Changeset 5904 for trunk/MagicSoft/Mars/mtemp

Timestamp:

01/20/05 10:09:24 (20 years ago)

Author:

domingo

Message:

*** empty log message ***

Location:

trunk/MagicSoft/Mars/mtemp/mifae

Files:

• Changelog (modified) (1 diff)
• library/IFAELinkDef.h (modified) (1 diff)
• library/MDisp.cc (deleted)
• library/MDisp.h (deleted)
• library/MDispCalc.cc (modified) (11 diffs)
• library/MDispCalc.h (modified) (4 diffs)
• library/MDispParameters.cc (added)
• library/MDispParameters.h (added)
• library/MFindDisp.cc (modified) (54 diffs)
• library/MFindDisp.h (modified) (3 diffs)
• library/MHDisp.cc (modified) (26 diffs)
• library/MHDisp.h (modified) (7 diffs)
• library/Makefile (modified) (1 diff)

trunk/MagicSoft/Mars/mtemp/mifae/Changelog

@@ -18 +18 @@
 
                                                  -*-*- END OF LINE -*-*-
+
+ 2005/01/20 Eva Domingo
+    * library/MDispParameters.[cc,h]
+     - Added substituting previous MDisp.[cc,h] classes.
+       Old MDisp::Calc function moved to MDispCalc task.
+    * library/MDispCalc.[cc,h]
+     - Now includes the DISP parameterization, defined in 
+       MDispCalc::Calc. MDispCalc::InitMapping now defines 
+       training and test matrices with only the columns of 
+       variables needed in the DISP expression.
+    * library/MHDisp.[cc,h]
+     - Changed the Chi2 name by MinPar (to clarify it accounts for 
+       the parameter asked to be minimized in the Disp optimization).
+       Added MHDisp::InitMapping, defines matrices with only the columns
+       of variables needed for computing the minimization parameter 
+       and for filling the DISP histograms.
 
  2005/01/18 Javier Rico & Markus Gaug

trunk/MagicSoft/Mars/mtemp/mifae/library/IFAELinkDef.h

@@ -27 +27 @@
 #pragma link C++ class MTopologyCalc+;
 #pragma link C++ class MImageParDisp+;
-#pragma link C++ class MDisp+;
+#pragma link C++ class MDispParameters+;
 #pragma link C++ class MDispCalc+;
 #pragma link C++ class MHDisp+;

trunk/MagicSoft/Mars/mtemp/mifae/library/MDispCalc.cc

@@ -28 +28 @@
 //   MDispCalc                                                             //
 //                                                                         //
-//   This task calculates Disp                                             //
-//   (parameters are taken from the container MDisp)                       //
-//   Also the matrix of variables to be used in the Disp optimization      //
-//   is defined                                                            //
+//   This task calculates Disp with a given parameterization               //
+//   (parameters are stored in the MDispParameters container)              //
+//   Also the matrix of variables to be used in the Disp                   //
+//   parameterization is defined                                           //
 //                                                                         //
 //                                                                         //
@@ -48 +48 @@
 #include "MPointingPos.h"
 #include "MImageParDisp.h"
-#include "MDisp.h"
+#include "MDispParameters.h"
 
 #include "MHMatrix.h"
@@ -62 +62 @@
 using namespace std;
 
+static const Int_t nPars=5;   // number of parameters used in the Disp expression
+
+enum dispVar_t {kSize,kWidth,kLength,kConc,kLeakage1,kLeakage2,kTotVar};  // enum variables for the
+                                                                          // matrix columns mapping
+
 // --------------------------------------------------------------------------
 //
 // constructor
 //
-MDispCalc::MDispCalc(const char *imagepardispname, const char *dispname, 
+MDispCalc::MDispCalc(const char *imagepardispname, 
+                     const char *dispparametersname, 
                      const char *name, const char *title)
-  : fImageParDispName(imagepardispname), fDispName(dispname)
+  :     fImageParDispName(imagepardispname), 
+        fDispParametersName(dispparametersname),
+        fLogSize0(3.), fLength0(0.1), fWidth0(0.05), 
+        fConc0(0.35), fLeakage10(0.05), fLeakage20(0.1)
 {
     fName  = name  ? name  : "MDispCalc";
@@ -76 +85 @@
 
     // initialize mapping array dimension to the number of columns of fMatrix
-    fMap.Set(18);
+    fMap.Set(kTotVar);
 }
 
@@ -106 +115 @@
     }
 
-    fDisp = (MDisp*)pList->FindObject(fDispName, "MDisp");
-    if (!fDisp)
-    {
-        *fLog << err << fDispName << " [MDisp] not found... aborting." << endl;
-        return kFALSE;
-    }
+    fDispParameters = (MDispParameters*)pList->FindObject(fDispParametersName, "MDispParameters");
+    if (!fDispParameters)
+    {
+        *fLog << err << fDispParametersName << " [MDispParameters] not found... aborting." << endl;
+        return kFALSE;
+    }
+    fDispParameters->GetParameters().Set(nPars);
+    fDispParameters->GetStepsizes().Set(nPars);
 
 
@@ -160 +171 @@
     if (!fPointing)
     {
-        *fLog << err << "MPointingPos not found... " 
-              << "MMcEvt is going to be used to get Theta and Phi." 
-              << endl;
-        //        return kFALSE;
+        *fLog << err << "MPointingPos not found... aborting." << endl;
+        return kFALSE;
     }
 
@@ -175 +184 @@
 //
 // You can use this function if you want to use a MHMatrix instead of the
-// given containers for the Disp optimization. This function adds all 
+// given containers for the Disp parameterization. This function adds all 
 // necessary columns to the given matrix. Afterwards, you should fill 
 // the matrix with the corresponding data (eg from a file by using 
 // MHMatrix::Fill). Then, if you loop through the matrix (eg using 
-// MMatrixLoop), MDispCalc::Process will take the values from the matrix 
+// MMatrixLoop), MDispCalc::Calc will take the values from the matrix 
 // instead of the containers.
 //
@@ -189 +198 @@
     fMatrix = mat;
 
-    fMap[0]  = fMatrix->AddColumn("MSrcPosCam.fX");
-    fMap[1]  = fMatrix->AddColumn("MSrcPosCam.fY");
-    fMap[2]  = fMatrix->AddColumn("MHillas.fMeanX");
-    fMap[3]  = fMatrix->AddColumn("MHillas.fMeanY");
-    fMap[4]  = fMatrix->AddColumn("MHillas.fDelta");
-
-    fMap[5]  = fMatrix->AddColumn("MHillas.fSize");
-    fMap[6]  = fMatrix->AddColumn("MHillas.fWidth");
-    fMap[7]  = fMatrix->AddColumn("MHillas.fLength");
-
-    fMap[8]  = fMatrix->AddColumn("MNewImagePar.fConc");
-    fMap[9]  = fMatrix->AddColumn("MNewImagePar.fLeakage1");
-    fMap[10] = fMatrix->AddColumn("MNewImagePar.fLeakage2");
-
-    fMap[11] = fMatrix->AddColumn("MHillasExt.fM3Long");
-    fMap[12] = fMatrix->AddColumn("MHillasExt.fAsym");
-
-    fMap[13]  = fMatrix->AddColumn("MMcEvt.fEnergy");
-    fMap[14]  = fMatrix->AddColumn("MMcEvt.fImpact");
-    fMap[15]  = fMatrix->AddColumn("MMcEvt.fLongitmax");
-    
-    if (fPointing)
-    {
-      fMap[16]  = fMatrix->AddColumn("MPointingPos.fZd");
-      fMap[17]  = fMatrix->AddColumn("MPointingPos.fAz");
-    }
-    else
-    {
-      fMap[16]  = fMatrix->AddColumn("MMcEvt.fTelescopeTheta*kRad2Deg");
-      fMap[17]  = fMatrix->AddColumn("MMcEvt.fTelescopePhi*kRad2Deg");
-    }
-}
-
-
-// --------------------------------------------------------------------------
-//
-// Returns the Matrix and the mapped value for each Matrix column
-//
-MHMatrix* MDispCalc::GetMatrixMap(TArrayI &map)
-{
-    map = fMap;
-
-    return fMatrix;
+    fMap[kSize]      = fMatrix->AddColumn("MHillas.fSize");
+    fMap[kWidth]     = fMatrix->AddColumn("MHillas.fWidth");
+    fMap[kLength]    = fMatrix->AddColumn("MHillas.fLength");
+
+    fMap[kConc]      = fMatrix->AddColumn("MNewImagePar.fConc");
+    fMap[kLeakage1]  = fMatrix->AddColumn("MNewImagePar.fLeakage1");
+    fMap[kLeakage2]  = fMatrix->AddColumn("MNewImagePar.fLeakage2");
 }
 
