[258] | 1 | /*! |
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| 2 | \file |
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| 3 | \brief DataSource for experiments with realistic simulator of the PMSM model |
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| 4 | \author Vaclav Smidl. |
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| 5 | |
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| 6 | ----------------------------------- |
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| 7 | BDM++ - C++ library for Bayesian Decision Making under Uncertainty |
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| 8 | |
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| 9 | Using IT++ for numerical operations |
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| 10 | ----------------------------------- |
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| 11 | */ |
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| 12 | |
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[1243] | 13 | #ifndef PMSM_DS |
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| 14 | #define PMSM_DS |
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| 15 | |
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[654] | 16 | #include <base/loggers.h> |
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[384] | 17 | #include <estim/kalman.h> |
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[349] | 18 | #include "simulator_zdenek/simulator.h" |
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[258] | 19 | #include "pmsm.h" |
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| 20 | |
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[366] | 21 | using namespace bdm; |
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| 22 | |
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[258] | 23 | //! Simulator of PMSM machine with predefined profile on omega |
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[357] | 24 | class pmsmDS : public DS |
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| 25 | { |
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[871] | 26 | LOG_LEVEL(pmsmDS,logvoltage); |
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[258] | 27 | |
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| 28 | protected: |
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[897] | 29 | //! indices of logged variables |
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[357] | 30 | int L_x, L_ou, L_oy, L_iu, L_optu; |
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| 31 | //! Setpoints of omega in timespans given by dt_prof |
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| 32 | vec profileWw; |
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| 33 | //! Setpoints of Mz in timespans given by dt_prof |
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| 34 | vec profileMz; |
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| 35 | //! time-step for profiles |
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| 36 | double dt_prof; |
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| 37 | //! Number of miliseconds per discrete time step |
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[871] | 38 | int Dt; |
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[258] | 39 | public: |
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[357] | 40 | //! Constructor with fixed sampling period |
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[686] | 41 | pmsmDS () : DS() |
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[357] | 42 | { |
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| 43 | Dt=125; |
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[895] | 44 | Drv=RV ( "{o_ua o_ub o_ia o_ib t_ua t_ub o_om o_th Mz }" ); |
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| 45 | dtsize = Drv._dsize(); |
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[357] | 46 | } |
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| 47 | void set_parameters ( double Rs0, double Ls0, double Fmag0, double Bf0, double p0, double kp0, double J0, double Uc0, double DT0, double dt0 ) |
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| 48 | { |
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| 49 | pmsmsim_set_parameters ( Rs0, Ls0, Fmag0, Bf0, p0, kp0, J0, Uc0, DT0, dt0 ); |
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| 50 | } |
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[871] | 51 | |
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| 52 | void getdata ( vec &dt ) const |
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[357] | 53 | { |
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| 54 | dt.set_subvector(0,vec ( KalmanObs,6 )); |
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[1345] | 55 | // add measurement noise |
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[1377] | 56 | dt(2) += (0.02*randun()-0.01); |
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| 57 | dt(3) += (0.02*randun()-0.01); |
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[1345] | 58 | |
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| 59 | // true values |
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[357] | 60 | dt(6)=x[2]; |
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| 61 | dt(7)=x[3]; |
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| 62 | dt(8)=x[8]; |
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| 63 | } |
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| 64 | void write ( vec &ut ) {} |
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[258] | 65 | |
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[357] | 66 | void step() |
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| 67 | { |
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| 68 | static int ind=0; |
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| 69 | static double dW; // increase of W |
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| 70 | static double Ww; // W |
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| 71 | static double Mz; // W |
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| 72 | if ( t>=dt_prof*ind ) |
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| 73 | { |
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| 74 | ind++; |
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| 75 | // check omega profile and set dW |
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[654] | 76 | if ( ind <2 && profileWw.length() ==1 ) |
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| 77 | { |
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| 78 | Ww=profileWw ( 0 ); |
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| 79 | dW=0.0; |
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| 80 | } |
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| 81 | if ( ind<profileWw.length() ) |
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[357] | 82 | { |
