5f; H_YAW[3] = t15*t22*t31*0.5f; // find largest difference as a fraction of the matlab value max_diff_fraction = 0.0f; for (int row=0; row<4; row++) { float diff_fraction = fabsf(H_YAW_sympy[row] - H_YAW[row]) / fabsf(H_YAW[row]); if (diff_fraction > max_diff_fraction) { max_diff_fraction = diff_fraction; max_row = row; max_old = H_YAW[row]; max_new = H_YAW_sympy[row]; } } if (max_diff_fraction > 1E-5f) { printf("Fail: 312 yaw option B Hfusion max diff fraction = %e , old = %e , new = %e , location index = %i\n",max_diff_fraction, max_old, max_new, max_row); } else { printf("Pass: 312 yaw option B Hfusion max diff fraction = %e\n",max_diff_fraction); } } return 0; }