@@ -258 +231 @@
 {
     // get variables needed to compute disp from the matrix or the containers
-    const Double_t size     = fMatrix ? GetVal(5)  : fHil->GetSize();
-    const Double_t width0   = fMatrix ? GetVal(6)  : fHil->GetWidth();
-    const Double_t length0  = fMatrix ? GetVal(7)  : fHil->GetLength();
-    const Double_t conc     = fMatrix ? GetVal(8)  : fNewPar->GetConc();
-    const Double_t leakage1 = fMatrix ? GetVal(9)  : fNewPar->GetLeakage1();
-    const Double_t leakage2 = fMatrix ? GetVal(10) : fNewPar->GetLeakage2();
+    const Double_t size     = fMatrix ? GetVal(kSize)     : fHil->GetSize();
+    const Double_t width0   = fMatrix ? GetVal(kWidth)    : fHil->GetWidth();
+    const Double_t length0  = fMatrix ? GetVal(kLength)   : fHil->GetLength();
+    const Double_t conc     = fMatrix ? GetVal(kConc)     : fNewPar->GetConc();
+    const Double_t leakage1 = fMatrix ? GetVal(kLeakage1) : fNewPar->GetLeakage1();
+    const Double_t leakage2 = fMatrix ? GetVal(kLeakage2) : fNewPar->GetLeakage2();
 
     // convert to deg
@@ -269 +242 @@
     const Double_t length  = length0 * fMm2Deg;
 
-    // create an array to pass the variables to MDisp::Calc
-    Int_t numimagevars = 6;  
-    TArrayD imagevars(numimagevars);
-    imagevars[0]  = log10(size);
-    imagevars[1]  = width;
-    imagevars[2]  = length;
-    imagevars[3]  = conc;
-    imagevars[4]  = leakage1;
-    imagevars[5]  = leakage2;
+    // create an array to pass the variables to MDispCalc::Calc
+    TArrayD imagevars(kTotVar);
+    imagevars[kSize]      = log10(size);
+    imagevars[kWidth]     = width;
+    imagevars[kLength]    = length;
+    imagevars[kConc]      = conc;
+    imagevars[kLeakage1]  = leakage1;
+    imagevars[kLeakage2]  = leakage2;
 
     // compute Disp
-    Double_t disp = fDisp->Calc(imagevars); 
+    Double_t disp = Calc(imagevars); 
 
     // save value into MImageParDisp container
@@ -288 +260 @@
     return kTRUE;
 }
+
+
+// --------------------------------------------------------------------------
+//
+// Set the Disp parameterization and Calculate Disp
+//
+//
+Double_t MDispCalc::Calc(TArrayD &imagevar)
+{
+    // get parameters
+    const TArrayD& p = fDispParameters->GetParameters();
+
+    // get image variables to be used in the Disp parameterization
+    Double_t logsize  = imagevar[0];
+    Double_t width    = imagevar[1];
+    Double_t length   = imagevar[2];
+    //    Double_t conc     = imagevar[3];
+    //    Double_t leakage1 = imagevar[4];
+    //    Double_t leakage2 = imagevar[5];
+    
+    // Disp parameterization to be optimized
+    //  Note: fLogSize0, fLength0... variables are introduced to uncorrelate as much
+    //        as possible the parameters in the Disp expression, with the purpose of
+    //        helping the minimization algorithm to converge. They are set approx.
+    //        to their distribution mean value in the MDisp constructor, but can be 
+    //        changed using the corresponding set function.
+    //
+
+    //    Double_t disp = p[0] + p[1]*(logsize-fLogSize0) 
+    //      + (p[2] + p[3]*(logsize-fLogSize0))*width/length;
+
+    Double_t disp = p[0] + p[1]*(logsize-fLogSize0) + p[4]*(length-fLength0) 
+      + (p[2] + p[3]*(logsize-fLogSize0))*width/length;
+
+    //    Double_t disp = p[0] + p[1]*(logsize-fLogSize0) + p[4]*(length-fLength0) 
+    //      + (p[2] + p[3]*(logsize-fLogSize0))*length/width;
+
+    //    Double_t disp = p[0] + p[1]*(logsize-fLogSize0) + p[4]*(length-fLength0) 
+    //      + (p[2] + p[3]*(logsize-fLogSize0) + p[5]*(length-fLength0))*width/length;
+
+    //    Double_t disp = p[0] + p[1]*(logsize-fLogSize0) + p[4]*(width-fWidth0) 
+    //      + (p[2] + p[3]*(logsize-fLogSize0))*width/length;   // + p[5]*(width-fWidth0))*width/length;
+
+    //    Double_t disp = p[0] + p[1]*(logsize-fLogSize0) + p[4]*(conc-fConc0) 
+    //      + (p[2] + p[3]*(logsize-fLogSize0))*width/length;   // + p[5]*(conc-fConc0))*width/length;
+
+    //    Double_t disp = ( p[0] + p[1]*(logsize-fLogSize0) 
+    //                + p[2]*pow(logsize-fLogSize0,2)
+    //                + p[3]*pow(logsize-fLogSize0,3) 
+    //                + p[4]*pow(logsize-fLogSize0,4) )
+    //                    *( 1/(1+width/length) );
+
+    //    Double_t disp = ( p[0] + p[1]*(logsize-fLogSize0) 
+    //                + p[2]*pow(logsize-fLogSize0,2)
+    //                + p[3]*pow(logsize-fLogSize0,3) 
+    //                + p[4]*pow(logsize-fLogSize0,4) )
+    //                    *(1-width/length);
+
+    return disp;
+}
+
 //===========================================================================
 

trunk/MagicSoft/Mars/mtemp/mifae/library/MDispCalc.h

@@ -21 +21 @@
 class MPointingPos;
 class MImageParDisp;
-class MDisp;
+class MDispParameters;
 class MHMatrix;
 class MParList;
@@ -29 +29 @@
 private:
 
-    MSrcPosCam    *fSrcPos;
-    MHillas       *fHil;
-    MHillasExt    *fHilExt;
-    MNewImagePar  *fNewPar;
-    MMcEvt        *fMcEvt;
-    MPointingPos  *fPointing;      // NOTE: take (theta,phi) from this container
-                                   // when it is available (MC calibrated files 
-                                   // or data files)
-
-    MImageParDisp *fImageParDisp;  //! output container for Disp
-    MDisp         *fDisp;          //  container for Disp parameters
+    MSrcPosCam      *fSrcPos;
+    MHillas         *fHil;
+    MHillasExt      *fHilExt;
+    MNewImagePar    *fNewPar;
+    MMcEvt          *fMcEvt;
+    MPointingPos    *fPointing;        
+    
+    MImageParDisp   *fImageParDisp;    //! output container for Disp value
+    MDispParameters *fDispParameters;  //!  container for Disp parameters
 
     TString  fImageParDispName;    // name of container to store Disp
-    TString  fDispName;            // name of container for Disp parameters
+    TString  fDispParametersName;  // name of container for Disp parameters
+
+    Double_t fLogSize0;            // Variables introduced in the Disp expression
+    Double_t fLength0;             // to shift the minimization around the mean
+    Double_t fWidth0;              // values of the variables, so it makes easier
+    Double_t fConc0;               // to MINUIT to converge. Default values are set
+    Double_t fLeakage10;           // in the constructor (to their standard mean 
+    Double_t fLeakage20;           // distribution values) but can be changed with
+                                   // the corresponding set function.
 
     Double_t fMm2Deg;              // conversion factor from mm to deg
 
     MHMatrix *fMatrix;             // matrix defined to have as much columns as 
-                                   // variables wanted to be accessible during
-                                   // Disp optimization, and as much rows as 
-                                   // events used for the optimization
-                                   // (filled at MFindDisp)
+                                   // variables wanted to parameterize Disp,
+                                   // and as much rows as events used for the 
+                                   // optimization (filled at MFindDisp)
 
-    TArrayI  fMap;                 // array to store the matrix mapping column
-                                   // numbers corresponding to each added variable
+    TArrayI  fMap;                 // array storing the matrix mapping column
+                                   // numbers corresponding to each variable
+                                   // added to fMatrix
 
 
@@ -59 +65 @@
     Int_t Process();
 
-    Double_t GetVal(Int_t i) const; // get value of variable entered in the matrix
-                                    // at column fMap[i]
+    Double_t GetVal(Int_t i) const;        // get value of variable entered in the
+                                           // matrix at column fMap[i]
 
 
@@ -70 +76 @@
 
     void InitMapping(MHMatrix *mat);       // define the matrix of variables
-    MHMatrix* GetMatrixMap(TArrayI &map);  // get matrix and its mapping array
+                                           // needed for the Disp parameterization 
+
+    Double_t Calc(TArrayD &imagevar);      // calculate Disp with a given expression
+
+    void SetLogSize0(Double_t newmeanval)  { fLogSize0  = newmeanval; }
+    void SetWidth0(Double_t newmeanval)    { fWidth0    = newmeanval; }
+    void SetLength0(Double_t newmeanval)   { fLength0   = newmeanval; }
+    void SetConc0(Double_t newmeanval)     { fConc0     = newmeanval; }
+    void SetLeakage10(Double_t newmeanval) { fLeakage10 = newmeanval; }
+    void SetLeakage20(Double_t newmeanval) { fLeakage20 = newmeanval; }
 