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| 83 | dW = profileWw ( ind )-profileWw ( ind-1 ); |
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| 84 | dW *=125e-6/dt_prof; |
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| 85 | } |
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| 86 | else |
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| 87 | { |
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| 88 | dW = 0; |
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| 89 | } |
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| 90 | // Check Mz profile and set Mz |
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| 91 | if ( ind<profileMz.length() ) |
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| 92 | { |
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| 93 | //sudden increase |
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| 94 | Mz = profileMz(ind); |
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| 95 | } |
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| 96 | else |
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| 97 | { |
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| 98 | Mz = 0; |
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| 99 | } |
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| 100 | } |
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| 101 | Ww += dW; |
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| 102 | //Simulate Dt seconds! |
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| 103 | for ( int i=0; i<Dt; i++ ) |
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| 104 | { |
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| 105 | pmsmsim_step ( Ww , Mz); |
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| 106 | } |
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[326] | 107 | // for ( int i=0;i<Dt;i++ ) { pmsmsim_noreg_step ( Ww , Mz);} |
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[332] | 108 | |
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[357] | 109 | //discretization |
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[1198] | 110 | /* double ustep=1.2; |
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[357] | 111 | KalmanObs [ 0 ] = ustep*itpp::round( KalmanObs [ 0 ]/ ustep) ; |
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[1198] | 112 | KalmanObs [ 1 ] = ustep*itpp::round(KalmanObs [ 1 ]/ ustep);*/ |
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| 113 | // double istep=0.085; |
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| 114 | // KalmanObs [ 2 ] = istep*itpp::round( KalmanObs [ 2 ]/ istep) ; |
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| 115 | // KalmanObs [ 3 ] = istep*itpp::round(KalmanObs [ 3 ]/ istep); |
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[258] | 116 | |
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[357] | 117 | }; |
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[258] | 118 | |
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[1153] | 119 | void log_register ( logger &L , const string &prefix) |
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[357] | 120 | { |
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[1153] | 121 | DS::log_register ( L, prefix ); |
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| 122 | |
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| 123 | // log differences |
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[871] | 124 | if ( log_level[logvoltage] ) |
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[357] | 125 | { |
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[1243] | 126 | L.add_vector ( log_level, logvoltage, RV("{ua, ub }"), "model" ); |
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[357] | 127 | } |
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| 128 | } |
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[280] | 129 | |
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[676] | 130 | void log_write ( logger &L ) |
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[357] | 131 | { |
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[871] | 132 | if ( log_level[logvoltage] ) |
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[357] | 133 | { |
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| 134 | double sq3=sqrt ( 3.0 ); |
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| 135 | double ua,ub; |
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| 136 | double i1=x[0]; |
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| 137 | double i2=0.5* ( -i1+sq3*x[1] ); |
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| 138 | double i3=0.5* ( -i1-sq3*x[1] ); |
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| 139 | double u1=KalmanObs[0]; |
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| 140 | double u2=0.5* ( -u1+sq3*KalmanObs[1] ); |
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| 141 | double u3=0.5* ( -u1-sq3*KalmanObs[1] ); |
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[258] | 142 | |
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[357] | 143 | double du1=1.4* ( double ( i1>0.3 ) - double ( i1<-0.3 ) ) +0.2*i1; |
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| 144 | double du2=1.4* ( double ( i2>0.3 ) - double ( i2<-0.3 ) ) +0.2*i2; |
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| 145 | double du3=1.4* ( double ( i3>0.3 ) - double ( i3<-0.3 ) ) +0.2*i3; |
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| 146 | ua = ( 2.0* ( u1-du1 )- ( u2-du2 )- ( u3-du3 ) ) /3.0; |
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| 147 | ub = ( ( u2-du2 )- ( u3-du3 ) ) /sq3; |
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[1153] | 148 | log_level.store( logvoltage , vec_2 ( ua,ub ) ); |
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[357] | 149 | } |
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| 150 | |
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| 151 | } |
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| 152 | |
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| 153 | void set_profile ( double dt, const vec &Ww, const vec &Mz ) |
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| 154 | { |
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| 155 | dt_prof=dt; |
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| 156 | profileWw=Ww; |
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| 157 | profileMz=Mz; |
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| 158 | } |
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| 159 | |
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| 160 | void from_setting( const Setting &root ) |
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| 161 | { |
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[654] | 162 | const SettingResolver& params_l(root["params"]); |
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| 163 | const Setting ¶ms = params_l.result; |
