| 1 | |
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| 2 | /*! |
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| 3 | \file |
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| 4 | \brief Multi-Estimator (developped for PMSM) |
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| 5 | |
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| 6 | */ |
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| 7 | |
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| 8 | #include "base/user_info.h" |
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| 9 | #include "base/loggers.h" |
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| 10 | #include "estim/kalman.h" |
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| 11 | #include "estim/mixtures.h" |
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| 12 | #include "pmsmDS.h" |
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| 13 | #include "filters.h" |
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| 14 | #include "base/datasources.h" |
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| 15 | #include "simulator_zdenek/ekf_example/ekf_obj.h" |
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| 16 | |
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| 17 | using namespace bdm; |
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| 18 | #ifdef MEX |
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| 19 | #include <itpp/itmex.h> |
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| 20 | #include <mex/mex_BM.h> |
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| 21 | #include <mex/mex_logger.h> |
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| 22 | #include <mex/mex_datasource.h> |
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| 23 | #include <mex/mex_function.h> |
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| 24 | |
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| 25 | void mexFunction ( int n_output, mxArray *output[], int n_input, const mxArray *input[] ) { |
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| 26 | // Check the number of inputs and output arguments |
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| 27 | if ( n_input<2 ) mexErrMsgTxt ( "Usage:\n" |
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| 28 | "[Res,estimators,Res2]=estimator(system, estimators, experiment, logger)\n" |
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| 29 | " system = struct('class','datasource',...); % Estimated system\n" |
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| 30 | " estimators = {struct('class','estimator',...), % Estimators\n" |
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| 31 | " struct('class','estimator',...),...} \n" |
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| 32 | " === optional ===" |
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| 33 | " experiment = struct('ndat',10); % number of data in experiment, full length of finite datasources, 10 otherwise \n" |
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| 34 | " logger = struct('class','mexlogger'); % How to store results, default=mexlog, i.e. matlab structure\n\n" |
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| 35 | "Output:\n" |
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| 36 | " Res Matlab structure with logged results, \n" |
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| 37 | " estimators Array of estimators updated with data \n" |
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| 38 | " Res2 When logfull log_level is on, this structure is filled with structures of posterior densities\n\n" |
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| 39 | "see documentation of classes datasource, BM, and mexlogger and their offsprings in BDM." ); |
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| 40 | |
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| 41 | RV::clear_all(); |
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| 42 | //CONFIG |
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| 43 | UImxArray F; |
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| 44 | try { |
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| 45 | F.addGroup ( input[0],"system" ); |
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| 46 | F.addList ( input[1],"estimators" ); |
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| 47 | if ( n_input>2 ) { |
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| 48 | F.addGroup ( input[2],"experiment" ); |
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| 49 | } |
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| 50 | if ( n_input>3 ) { |
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| 51 | F.addGroup ( input[3],"logger" ); |
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| 52 | } |
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| 53 | } catch ( SettingException e ) { |
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| 54 | it_error ( "error: "+string ( e.getPath() ) ); |
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| 55 | } |
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| 56 | |
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| 57 | //DBG |
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| 58 | F.writeFile ( "pmsm_estim.cfg" ); |
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| 59 | |
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| 60 | #else |
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| 61 | int main ( int argc, char* argv[] ) { |
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| 62 | const char *fname; |
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| 63 | if ( argc>1 ) {fname = argv[1]; } |
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| 64 | else { cout << "Missing configuration file.\n Usage: \n $> estimator config_file.cfg"<<endl; abort(); } |
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| 65 | UIFile F ( fname ); |
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| 66 | #endif |
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| 67 | |
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| 68 | shared_ptr<logger> L = UI::build <logger>( F, "logger" ); |
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| 69 | shared_ptr<DS> pDS = UI::build<DS> ( F, "system" ); |
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| 70 | Array<shared_ptr<BM> > Es; // array of estimators |
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| 71 | UI::get( Es, F, "estimators" ); |
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| 72 | int nE = Es.length(); //number of estimators |
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| 73 | int Ndat; //number of data records |
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| 74 | F.lookupValue ( "experiment.ndat",Ndat ); |
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| 75 | |
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| 76 | if ( !L ) { |
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| 77 | #ifdef MEX |
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| 78 | //mex logger has only from_setting constructor - we have to fill it... |
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| 79 | L=new mexlog ( Ndat ); |
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| 80 | #else |
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| 81 | L=new stdlog(); |
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| 82 | #endif |
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| 83 | } |
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| 84 | pDS->log_register ( *L, "true" ); |
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| 85 | string Ename; |
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| 86 | for (int i=0; i<nE; i++){ |
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| 87 | try { |
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| 88 | UI::get ( Ename, F.getRoot()["estimators"][i], "name",UI::optional ); |
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| 89 | } catch ( ...) { |
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| 90 | Ename="Est"+num2str ( i ); |
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| 91 | } |
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| 92 | Es(i)->log_register(*L,Ename); // estimate |
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| 93 | } |
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| 94 | L->init(); |
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| 95 | |
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| 96 | vec dt=zeros ( pDS->_drv()._dsize() ); //data variable |
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| 97 | Array<datalink*> Dls(nE); |
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| 98 | Array<datalink*> Dlsc(nE); |
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| 99 | for (int i=0; i<nE; i++){ |
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| 100 | Dls(i)=new datalink( Es(i)->_yrv(),pDS->_drv() ); //datalink between a datasource and estimator |
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| 101 | Dlsc(i)=new datalink( Es(i)->_rvc(),pDS->_drv() ); //datalink between a datasource and estimator |
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| 102 | } |
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| 103 | |
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| 104 | // Main cycle |
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| 105 | for ( int tK=1;tK<Ndat;tK++ ) { |
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| 106 | // Data Source |
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| 107 | pDS->step(); // simulator step |
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| 108 | pDS->getdata ( dt ); // read data |
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| 109 | pDS->log_write (); |
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| 110 | |
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| 111 | // Estimators |
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| 112 | for (int i=0; i<nE; i++){ |
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| 113 | Es(i)->bayes ( Dls(i)->pushdown ( dt ), Dlsc(i)->pushdown(dt) ); // update estimates |
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| 114 | |
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| 115 | Es(i)->log_write (); |
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| 116 | } |
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| 117 | // Regulators |
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| 118 | L->step(); |
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| 119 | } |
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| 120 | |
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| 121 | L->finalize(); |
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| 122 | #ifdef MEX |
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| 123 | mexlog* mL=dynamic_cast<mexlog*> ( L.get() ); |
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| 124 | |
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| 125 | if ( mL ) { // user wants output!! |
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| 126 | if ( n_output<1 ) mexErrMsgTxt ( "Wrong number of output variables!" ); |
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| 127 | output[0] = mL->toCell(); |
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| 128 | if (n_output>1){ // write estimators |
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| 129 | UImxArray Ests; |
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| 130 | UI::save(Es, Ests,"estimators"); |
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| 131 | output[1]=UImxArray::create_mxArray(Ests); |
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| 132 | } |
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| 133 | if (n_output>2) { |
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| 134 | mL->_setting_conf().setAutoConvert(true); |
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| 135 | output[2]= UImxArray::create_mxArray(mL->_setting_conf().getRoot()); |
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| 136 | } |
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| 137 | } |
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| 138 | #endif |
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| 139 | |
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| 140 | for (int i=0; i<nE; i++){ |
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| 141 | delete Dls(i); |
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| 142 | delete Dlsc(i); |
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| 143 | } |
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| 144 | } |
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