     ClassDef(MDispCalc, 0) // Task to evaluate Disp

trunk/MagicSoft/Mars/mtemp/mifae/library/MFindDisp.cc

@@ -48 +48 @@
 #include "MBinning.h"
 #include "MContinue.h"
-#include "MDisp.h"
+#include "MDispParameters.h"
 #include "MDispCalc.h"
 #include "MDataElement.h"
@@ -72 +72 @@
 #include "MMatrixLoop.h"
 #include "MMinuitInterface.h"
+#include "MParameters.h"
 #include "MParList.h"
 #include "MProgressBar.h"
@@ -95 +96 @@
 //
 // - the parameters to be varied in the minimization are the parameters
-//   appearing in the parametrization of Disp (MDisp::Calc())
+//   appearing in the parametrization of Disp (MDispCalc::Calc())
 //
 //------------------------------------------------------------------------
@@ -104 +105 @@
     cout <<  "entry fcnDisp" << endl;
 
-    // save pointer to the MINUIT oject (for optimizing Disp) for the case
+    // save pointer to the MINUIT object (for optimizing Disp) for the case
     // that it is overwritten by the pointer to another Minuit object
     //    TMinuit *savePointer = gMinuit;
@@ -116 +117 @@
 
     // get needed Disp containers from the existing parList
-    MDisp *disp = (MDisp*)plistfcn->FindObject("MDisp");
-    if (!disp)
-    {
-        gLog << "fcnDisp : MDisp object '" << "MDisp"
+    MDispParameters *dispparams = (MDispParameters*)plistfcn->FindObject("MDispParameters");
+    if (!dispparams)
+    {
+        gLog << "fcnDisp : MDispParameters object '" << "MDispParameters"
             << "' not found... aborting" << endl;
         return;
@@ -132 +133 @@
     }
 
+    MParameterD *minpar = (MParameterD*)plistfcn->FindObject("MinimizationParameter");
+
     //
-    // transfer current parameter values to MDisp
+    // transfer current parameter values to MDispParameters
     //
     // Attention : npar is the number of variable parameters
@@ -142 +145 @@
     gMinuit->mnstat(fMin, fEdm, fErrdef, fNpari, fNparx, fIstat);
 
-    disp->SetParameters(TArrayD(fNparx, par));
+    dispparams->SetParameters(TArrayD(fNparx, par));
 
     // checking that parameters have been properly set
-    TArrayD checkparameters = disp->GetParameters();
+    TArrayD checkparameters = dispparams->GetParameters();
     gLog << "fcnDisp : fNpari, fNparx =" << fNpari << ",  " 
          << fNparx  << endl;
@@ -155 +158 @@
 
     //
-    // loop over the events in the training matrix to compute the Chi^2
-    // for the current parameter values
+    // loop over the events in the training matrices to compute the parameter 
+    // to minimize for the current Disp parameter values
     evtloopfcn->Eventloop();
 
@@ -162 +165 @@
 
     //-------------------------------------------
-    // get the Chi^2 value for the current values of the parameters
-    f = hdisp->GetChi2();
+    // get the Minimization parameter value for the current values 
+    // of the Disp parameters
+    if (minpar)
+      f = minpar->GetVal();
+    else
+    {
+      gLog << "fcnDisp : MParameterD object '" << "MinimizationParameter"
+           << "' not found... aborting" << endl;
+      return;
+    }
 }
 
@@ -184 +195 @@
     // (done at MFDisp constructor)
     fDispFilter = fdisp;
-    *fLog << inf << "MFindDisp::MFindDisp; address of MFDisp object = "
-          << fDispFilter << endl;    
 
     // matrices to contain the training/test samples
-    fMatrixTrain = new MHMatrix("MatrixTrain");
-    fMatrixTest  = new MHMatrix("MatrixTest");
-
-    // objects of MDispCalc to which these matrices are attached
+    fMatrixTrainCalc  = new MHMatrix("MatrixTrainCalc");
+    fMatrixTrainHists = new MHMatrix("MatrixTrainHists");
+    fMatrixTestCalc   = new MHMatrix("MatrixTestCalc");
+    fMatrixTestHists  = new MHMatrix("MatrixTestHists");
+
+    // objects of MDispCalc where the first part of the matrices mapping is defined
     fDispCalcTrain = new MDispCalc("DispTrain");
     fDispCalcTest  = new MDispCalc("DispTest");
 
+    // objects of MHDisp where the second part of the matrices mapping is defined
+    fHDispTrain = new MHDisp("DispTrain");
+    fHDispTest  = new MHDisp("DispTest");
+
     // define columns of matrices
-    fDispCalcTrain->InitMapping(fMatrixTrain);
-    fDispCalcTest->InitMapping(fMatrixTest);
+    // Train matrix
+    fDispCalcTrain->InitMapping(fMatrixTrainCalc);
+    fHDispTrain->InitMapping(fMatrixTrainHists);
+    // Test matrix
+    fDispCalcTest->InitMapping(fMatrixTestCalc);
+    fHDispTest->InitMapping(fMatrixTestHists);
 }
+
 
 // --------------------------------------------------------------------------
@@ -207 +227 @@
 {
     delete fCam;
-    delete fMatrixTrain;
-    delete fMatrixTest;
+    delete fMatrixTrainCalc;
+    delete fMatrixTrainHists;
+    delete fMatrixTestCalc;
+    delete fMatrixTestHists;
     delete fDispCalcTrain;
     delete fDispCalcTest;
+    delete fHDispTrain;
+    delete fHDispTest;
 }
 
@@ -216 +240 @@
 // --------------------------------------------------------------------------
 //
-// Define the matrix 'fMatrixTrain' for the TRAINING sample
+// Define the matrices 'fMatrixTrainCalc' and 'fMatrixTrainHists' 
+// for the TRAINING sample
 //
 // alltogether 'howmanytrain' events are read from file 'nametrain';
@@ -223 +248 @@
 //
 Bool_t MFindDisp::DefineTrainMatrix(
-                          const TString &nametrain, MH3 &hreftrain,
-                          const Int_t howmanytrain, const TString &filetrain,
+                          const TString &nametrain, MH3 &hreftrain, 
+                          const Int_t howmanytrain, const TString &filetrain, 
                           Int_t iflag)
 {
@@ -231 +256 @@
 
     *fLog   << "=============================================" << endl;
-    *fLog   << "Fill TRAINING Matrix from file '" << nametrain << endl;
+    *fLog   << "Fill TRAINING Matrices from file '" << nametrain << endl;
     *fLog   << "     select " << howmanytrain << " events " << endl;
     if (!hreftrain.GetHist().GetEntries()==0)
@@ -266 +291 @@
     seltrain.SetName("selectTrain");
 
-    MFillH filltrain(fMatrixTrain);
-    filltrain.SetFilter(&seltrain);
-    filltrain.SetName("fillMatrixTrain");
+    MFillH filltraincalc(fMatrixTrainCalc);
+    filltraincalc.SetFilter(&seltrain);
+    filltraincalc.SetName("fillMatrixTrainCalc");
+
+    MFillH filltrainhists(fMatrixTrainHists);
+    filltrainhists.SetFilter(&seltrain);
+    filltrainhists.SetName("fillMatrixTrainHists");
 
     //******************************
@@ -275 +304 @@
     plist.AddToList(&tlist);
     plist.AddToList(fCam);
-    plist.AddToList(fMatrixTrain);
+    plist.AddToList(fMatrixTrainCalc);
+    plist.AddToList(fMatrixTrainHists);
 
     //******************************
@@ -284 +314 @@
       tlist.AddToList(&contdisp);
     tlist.AddToList(&seltrain);
-    tlist.AddToList(&filltrain);
+    tlist.AddToList(&filltraincalc);
+    tlist.AddToList(&filltrainhists);
 
     //******************************
@@ -302 +333 @@
 
 
-    // print the filled Training Matrix
-    fMatrixTrain->Print("SizeCols");
+    // print the filled Training Matrices
+    fMatrixTrainCalc->Print("SizeCols");
+    fMatrixTrainHists->Print("SizeCols");
 
     // check that number of generated events is compatible with the resquested
-    Int_t howmanygenerated = fMatrixTrain->GetM().GetNrows();
-    if (TMath::Abs(howmanygenerated-howmanytrain) > TMath::Sqrt(9.*howmanytrain))
+    Int_t howmanygeneratedcalc = fMatrixTrainCalc->GetM().GetNrows();
+    if (TMath::Abs(howmanygeneratedcalc-howmanytrain) > TMath::Sqrt(9.*howmanytrain))
     {
       *fLog << "MFindDisp::DefineTrainMatrix; no.of generated events ("
-            << howmanygenerated 
+            << howmanygeneratedcalc 
             << ") is incompatible with the no.of requested events ("
             << howmanytrain << ")" << endl;
     }
 