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[366] | 164 | set_parameters ( params["Rs"], params["Ls"], params["Fmag"], \ |
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| 165 | params["Bf"], params["p"], params["kp"], \ |
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| 166 | params["J"], params["Uc"], params["DT"], 1.0e-6 ); |
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| 167 | |
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[357] | 168 | // Default values of profiles for omega and Mz |
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| 169 | vec profW=vec("1.0"); |
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| 170 | vec profM=vec("0.0"); |
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| 171 | double tstep=1.0; |
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[894] | 172 | UI::get( tstep, root, "tstep"); |
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[357] | 173 | UI::get( profW, root, "profileW" ); |
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| 174 | UI::get( profM, root, "profileM" ); |
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| 175 | set_profile (tstep , profW, profM); |
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| 176 | |
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| 177 | } |
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| 178 | |
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| 179 | // TODO dodelat void to_setting( Setting &root ) const; |
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[258] | 180 | }; |
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[318] | 181 | |
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[357] | 182 | UIREGISTER ( pmsmDS ); |
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| 183 | |
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[1243] | 184 | //! Simulator of PMSM machine with predefined profile on omega |
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| 185 | class pmsmDSctrl : public pmsmDS |
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| 186 | { |
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| 187 | double Ww; |
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| 188 | double ua; |
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| 189 | double ub; |
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| 190 | public: |
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| 191 | //! Constructor with fixed sampling period |
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| 192 | pmsmDSctrl() : pmsmDS() |
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| 193 | { |
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| 194 | Drv.add(RV ( "{Ww }" )); |
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| 195 | Urv=RV ( "{ua ub }" ); |
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| 196 | dtsize = Drv._dsize(); |
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| 197 | utsize = Urv._dsize(); |
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| 198 | } |
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| 199 | |
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| 200 | void getdata ( vec &dt ) const |
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| 201 | { |
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| 202 | pmsmDS::getdata(dt); |
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| 203 | dt(9)=Ww; |
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| 204 | } |
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| 205 | void write (const vec &ut ) { |
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| 206 | ua = ut(0); |
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| 207 | ub = ut(1); |
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| 208 | } |
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| 209 | |
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| 210 | void step() |
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| 211 | { |
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| 212 | static int ind=0; |
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| 213 | static double dW; // increase of W |
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| 214 | static double Mz; // W |
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| 215 | t+=125e-6; |
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| 216 | if ( t>=dt_prof*ind ) |
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| 217 | { |
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| 218 | ind++; |
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| 219 | // check omega profile and set dW |
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| 220 | if ( ind <2 && profileWw.length() ==1 ) |
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| 221 | { |
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| 222 | Ww=profileWw ( 0 ); |
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| 223 | dW=0.0; |
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| 224 | } |
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| 225 | if ( ind<profileWw.length() ) |
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| 226 | { |
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| 227 | dW = profileWw ( ind )-profileWw ( ind-1 ); |
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| 228 | dW *=125e-6/dt_prof; |
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| 229 | } |
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| 230 | else |
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| 231 | { |
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| 232 | dW = 0; |
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| 233 | } |
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| 234 | // Check Mz profile and set Mz |
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| 235 | if ( ind<profileMz.length() ) |
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| 236 | { |
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| 237 | //sudden increase |
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| 238 | Mz = profileMz(ind); |
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| 239 | } |
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| 240 | else |
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| 241 | { |
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| 242 | Mz = 0; |
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| 243 | } |
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| 244 | } |
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| 245 | Ww += dW; |
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| 246 | //Simulate Dt seconds! |
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| 247 | for ( int i=0; i<Dt; i++ ) |
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| 248 | { |
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| 249 | pmsmsim_noreg_step (ua , ub); |
