#include #include #include "selfdrive/common/modeldata.h" #define deg2rad(d) (d/180.0*M_PI) using namespace std; int main( ) { USING_NAMESPACE_ACADO DifferentialEquation f; DifferentialState xx; // x position DifferentialState yy; // y position DifferentialState psi; // vehicle heading DifferentialState curvature; OnlineData v_ego; OnlineData rotation_radius; Control curvature_rate; // Equations of motion f << dot(xx) == v_ego * cos(psi); f << dot(yy) == v_ego * sin(psi); // disable rotation radius for now //f << dot(xx) == v_ego * cos(psi) - rotation_radius * sin(psi) * (v_ego * curvature); //f << dot(yy) == v_ego * sin(psi) + rotation_radius * cos(psi) * (v_ego * curvature); f << dot(psi) == v_ego * curvature; f << dot(curvature) == curvature_rate; // Running cost Function h; // Distance errors h << yy; // Heading error h << (v_ego + 5.0 ) * psi; // Angular rate error h << (v_ego + 5.0) * 4 * curvature_rate; BMatrix Q(3,3); Q.setAll(true); // Q(0,0) = 1.0; // Q(1,1) = 1.0; // Q(2,2) = 1.0; // Q(3,3) = 1.0; // Q(4,4) = 2.0; // Terminal cost Function hN; // Distance errors hN << yy; // Heading errors hN << (2.0 * v_ego + 5.0 ) * psi; BMatrix QN(2,2); QN.setAll(true); // QN(0,0) = 1.0; // QN(1,1) = 1.0; // QN(2,2) = 1.0; // QN(3,3) = 1.0; double T_IDXS_ARR[LAT_MPC_N + 1]; memcpy(T_IDXS_ARR, T_IDXS, (LAT_MPC_N + 1) * sizeof(double)); Grid times(LAT_MPC_N + 1, T_IDXS_ARR); OCP ocp(times); ocp.subjectTo(f); ocp.minimizeLSQ(Q, h); ocp.minimizeLSQEndTerm(QN, hN); // car can't go backward to avoid "circles" ocp.subjectTo( deg2rad(-90) <= psi <= deg2rad(90)); // more than absolute max steer angle ocp.subjectTo( deg2rad(-50) <= curvature <= deg2rad(50)); ocp.setNOD(2); OCPexport mpc(ocp); mpc.set( HESSIAN_APPROXIMATION, GAUSS_NEWTON ); mpc.set( DISCRETIZATION_TYPE, MULTIPLE_SHOOTING ); mpc.set( INTEGRATOR_TYPE, INT_RK4 ); mpc.set( NUM_INTEGRATOR_STEPS, 1000); mpc.set( MAX_NUM_QP_ITERATIONS, 50); mpc.set( CG_USE_VARIABLE_WEIGHTING_MATRIX, YES); mpc.set( SPARSE_QP_SOLUTION, CONDENSING ); mpc.set( QP_SOLVER, QP_QPOASES ); mpc.set( HOTSTART_QP, YES ); mpc.set( GENERATE_TEST_FILE, NO); mpc.set( GENERATE_MAKE_FILE, NO ); mpc.set( GENERATE_MATLAB_INTERFACE, NO ); mpc.set( GENERATE_SIMULINK_INTERFACE, NO ); if (mpc.exportCode( "lib_mpc_export" ) != SUCCESSFUL_RETURN) exit( EXIT_FAILURE ); mpc.printDimensionsQP( ); return EXIT_SUCCESS; }