-    *fLog << "TRAINING Matrix was filled" << endl;
+    Int_t howmanygeneratedhists = fMatrixTrainHists->GetM().GetNrows();
+    if (TMath::Abs(howmanygeneratedhists-howmanytrain) > TMath::Sqrt(9.*howmanytrain))
+    {
+      *fLog << "MFindDisp::DefineTrainMatrix; no.of generated events ("
+            << howmanygeneratedhists 
+            << ") is incompatible with the no.of requested events ("
+            << howmanytrain << ")" << endl;
+    }
+
+
+    *fLog << "TRAINING Matrices were filled" << endl;
     *fLog << "=============================================" << endl;
 
 
     //--------------------------
-    // write out training matrix
+    // write out training matrices
 
     if (filetrain != "")
     {
       TFile filetr(filetrain, "RECREATE");
-      fMatrixTrain->Write();
+      fMatrixTrainCalc->Write();
+      fMatrixTrainHists->Write();
       filetr.Close();
 
-      *fLog << "MFindDisp::DefineTrainMatrix; Training matrix was written onto file '"
+      *fLog << "MFindDisp::DefineTrainMatrix; Training matrices were written onto file '"
             << filetrain << "'" << endl;
     }
+
 
     if (display != NULL)
@@ -341 +385 @@
 // --------------------------------------------------------------------------
 //
-// Define the matrix 'fMatrixTest' for the TEST sample
+// Define the matrices 'fMatrixTestCalc' and 'fMatrixTestHists' 
+// for the TEST sample
 //
 // alltogether 'howmanytest' events are read from file 'nametest'
@@ -356 +401 @@
 
     *fLog   << "=============================================" << endl;
-    *fLog   << "Fill TEST Matrix from file '" << nametest << endl;
+    *fLog   << "Fill TEST Matrices from file '" << nametest << endl;
     *fLog   << "     select " << howmanytest << " events " << endl;
     if (!hreftest.GetHist().GetEntries()==0)
@@ -390 +435 @@
     seltest.SetName("selectTest");
  
-    MFillH filltest(fMatrixTest);
-    filltest.SetFilter(&seltest);
-    filltest.SetName("fillMatrixTest");
+    MFillH filltestcalc(fMatrixTestCalc);
+    filltestcalc.SetFilter(&seltest);
+    filltestcalc.SetName("fillMatrixTestCalc");
+
+    MFillH filltesthists(fMatrixTestHists);
+    filltesthists.SetFilter(&seltest);
+    filltesthists.SetName("fillMatrixTestHists");
 
     //******************************
@@ -399 +448 @@
     plist.AddToList(&tlist);
     plist.AddToList(fCam);
-    plist.AddToList(fMatrixTest);
+    plist.AddToList(fMatrixTestCalc);
+    plist.AddToList(fMatrixTestHists);
 
     //******************************
@@ -408 +458 @@
       tlist.AddToList(&contdisp);
     tlist.AddToList(&seltest);
-    tlist.AddToList(&filltest);
+    tlist.AddToList(&filltestcalc);
+    tlist.AddToList(&filltesthists);
 
     //******************************
@@ -426 +477 @@
 
 
-    // print the filled Test Matrix
-    fMatrixTest->Print("SizeCols");
+    // print the filled Test Matrices
+    fMatrixTestCalc->Print("SizeCols");
+    fMatrixTestHists->Print("SizeCols");
 
     // check that number of generated events is compatible with the resquested
-    const Int_t howmanygenerated = fMatrixTest->GetM().GetNrows();
-    if (TMath::Abs(howmanygenerated-howmanytest) > TMath::Sqrt(9.*howmanytest))
+    const Int_t howmanygeneratedcalc = fMatrixTestCalc->GetM().GetNrows();
+    if (TMath::Abs(howmanygeneratedcalc-howmanytest) > TMath::Sqrt(9.*howmanytest))
     {
       *fLog << "MFindDisp::DefineTestMatrix; no.of generated events ("
-            << howmanygenerated 
+            << howmanygeneratedcalc
             << ") is incompatible with the no.of requested events ("
             << howmanytest << ")" << endl;
     }
 
-    *fLog << "TEST Matrix was filled" << endl;
+    const Int_t howmanygeneratedhists = fMatrixTestHists->GetM().GetNrows();
+    if (TMath::Abs(howmanygeneratedhists-howmanytest) > TMath::Sqrt(9.*howmanytest))
+    {
+      *fLog << "MFindDisp::DefineTestMatrix; no.of generated events ("
+            << howmanygeneratedhists
+            << ") is incompatible with the no.of requested events ("
+            << howmanytest << ")" << endl;
+    }
+
+    *fLog << "TEST Matrices were filled" << endl;
     *fLog << "=============================================" << endl;
 
 
     //--------------------------
-    // write out test matrix
+    // write out test matrices
 
     if (filetest != "")
     {
       TFile filete(filetest, "RECREATE");
-      fMatrixTest->Write();
+      fMatrixTestCalc->Write();
+      fMatrixTestHists->Write();
       filete.Close();
 
-      *fLog << "MFindDisp::DefineTestMatrix; Test matrix was written onto file '"
+      *fLog << "MFindDisp::DefineTestMatrix; Test matrices were written onto file '"
             << filetest << "'" << endl;
     }
+
 
     if (display != NULL)
@@ -477 +540 @@
 {
     *fLog   << "=============================================" << endl;
-    *fLog   << "Fill TRAINING and TEST Matrix from file '" << name << endl;
+    *fLog   << "Fill TRAINING and TEST Matrices from file '" << name << endl;
     *fLog   << "     select "   << howmanytrain 
             << " training and " << howmanytest << " test events " << endl;
@@ -521 +584 @@
     split.SetSelectionRatio(prob);
 
-    MFillH filltrain(fMatrixTrain);
-    filltrain.SetFilter(&split);
-    filltrain.SetName("fillMatrixTrain");
+    MFillH filltraincalc(fMatrixTrainCalc);
+    filltraincalc.SetFilter(&split);
+    filltraincalc.SetName("fillMatrixTrainCalc");
+
+    MFillH filltrainhists(fMatrixTrainHists);
+    filltrainhists.SetFilter(&split);
+    filltrainhists.SetName("fillMatrixTrainHists");
 
     // consider this event as candidate for a test event 
@@ -530 +597 @@
     conttrain.SetName("ContTrain");
 
-    MFillH filltest(fMatrixTest);
-    filltest.SetName("fillMatrixTest");
+    MFillH filltestcalc(fMatrixTestCalc);
+    filltestcalc.SetName("fillMatrixTestCalc");
+
+    MFillH filltesthists(fMatrixTestHists);
+    filltesthists.SetName("fillMatrixTestHists");
 
 
@@ -539 +609 @@
     plist.AddToList(&tlist);
     plist.AddToList(fCam);
-    plist.AddToList(fMatrixTrain);
-    plist.AddToList(fMatrixTest);
+    plist.AddToList(fMatrixTrainCalc);
+    plist.AddToList(fMatrixTrainHists);
+    plist.AddToList(fMatrixTestCalc);
+    plist.AddToList(fMatrixTestHists);
 
     //******************************
@@ -549 +621 @@
       tlist.AddToList(&contdisp);
     tlist.AddToList(&cont);
-    tlist.AddToList(&filltrain);
+    tlist.AddToList(&filltraincalc);
+    tlist.AddToList(&filltrainhists);
     tlist.AddToList(&conttrain);
-    tlist.AddToList(&filltest);
+    tlist.AddToList(&filltestcalc);
+    tlist.AddToList(&filltesthists);
 
     //******************************
@@ -570 +644 @@
 
 
-    // print the filled Train Matrix
-    fMatrixTrain->Print("SizeCols");
+    // print the filled Train Matrices
+    fMatrixTrainCalc->Print("SizeCols");
+    fMatrixTrainHists->Print("SizeCols");
 
     // check that number of generated events is compatible with the resquested
-    const Int_t generatedtrain = fMatrixTrain->GetM().GetNrows();
-    if (TMath::Abs(generatedtrain-howmanytrain) > TMath::Sqrt(9.*howmanytrain))
+    const Int_t generatedtraincalc = fMatrixTrainCalc->GetM().GetNrows();
+    if (TMath::Abs(generatedtraincalc-howmanytrain) > TMath::Sqrt(9.*howmanytrain))
     {
       *fLog << "MFindDisp::DefineTrainTestMatrix; no.of generated events ("
-            << generatedtrain 
+            << generatedtraincalc
             << ") is incompatible with the no.of requested events ("
             << howmanytrain << ")" << endl;
     }
-
-
-    // print the filled Test Matrix
-    fMatrixTest->Print("SizeCols");
+    const Int_t generatedtrainhists = fMatrixTrainHists->GetM().GetNrows();
+    if (TMath::Abs(generatedtrainhists-howmanytrain) > TMath::Sqrt(9.*howmanytrain))
+    {
+      *fLog << "MFindDisp::DefineTrainTestMatrix; no.of generated events ("
+            << generatedtrainhists
+            << ") is incompatible with the no.of requested events ("
+            << howmanytrain << ")" << endl;
+    }
+
+
+    // print the filled Test Matrices
+    fMatrixTestCalc->Print("SizeCols");
+    fMatrixTestHists->Print("SizeCols");
 