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| 250 | } |
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| 251 | }; |
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| 252 | |
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| 253 | }; |
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| 254 | |
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| 255 | UIREGISTER ( pmsmDSctrl ); |
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| 256 | |
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[357] | 257 | |
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[318] | 258 | //! This class behaves like BM but it is evaluating EKF |
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[357] | 259 | class pmsmCRB : public EKFfull |
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| 260 | { |
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| 261 | protected: |
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| 262 | vec interr; |
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| 263 | vec old_true; |
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| 264 | vec secder; |
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| 265 | int L_CRB; |
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| 266 | int L_err; |
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| 267 | int L_sec; |
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| 268 | public: |
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| 269 | //! constructor |
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| 270 | pmsmCRB():EKFfull() |
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| 271 | { |
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| 272 | old_true=zeros(6); |
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| 273 | } |
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[318] | 274 | |
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[357] | 275 | void bayes(const vec &dt) |
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| 276 | { |
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| 277 | static vec umin(2); |
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[654] | 278 | vec u(2); |
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[686] | 279 | vec &mu = est._mu(); |
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[654] | 280 | //assume we know state exactly: |
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[357] | 281 | vec true_state=vec(x,4); // read from pmsm |
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| 282 | mu=true_state; |
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| 283 | |
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| 284 | //integration error |
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| 285 | old_true(4)=KalmanObs[4]; |
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| 286 | old_true(5)=KalmanObs[5];// add U |
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| 287 | u(0) = KalmanObs[0]; // use the required value for derivatives |
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| 288 | u(1) = KalmanObs[1]; |
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| 289 | interr = (true_state - pfxu->eval(old_true)); |
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| 290 | |
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| 291 | //second derivative |
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[654] | 292 | IMpmsm2o* pf = dynamic_cast<IMpmsm2o*>(pfxu.get()); |
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[357] | 293 | if (pf) |
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| 294 | { |
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| 295 | secder=pf->eval2o(u-umin); |
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| 296 | } |
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| 297 | |
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| 298 | umin =u; |
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| 299 | EKFfull::bayes(dt); |
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| 300 | old_true.set_subvector(0,true_state); |
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| 301 | } |
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| 302 | |
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| 303 | void from_setting( const Setting &root ) |
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| 304 | { |
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[654] | 305 | shared_ptr<diffbifn> IM = UI::build<diffbifn>(root, "IM"); |
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| 306 | shared_ptr<diffbifn> OM = UI::build<diffbifn>(root, "OM"); |
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[357] | 307 | |
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| 308 | //parameters |
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| 309 | |
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| 310 | //statistics |
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| 311 | int dim=IM->dimension(); |
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[359] | 312 | |
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[357] | 313 | vec mu0; |
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[359] | 314 | if(root.exists("mu0")) |
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| 315 | UI::get( mu0, root, "mu0"); |
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| 316 | else |
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[357] | 317 | mu0=zeros(dim); |
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[359] | 318 | |
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[357] | 319 | mat P0; |
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[359] | 320 | if(root.exists( "dP0" )) |
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| 321 | { |
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| 322 | vec dP0; |
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| 323 | UI::get(dP0,root, "dP0"); |
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[357] | 324 | P0=diag(dP0); |
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[359] | 325 | } |
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| 326 | else if (root.exists("P0")) |
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| 327 | UI::get(P0,root, "P0"); |
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| 328 | else |
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[357] | 329 | P0=eye(dim); |
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| 330 | |
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| 331 | set_statistics(mu0,P0); |
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| 332 | |
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| 333 | vec dQ; |
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| 334 | UI::get( dQ, root, "dQ"); |
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| 335 | vec dR; |
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| 336 | UI::get( dR, root, "dR"); |