     // check that number of generated events is compatible with the resquested
-    const Int_t generatedtest = fMatrixTest->GetM().GetNrows();
-    if (TMath::Abs(generatedtest-howmanytest) > TMath::Sqrt(9.*howmanytest))
+    const Int_t generatedtestcalc = fMatrixTestCalc->GetM().GetNrows();
+    if (TMath::Abs(generatedtestcalc-howmanytest) > TMath::Sqrt(9.*howmanytest))
     {
       *fLog << "MFindDisp::DefineTrainTestMatrix; no.of generated events ("
-            << generatedtest 
+            << generatedtestcalc
             << ") is incompatible with the no.of requested events ("
             << howmanytest << ")" << endl;
     }
-
-
-    *fLog << "TRAINING and TEST Matrix were filled" << endl;
+    const Int_t generatedtesthists = fMatrixTestHists->GetM().GetNrows();
+    if (TMath::Abs(generatedtesthists-howmanytest) > TMath::Sqrt(9.*howmanytest))
+    {
+      *fLog << "MFindDisp::DefineTrainTestMatrix; no.of generated events ("
+            << generatedtesthists
+            << ") is incompatible with the no.of requested events ("
+            << howmanytest << ")" << endl;
+    }
+
+
+    *fLog << "TRAINING and TEST Matrices were filled" << endl;
     *fLog << "=============================================" << endl;
 
 
+    //----------------------------
+    // write out training matrices
+
+    if (filetrain != "")
+    {
+      TFile filetr(filetrain, "RECREATE");
+      fMatrixTrainCalc->Write();
+      fMatrixTrainHists->Write();
+      filetr.Close();
+
+      *fLog << "MFindDisp::DefineTrainTestMatrix; Training matrices were written onto file '"
+            << filetrain << "'" << endl;
+    }
+
     //--------------------------
-    // write out training matrix
-
-    if (filetrain != "")
-    {
-      TFile filetr(filetrain, "RECREATE");
-      fMatrixTrain->Write();
-      filetr.Close();
-
-      *fLog << "MFindDisp::DefineTrainTestMatrix; Training matrix was written onto file '"
-            << filetrain << "'" << endl;
-    }
-
-    //--------------------------
-    // write out test matrix
+    // write out test matrices
 
     if (filetest != "")
     {
       TFile filete(filetest, "RECREATE");
-      fMatrixTest->Write();
+      fMatrixTestCalc->Write();
+      fMatrixTestHists->Write();
       filete.Close();
 
-      *fLog << "MFindDisp::DefineTrainTestMatrix; Test matrix was written onto file '"
+      *fLog << "MFindDisp::DefineTrainTestMatrix; Test matrices were written onto file '"
             << filetest << "'" << endl;
     }
@@ -643 +737 @@
 {
   //--------------------------
-  // read in training matrix
+  // read in training matrices
 
   TFile filetr(filetrain);
-  fMatrixTrain->Read("MatrixTrain");
-  fMatrixTrain->Print("SizeCols");
-
-  *fLog << "MFindDisp::ReadMatrix; Training matrix was read in from file '"
+  fMatrixTrainCalc->Read("MatrixTrainCalc");
+  fMatrixTrainHists->Read("MatrixTrainHists");
+  fMatrixTrainCalc->Print("SizeCols");
+  fMatrixTrainHists->Print("SizeCols");
+
+  *fLog << "MFindDisp::ReadMatrix; Training matrices were read in from file '"
         << filetrain << "'" << endl;
   filetr.Close();
@@ -655 +751 @@
 
   //--------------------------
-  // read in test matrix
+  // read in test matrices
 
   TFile filete(filetest);
-  fMatrixTest->Read("MatrixTest");
-  fMatrixTest->Print("SizeCols");
-
-  *fLog << "MFindDisp::ReadMatrix; Test matrix was read in from file '"
+  fMatrixTestCalc->Read("MatrixTestCalc");
+  fMatrixTestHists->Read("MatrixTestHists");
+  fMatrixTestCalc->Print("SizeCols");
+  fMatrixTestHists->Print("SizeCols");
+
+  *fLog << "MFindDisp::ReadMatrix; Test matrices were read in from file '"
         << filetest << "'" << endl;
   filete.Close();
@@ -686 +784 @@
 //
 // - call TMinuit to do the minimization :
-//        the fcnDisp function calculates the Chi^2 for the current 
-//                                                parameter values;
+//        the fcnDisp function calculates the parameter to minimize 
+//                            for the current Disp parameter values;
 //        for this - Disp is calculated in the event loop by calling 
-//                   MDispCalc::Process() ==> MDisp::Calc() 
-//                 - the Chi^2 contributions are summed up in the event loop 
-//                   by calling MHDisp::Fill()
-//                 - after the event loop the Chi^2 is calculated by calling
-//                   MHDisp::Finalize()
+//                   MDispCalc::Process() ==> MDispCalc::Calc() 
+//                 - the Minimization parameter contributions are summed up 
+//                   in the event loop by calling MHDisp::Fill()
+//                 - after the event loop the final value of the Minimization
+//                   parameter is calculated by calling MHDisp::Finalize()
 //
 // Needed as input : (to be set by the Set functions)
@@ -703 +801 @@
 //     - from the file parDispInit (if it is != "")
 //     - or from the arrays params and/or steps 
-//     - or from the Disp constructor
+//     - or from the DispParameters constructor
 //
 //----------------------------------------------------------------------
@@ -721 +819 @@
 
 
-    if (fMatrixTrain == NULL)
-    {
-      *fLog << "MFindDisp::FindParams; training matrix is not defined... aborting"
+    if (fMatrixTrainCalc == NULL || fMatrixTrainHists == NULL)
+    {
+      *fLog << "MFindDisp::FindParams; training matrices are not defined... aborting"
             << endl;
       return kFALSE;
     }
 
-    if (fMatrixTrain->GetM().GetNrows() <= 0)
-    {
-      *fLog << "MFindDisp::FindParams; training matrix has no entries"
+    if (fMatrixTrainCalc->GetM().GetNrows() <= 0  ||  fMatrixTrainHists->GetM().GetNrows() <= 0)
+    {
+      *fLog << "MFindDisp::FindParams; training matrices have no entries"
             << endl;
       return kFALSE;
@@ -740 +838 @@
 
     // loop over rows of matrix
-    MMatrixLoop loop(fMatrixTrain);
+    MMatrixLoop loopcalc(fMatrixTrainCalc);
+    MMatrixLoop loophists(fMatrixTrainHists);
 
     //--------------------------------
     // create container for the Disp parameters
     // and set them to their initial values
-    MDisp disp;
+    MDispParameters dispparams;
 
     // take initial values from file parDispInit
@@ -751 +850 @@
     {
       TFile inparam(parDispInit);
-      disp.Read("MDisp");
+      dispparams.Read("MDispParameters");
       inparam.Close();
       *fLog << "MFindDisp::FindParams; initial values of parameters are taken from file "
@@ -764 +863 @@
         *fLog << "MFindDisp::FindParams; initial values of parameters are taken from 'params'"
               << endl;
-        disp.SetParameters(params);
+        dispparams.SetParameters(params);
       }
       if (steps.GetSize()  != 0)
@@ -770 +869 @@
         *fLog << "MFindDisp::FindParams; initial step sizes are taken from 'steps'"
               << endl;
-        disp.SetStepsizes(steps);
+        dispparams.SetStepsizes(steps);
       }
     }
@@ -776 +875 @@
     {
         *fLog << "MFindDisp::FindParams; initial values and step sizes are taken "
-              << "from the MDisp constructor" << endl;
-    }
-
-    // get the matrix pointer and mapping from MDispCalc object to set the same in MHDisp object
-    TArrayI map;
-    MHMatrix *tmpmatrix = NULL;
-    tmpmatrix = fDispCalcTrain->GetMatrixMap(map);
-
-    // attention: argument of MHDisp is the name of MImageParDisp container, that should
-    // be the same than the name given to it when creating MDispCalc object at the MFindDisp
-    // constructor:  fDispCalcTrain = new MDispCalc("DispTrain");
-    MHDisp hdisp("DispTrain");
-    hdisp.SetMatrixMap(tmpmatrix,map);
-    // fill the plots for Disp and sum up the Chi^2 contributions
+              << "from the MDispParameters constructor" << endl;
+    }
+
+    // fill the plots for Disp and sum up the Minimization parameter contributions
     MFillH filldispplots("MHDisp", "");
 
@@ -796 +885 @@
     
     parlistfcn.AddToList(&tasklistfcn);
-    parlistfcn.AddToList(&disp);
-    parlistfcn.AddToList(&hdisp);
+    parlistfcn.AddToList(&dispparams);
+    parlistfcn.AddToList(fHDispTrain);
     parlistfcn.AddToList(fCam);
-    parlistfcn.AddToList(fMatrixTrain);
+    parlistfcn.AddToList(fMatrixTrainCalc);
+    parlistfcn.AddToList(fMatrixTrainHists);
 
     //******************************
     // entries in MTaskList
 
-    tasklistfcn.AddToList(&loop);
+    tasklistfcn.AddToList(&loopcalc);
+    tasklistfcn.AddToList(&loophists);
     tasklistfcn.AddToList(fDispCalcTrain);
     tasklistfcn.AddToList(&filldispplots);
@@ -834 +925 @@
 
     // get initial values of parameters 
-    fVinit = disp.GetParameters();
-    fStep  = disp.GetStepsizes();
+    fVinit = dispparams.GetParameters();
+    fStep  = dispparams.GetStepsizes();
 
     TString name[fVinit.GetSize()];
@@ -901 +992 @@
     
     TFile outparam(fFilenameParam, "RECREATE"); 
-    disp.Write();
+    dispparams.Write();
     outparam.Close();
 
@@ -907 +998 @@
               << fFilenameParam << "' :" << endl;
 
-    const TArrayD &check = disp.GetParameters();
+    const TArrayD &check = dispparams.GetParameters();
     for (Int_t i=0; i<check.GetSize(); i++)
         *fLog << check[i] << ",  ";
@@ -916 +1007 @@
     //-------------------------------------------
     // draw the plots
-    hdisp.Draw();
+    fHDispTrain->Draw();
 
     *fLog << "End of Disp optimization part" << endl;
@@ -932 +1023 @@
 Bool_t MFindDisp::TestParams()
 {
-    if (fMatrixTest == NULL)
-    {
-      *fLog << "MFindDisp::TestParams; test matrix is not defined... aborting"
+    if (fMatrixTestCalc == NULL || fMatrixTestHists == NULL)
+    {
+      *fLog << "MFindDisp::TestParams; test matrices are not defined... aborting"
             << endl;
       return kFALSE;
     }
 
-    if (fMatrixTest->GetM().GetNrows() <= 0)
-    {
-        *fLog << "MFindDisp::TestParams; test matrix has no entries" 
+    if (fMatrixTestCalc->GetM().GetNrows() <= 0  ||  fMatrixTestHists->GetM().GetNrows() <= 0)
+    {
+        *fLog << "MFindDisp::TestParams; test matrices have no entries" 
               << endl;
         return kFALSE;
@@ -955 +1046 @@
 
     TFile inparam(fFilenameParam);
-    MDisp dispin; 
-    dispin.Read("MDisp");
+    MDispParameters dispin; 
+    dispin.Read("MDispParameters");
     inparam.Close();
 
@@ -973 +1064 @@
     MTaskList tasklist2;
 
-    MDisp disp;
-    disp.SetParameters(dispPar);
-
-    MMatrixLoop loop(fMatrixTest);
-
-    // get the matrix pointer and mapping from MDispCalc object to set the same in MHDisp object
-    TArrayI map;
-    MHMatrix *tmpmatrix = NULL;
-    tmpmatrix = fDispCalcTest->GetMatrixMap(map);
+    MDispParameters dispparams;
+    dispparams.SetParameters(dispPar);
+
+    MMatrixLoop loopcalc(fMatrixTestCalc);
+    MMatrixLoop loophists(fMatrixTestHists);
+
+    MHMatrix *imatrix = NULL;
+    TArrayI  imap;
+    fHDispTest->GetMatrixMap(imatrix,imap);
 
     // attention: argument of MHDisp is the name of MImageParDisp container, that should
     // be the same than the name given to it when creating MDispCalc object at the MFindDisp
     // constructor:  fDispCalcTrain = new MDispCalc("DispTest");
-    // fill the plots for Disp and sum up the Chi^2 contributions
+    // fill the plots for Disp and sum up the Minimization parameter contributions
     MHDisp hdisp1("DispTest");
     hdisp1.SetName("MHDispCorr");
     hdisp1.SetSelectedPos(1);
-    hdisp1.SetMatrixMap(tmpmatrix,map);
+    hdisp1.SetMatrixMap(imatrix,imap);
     MFillH filldispplots1("MHDispCorr[MHDisp]", "");
     
@@ -996 +1087 @@
     hdisp2.SetName("MHDispWrong");
     hdisp2.SetSelectedPos(2);
-    hdisp2.SetMatrixMap(tmpmatrix,map);
+    hdisp2.SetMatrixMap(imatrix,imap);
     MFillH filldispplots2("MHDispWrong[MHDisp]", "");
     
@@ -1002 +1093 @@
     hdisp3.SetName("MHDispM3Long");
     hdisp3.SetSelectedPos(3);
-    hdisp3.SetMatrixMap(tmpmatrix,map);
+    hdisp3.SetMatrixMap(imatrix,imap);
     MFillH filldispplots3("MHDispM3Long[MHDisp]", "");
     
@@ -1008 +1099 @@
     hdisp4.SetName("MHDispAsym");
     hdisp4.SetSelectedPos(4);
-    hdisp4.SetMatrixMap(tmpmatrix,map);
+    hdisp4.SetMatrixMap(imatrix,imap);
     MFillH filldispplots4("MHDispAsym[MHDisp]", "");
     
@@ -1016 +1107 @@
 
     parlist2.AddToList(&tasklist2);
-    parlist2.AddToList(&disp);
+    parlist2.AddToList(&dispparams);
     parlist2.AddToList(&hdisp1);
     parlist2.AddToList(&hdisp2);
@@ -1022 +1113 @@
     parlist2.AddToList(&hdisp4);
     parlist2.AddToList(fCam);
-    parlist2.AddToList(fMatrixTest);
+    parlist2.AddToList(fMatrixTestCalc);
+    parlist2.AddToList(fMatrixTestHists);
 
     //******************************
     // entries in MTaskList
 
-    tasklist2.AddToList(&loop);
+    tasklist2.AddToList(&loopcalc);
+    tasklist2.AddToList(&loophists);
     tasklist2.AddToList(fDispCalcTest);
     tasklist2.AddToList(&filldispplots1);
@@ -1064 +1157 @@
     return kTRUE;
 }
-
-
-
-
-
-
-
-

trunk/MagicSoft/Mars/mtemp/mifae/library/MFindDisp.h

@@ -16 +16 @@
 class MHMatrix;
 class MDispCalc;
+class MHDisp;
 class MFDisp;
 class MFilter;
@@ -34 +35 @@
   Int_t     fHowManyTest;    // number of events for testing
 
-  MHMatrix  *fMatrixTrain;   // training matrix
-  MHMatrix  *fMatrixTest;    // testing matrix
+  MHMatrix  *fMatrixTrainCalc;    // training matrix with variables needed in MDispCalc
+  MHMatrix  *fMatrixTrainHists;   // training matrix with variables needed in MHDisp
+  MHMatrix  *fMatrixTestCalc;     // testing matrix with variables needed in MDispCalc
+  MHMatrix  *fMatrixTestHists;    // testing matrix with variables needed in MHDisp
 
   MDispCalc *fDispCalcTrain;
   MDispCalc *fDispCalcTest;
+
+  MHDisp    *fHDispTrain;
+  MHDisp    *fHDispTest;
 
   MFDisp    *fDispFilter;    // filter to select an events sample
@@ -93 +99 @@
                                Int_t iflag=0); 
 
-  MHMatrix *GetMatrixTrain() { return fMatrixTrain; }
-  MHMatrix *GetMatrixTest()  { return fMatrixTest;  }
+  MHMatrix *GetMatrixTrainCalc()  { return fMatrixTrainCalc;  }
+  MHMatrix *GetMatrixTrainHists() { return fMatrixTrainHists; }
+  MHMatrix *GetMatrixTestCalc()   { return fMatrixTestCalc;   }
+  MHMatrix *GetMatrixTestHists()  { return fMatrixTestHists;  }
 
   Bool_t ReadMatrix( const TString &filetrain, const TString &filetest);

trunk/MagicSoft/Mars/mtemp/mifae/library/MHDisp.cc

@@ -29 +29 @@
 //                                                                         //
 //   container holding the histograms for Disp                             //
-//   also computes the Chi^2 of the Disp optimization                      // 
+//   also computes the minimization parameter of the Disp optimization     // 
 //                                                                         //
 /////////////////////////////////////////////////////////////////////////////
@@ -54 +54 @@
 
 #include "MHMatrix.h"
+#include "MParameters.h"
 
 #include "MParList.h"
@@ -63 +64 @@
 
 using namespace std;
+
+enum dispVar_t {kX,kY,kMeanX,kMeanY,kDelta,kSize,kM3Long,kAsym,
+                kEnergy,kImpact,kLongitmax,kZd,kAz,kTotVar};    // enum variables for the
+                                                                // matrix columns mapping
 
 // --------------------------------------------------------------------------
@@ -75 +80 @@
     fTitle = title ? title : "Histograms for Disp";
 
-    fSelectedPos = 1;  // default MHDisp flag (selects Correct Disp srcpos)
+    fSelectedPos = 1;  // default MHDisp flag (selects Correct Disp source position solution)
 
     fMatrix = NULL;
+
+    // initialize mapping array dimension to the number of columns of fMatrix
+    fMap.Set(kTotVar);
 
     //--------------------------------------------------
@@ -110 +118 @@
     fSkymapXY->SetYTitle("Y Disp source position [deg]");
 