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| 337 | set_parameters(IM, OM, diag(dQ) , diag(dR)); |
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| 338 | |
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| 339 | //connect |
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[654] | 340 | shared_ptr<RV> drv = UI::build<RV>(root, "drv"); |
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[679] | 341 | set_yrv(*drv); |
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[654] | 342 | shared_ptr<RV> rv = UI::build<RV>(root, "rv"); |
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[357] | 343 | set_rv(*rv); |
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| 344 | } |
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| 345 | |
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| 346 | // TODO dodelat void to_setting( Setting &root ) const; |
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[332] | 347 | }; |
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[342] | 348 | |
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[357] | 349 | UIREGISTER ( pmsmCRB ); |
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| 350 | |
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| 351 | |
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[342] | 352 | //! This class behaves like BM but it is evaluating EKF |
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[357] | 353 | class pmsmCRBMz : public EKFfull |
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| 354 | { |
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| 355 | protected: |
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| 356 | int L_CRB; |
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| 357 | public: |
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| 358 | //! constructor |
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| 359 | pmsmCRBMz():EKFfull() {} |
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[342] | 360 | |
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[357] | 361 | void bayes(const vec &dt) |
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| 362 | { |
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[342] | 363 | //assume we know state exactly: |
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[357] | 364 | vec true_state(5); |
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| 365 | true_state.set_subvector(0,vec(x,4)); // read from pmsm |
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| 366 | true_state(4)=x[8]; |
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| 367 | |
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[686] | 368 | vec &mu = est._mu(); |
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[357] | 369 | mu = true_state; |
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| 370 | //hack for ut |
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| 371 | EKFfull::bayes(dt); |
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| 372 | } |
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| 373 | |
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| 374 | |
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| 375 | void from_setting( const Setting &root ) |
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| 376 | { |
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[654] | 377 | shared_ptr<diffbifn> IM = UI::build<diffbifn>(root,"IM"); |
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| 378 | shared_ptr<diffbifn> OM = UI::build<diffbifn>(root,"OM"); |
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[357] | 379 | |
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| 380 | //statistics |
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| 381 | int dim=IM->dimension(); |
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| 382 | vec mu0; |
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[359] | 383 | if( root.exists( "mu0")) |
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| 384 | UI::get(mu0, root, "mu0"); |
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| 385 | else |
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[357] | 386 | mu0=zeros(dim); |
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| 387 | |
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[359] | 388 | mat P0; |
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| 389 | |
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| 390 | if(root.exists("dP0")) |
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| 391 | { |
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| 392 | vec dP0; |
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| 393 | UI::get(dP0, root, "dP0"); |
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| 394 | P0=diag(dP0); |
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| 395 | } |
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| 396 | else if(root.exists("P0")) |
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| 397 | UI::get( P0, root, "P0" ); |
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| 398 | else |
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| 399 | P0=eye(dim); |
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| 400 | |
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[357] | 401 | set_statistics(mu0,P0); |
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| 402 | |
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| 403 | vec dQ; |
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| 404 | UI::get(dQ, root, "dQ"); |
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| 405 | vec dR; |
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| 406 | UI::get(dR, root, "dR"); |
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| 407 | set_parameters(IM, OM, diag(dQ), diag(dR)); |
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| 408 | |
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| 409 | //connect |
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[654] | 410 | shared_ptr<RV> drv = UI::build<RV>(root, "drv"); |
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[679] | 411 | set_yrv(*drv); |
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[654] | 412 | shared_ptr<RV> rv = UI::build<RV>(root, "rv"); |
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[357] | 413 | set_rv(*rv); |
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| 414 | } |
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| 415 | |
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| 416 | // TODO dodelat void to_setting( Setting &root ) const; |
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[342] | 417 | }; |
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[357] | 418 | |
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| 419 | UIREGISTER ( pmsmCRBMz ); |
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[1243] | 420 | |
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| 421 | #endif |
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