-    fHistChi2   = new TH1F("fHistChi2"  , 
+    fHistMinPar   = new TH1F("fHistMinPar"  , 
          "Distance^2 between Disp and real srcpos", 100, 0., 2.);
-    fHistChi2->SetDirectory(NULL);
-    fHistChi2->UseCurrentStyle();
-    fHistChi2->SetXTitle("Chi^2 = distance^2 Disp to real srcpos [deg^2]");
-    fHistChi2->SetYTitle("# events");
+    fHistMinPar->SetDirectory(NULL);
+    fHistMinPar->UseCurrentStyle();
+    fHistMinPar->SetXTitle("Minimization parameter = d^2 Disp to real srcpos [deg^2]");
+    fHistMinPar->SetYTitle("# events");
     
     fHistDuDv   = new TH2F("fHistDuDv", 
@@ -125 +133 @@
     fHistDuDv->SetYTitle("Du = longitudinal distance [deg]");
 
-    fHistChi2Energy   = new TH2F("fHistChi2Energy", 
-         "Chi^2 vs. Energy", 50, 1., 3., 100, 0., 2.);
-    fHistChi2Energy->SetDirectory(NULL);
-    fHistChi2Energy->UseCurrentStyle();
-    fHistChi2Energy->SetXTitle("log10(Energy) [GeV]");
-    fHistChi2Energy->SetYTitle("Chi^2 = distance^2 Disp to real srcpos [deg^2]");
-
-    fHistChi2Size   = new TH2F("fHistChi2Size", 
-         "Chi^2 vs. Size", 50, 2., 4., 100, 0., 2.);
-    fHistChi2Size->SetDirectory(NULL);
-    fHistChi2Size->UseCurrentStyle();
-    fHistChi2Size->SetXTitle("log10(Size) [#phot]");
-    fHistChi2Size->SetYTitle("Chi^2 = distance^2 Disp to real srcpos [deg^2]");
+    fHistMinParEnergy   = new TH2F("fHistMinParEnergy", 
+         "Minimization parameter vs. Energy", 50, 1., 3., 100, 0., 2.);
+    fHistMinParEnergy->SetDirectory(NULL);
+    fHistMinParEnergy->UseCurrentStyle();
+    fHistMinParEnergy->SetXTitle("log10(Energy) [GeV]");
+    fHistMinParEnergy->SetYTitle("Minimization parameter = d^2 Disp to real srcpos [deg^2]");
+
+    fHistMinParSize   = new TH2F("fHistMinParSize", 
+         "Minimization parameter vs. Size", 50, 2., 4., 100, 0., 2.);
+    fHistMinParSize->SetDirectory(NULL);
+    fHistMinParSize->UseCurrentStyle();
+    fHistMinParSize->SetXTitle("log10(Size) [#phot]");
+    fHistMinParSize->SetYTitle("Minimization parameter = d^2 Disp to real srcpos [deg^2]");
 
     fHistDuEnergy   = new TH2F("fHistDuEnergy", 
@@ -170 +178 @@
          "Fraction events srcpos well assign vs. Size", 50, 2., 4., 0., 1.);
     fEvCorrAssign->SetDirectory(NULL);
-    fEvCorrAssign->UseCurrentStyle();
+    fEvCorrAssign->SetStats(0);
     fEvCorrAssign->SetXTitle("log10(Size) [#phot]");
     fEvCorrAssign->SetYTitle("Fraction of events with srcpos well assign");
@@ -186 +194 @@
   delete fHistcosZA;
   delete fSkymapXY;
-  delete fHistChi2;
+  delete fHistMinPar;
   delete fHistDuDv;
-  delete fHistChi2Energy;
-  delete fHistChi2Size;
+  delete fHistMinParEnergy;
+  delete fHistMinParSize;
   delete fHistDuEnergy;
   delete fHistDuSize;
@@ -204 +212 @@
 Bool_t MHDisp::SetupFill(const MParList *pList)
 {
-    // reset all histograms and Chi^2 computing variables
+    // reset all histograms and Minimization parameter computing variables
     // before each new eventloop
     fNumEv = 0;
-    fSumChi2  = 0.;
-    fChi2  = 0.;
+    fSumMinPar  = 0.;
+    fMinPar = (MParameterD*)const_cast<MParList*>(pList)->FindCreateObj("MParameterD", "MinimizationParameter");
+    if (!fMinPar)
+    {
+      *fLog << err << "MParameterD (MinimizationParameter) not found and could not be created... aborting." 
+            << endl;
+      return kFALSE;
+    }
+    fMinPar->SetVal(0);
 
     fHistEnergy->Reset();
@@ -214 +229 @@
     fHistcosZA->Reset();
     fSkymapXY->Reset();
-    fHistChi2->Reset();
+    fHistMinPar->Reset();
     fHistDuDv->Reset();
-    fHistChi2Energy->Reset();
-    fHistChi2Size->Reset();
+    fHistMinParEnergy->Reset();
+    fHistMinParSize->Reset();
     fHistDuEnergy->Reset();
     fHistDuSize->Reset();
@@ -250 +265 @@
     // if fMatrix exists, skip preprocessing and just read events from matrix;
     // if doesn't exist, read variables values from containers, so look for them
+    cout << "MHDisp::SetupFill:  fMatrix = " << fMatrix << endl; 
+
     if (fMatrix)
       return kTRUE;
@@ -291 +308 @@
     if (!fPointing)
     {
-        *fLog << err << "MPointingPos not found... " 
-              << "MMcEvt is going to be used to get Theta and Phi." 
-              << endl;
-        //        return kFALSE;
+        *fLog << err << "MPointingPos not found... aborting." << endl;
+        return kFALSE;
     }
 
@@ -306 +321 @@
 //
 // Set which selection algorithm for the Disp estimated source position 
-// we want to follow when filling the histograms:
+// solutions we want to follow when filling the histograms:
 //  * iflag == 1 --> Correct source position, the closest to the real srcpos
 //                   (only applicable to MC or well known source real data)
@@ -323 +338 @@
 //
 // Sets the Matrix and the array of mapped values for each Matrix column
-// (see MDispCalc)
 //
 void MHDisp::SetMatrixMap(MHMatrix *matrix, TArrayI &map)
@@ -334 +348 @@
 // --------------------------------------------------------------------------
 //
+// Returns the Matrix and the mapped value for each Matrix column
+//
+void MHDisp::GetMatrixMap(MHMatrix* &matrix, TArrayI &map)
+{
+    map = fMap;
+    matrix = fMatrix;
+}
+
+
+// --------------------------------------------------------------------------
+//
+// You can use this function if you want to use a MHMatrix instead of the
+// given containers for the Disp optimization. This function adds all 
+// necessary columns to the given matrix. Afterwards, you should fill 
+// the matrix with the corresponding data (eg from a file by using 
+// MHMatrix::Fill). Then, if you loop through the matrix (eg using 
+// MMatrixLoop), MHDisp::Fill will take the values from the matrix 
+// instead of the containers.
+//
+void MHDisp::InitMapping(MHMatrix *mat)
+{
+    if (fMatrix)
+      return;
+
+    fMatrix = mat;
+
+    fMap[kX]          = fMatrix->AddColumn("MSrcPosCam.fX");
+    fMap[kY]          = fMatrix->AddColumn("MSrcPosCam.fY");
+    fMap[kMeanX]      = fMatrix->AddColumn("MHillas.fMeanX");
+    fMap[kMeanY]      = fMatrix->AddColumn("MHillas.fMeanY");
+    fMap[kDelta]      = fMatrix->AddColumn("MHillas.fDelta");
+
+    fMap[kSize]       = fMatrix->AddColumn("MHillas.fSize");
+    
+    fMap[kM3Long]     = fMatrix->AddColumn("MHillasExt.fM3Long");
+    fMap[kAsym]       = fMatrix->AddColumn("MHillasExt.fAsym");
+    
+    fMap[kEnergy]     = fMatrix->AddColumn("MMcEvt.fEnergy");
+    fMap[kImpact]     = fMatrix->AddColumn("MMcEvt.fImpact");
+    fMap[kLongitmax]  = fMatrix->AddColumn("MMcEvt.fLongitmax");
+    
+    fMap[kZd]         = fMatrix->AddColumn("MPointingPos.fZd");
+    fMap[kAz]         = fMatrix->AddColumn("MPointingPos.fAz");
+}
+
+
+// --------------------------------------------------------------------------
+//
 // Returns a mapped value from the Matrix
 //
@@ -349 +411 @@
 // --------------------------------------------------------------------------
 //
-// Fill the histograms and sum up the Chi^2 outcome of each processed event
+// Fill the histograms and sum up the Minimization paramter outcome 
+// of each processed event
 //
 Bool_t MHDisp::Fill(const MParContainer *par, const Stat_t w)
@@ -356 +419 @@
     Double_t impact = 0.;
     Double_t xmax = 0.;
-    Double_t theta = 0.;
-    Double_t phi = 0.;
 
     if ( fMatrix || (!fMatrix && fMcEvt) )
     {  
-      energy   = fMatrix ? GetVal(13)  : fMcEvt->GetEnergy();
-      impact   = fMatrix ? GetVal(14)  : fMcEvt->GetImpact();
-      xmax     = fMatrix ? GetVal(15)  : fMcEvt->GetLongitmax();
-      
-      if (fPointing)
-      {
-        theta  = fMatrix ? GetVal(16)  : fPointing->GetZd();
-        phi    = fMatrix ? GetVal(17)  : fPointing->GetAz();
-      }
-      else
-      {
-        theta  = fMatrix ? GetVal(16)  : fMcEvt->GetTelescopeTheta()*kRad2Deg;
-        phi    = fMatrix ? GetVal(17)  : fMcEvt->GetTelescopePhi()*kRad2Deg;
-      }
+      energy   = fMatrix ? GetVal(kEnergy)     : fMcEvt->GetEnergy();
+      impact   = fMatrix ? GetVal(kImpact)     : fMcEvt->GetImpact();
+      xmax     = fMatrix ? GetVal(kLongitmax)  : fMcEvt->GetLongitmax();      
     }
     else
       *fLog << "No MMcEvt container available (no Energy,ImpactPar or Xmax)" << endl;
 
-    Double_t xsrcpos0   = fMatrix ? GetVal(0)   : fSrcPos->GetX();
-    Double_t ysrcpos0   = fMatrix ? GetVal(1)   : fSrcPos->GetY();
-    Double_t xmean0     = fMatrix ? GetVal(2)   : fHil->GetMeanX();  
-    Double_t ymean0     = fMatrix ? GetVal(3)   : fHil->GetMeanY();
-    Double_t delta      = fMatrix ? GetVal(4)   : fHil->GetDelta();
-    
-    Double_t size       = fMatrix ? GetVal(5)   : fHil->GetSize();
-    //    Double_t width0     = fMatrix ? GetVal(6)   : fHil->GetWidth();
-    //    Double_t length0    = fMatrix ? GetVal(7)   : fHil->GetLength();
-    
-    //    Double_t conc       = fMatrix ? GetVal(8)   : fNewPar->GetConc();
-    //    Double_t leakage1   = fMatrix ? GetVal(9)   : fNewPar->GetLeakage1();
-    //    Double_t leakage2   = fMatrix ? GetVal(10)  : fNewPar->GetLeakage2();
-    
-    Double_t m3long     = fMatrix ? GetVal(11)  : fHilExt->GetM3Long();
-    Double_t asym       = fMatrix ? GetVal(12)  : fHilExt->GetAsym();
+    Double_t theta      = fMatrix ? GetVal(kZd)  : fPointing->GetZd();
+    //    Double_t phi        = fMatrix ? GetVal(kAz)  : fPointing->GetAz();
+
+    Double_t xsrcpos0   = fMatrix ? GetVal(kX)       : fSrcPos->GetX();
+    Double_t ysrcpos0   = fMatrix ? GetVal(kY)       : fSrcPos->GetY();
+    Double_t xmean0     = fMatrix ? GetVal(kMeanX)   : fHil->GetMeanX();  
+    Double_t ymean0     = fMatrix ? GetVal(kMeanY)   : fHil->GetMeanY();
+    Double_t delta      = fMatrix ? GetVal(kDelta)   : fHil->GetDelta();
+    
+    Double_t size       = fMatrix ? GetVal(kSize)    : fHil->GetSize();
+    
+    Double_t m3long     = fMatrix ? GetVal(kM3Long)  : fHilExt->GetM3Long();
+    Double_t asym       = fMatrix ? GetVal(kAsym)    : fHilExt->GetAsym();
 
     //------------------------------------------
     // convert to deg
-    //    Double_t width    = width0  * fMm2Deg;
-    //    Double_t length   = length0 * fMm2Deg;
     Double_t xsrcpos  = xsrcpos0 * fMm2Deg;
     Double_t ysrcpos  = ysrcpos0 * fMm2Deg;
@@ -453 +498 @@
     // Distance between estimated Disp and real source position
     Double_t d2 = (xdisp-xsrcpos)*(xdisp-xsrcpos) +  (ydisp-ysrcpos)*(ydisp-ysrcpos); 
-    fHistChi2->Fill(d2);
+    fHistMinPar->Fill(d2);
     
     // Longitudinal and transversal distances between Disp and real source positon
@@ -465 +510 @@
     fHistcosZA->Fill(cos(theta/kRad2Deg));
     
-    // to check the size dependence of the optimization
-    fHistChi2Energy->Fill(log10(energy),d2);
-    fHistChi2Size->Fill(log10(size),d2);
+    // to check the size and energy dependence of the optimization
+    fHistMinParEnergy->Fill(log10(energy),d2);
+    fHistMinParSize->Fill(log10(size),d2);
     fHistDuEnergy->Fill(log10(energy),Du);
     fHistDuSize->Fill(log10(size),Du);
@@ -473 +518 @@
     fHistDvSize->Fill(log10(size),Dv);
     
-    // variables for Chi^2 calculation (= d^2)
+    // variables for the Minimization parameter calculation (= d^2)
     fNumEv += 1;
-    fSumChi2 += d2;  
+    fSumMinPar += d2;  
     
     return kTRUE;
@@ -483 +528 @@
 // --------------------------------------------------------------------------
 //
-// Calculates the final Chi^2 of the Disp optimization
+// Calculates the final Minimization parameter of the Disp optimization
 //
 Bool_t MHDisp::Finalize()
 {
-    fChi2 = fSumChi2/fNumEv;
+    fMinPar->SetVal(fSumMinPar/fNumEv);
     *fLog << endl;
-    *fLog << "MHDisp::Finalize: SumChi2, NumEv = " << fSumChi2 << ", " << fNumEv << endl;
-    *fLog << "MHDisp::Finalize: Final Chi2 = " << fChi2 << endl;
-    
-    fChi2 = fHistChi2->GetMean();
-    *fLog << "MHDisp::Finalize: Final Chi2 = " << fChi2 << endl;
+    *fLog << "MHDisp::Finalize: SumMinPar, NumEv = " << fSumMinPar << ", " << fNumEv << endl;
+    *fLog << "MHDisp::Finalize: Final MinPar = " << fMinPar->GetVal() << endl;
+    
+    fMinPar->SetVal(fHistMinPar->GetMean());
+    *fLog << "MHDisp::Finalize: Final MinPar = " << fMinPar->GetVal() << endl;
 
     SetReadyToSave();
@@ -542 +587 @@
     pad->cd(4);
     gPad->SetBorderMode(0);
-    fHistChi2->SetTitleOffset(1.2,"Y");
-    fHistChi2->DrawClone(opt);
-    fHistChi2->SetBit(kCanDelete);
-    gPad->Modified();
-
-    TProfile *profChi2Energy = fHistChi2Energy->ProfileX("Chi^2 vs. Energy",0,99999,"s");
-    profChi2Energy->SetXTitle("log10(Energy) [GeV]");
-    profChi2Energy->SetYTitle("Chi^2 = distance^2 Disp to real srcpos [deg^2]");
+    fHistMinPar->SetTitleOffset(1.2,"Y");
+    fHistMinPar->DrawClone(opt);
+    fHistMinPar->SetBit(kCanDelete);
+    gPad->Modified();
+
+    TProfile *profMinParEnergy = fHistMinParEnergy->ProfileX("Minimization parameter vs. Energy",0,99999,"s");
+    profMinParEnergy->SetXTitle("log10(Energy) [GeV]");
+    profMinParEnergy->SetYTitle("Minimization parameter = d^2 Disp to real srcpos [deg^2]");
     pad->cd(5);
     gPad->SetBorderMode(0);
-    profChi2Energy->SetTitleOffset(1.2,"Y");
-    profChi2Energy->DrawClone(opt);
-    profChi2Energy->SetBit(kCanDelete);
-    gPad->Modified();
-
-    TProfile *profChi2Size = fHistChi2Size->ProfileX("Chi^2 vs. Size",0,99999,"s");
-    profChi2Size->SetXTitle("log10(Size) [#phot]");
-    profChi2Size->SetYTitle("Chi^2 = distance^2 Disp to real srcpos [deg^2]");
+    profMinParEnergy->SetTitleOffset(1.2,"Y");
+    profMinParEnergy->SetStats(0);
+    profMinParEnergy->DrawClone(opt);
+    profMinParEnergy->SetBit(kCanDelete);
+    gPad->Modified();
+
+    TProfile *profMinParSize = fHistMinParSize->ProfileX("Minimization parameter vs. Size",0,99999,"s");
+    profMinParSize->SetXTitle("log10(Size) [#phot]");
+    profMinParSize->SetYTitle("Minimization parameter = d^2 Disp to real srcpos [deg^2]");
     pad->cd(6);
     gPad->SetBorderMode(0);
-    profChi2Size->SetTitleOffset(1.2,"Y");
-    profChi2Size->DrawClone(opt);
-    profChi2Size->SetBit(kCanDelete);
+    profMinParSize->SetTitleOffset(1.2,"Y");
+    profMinParSize->SetStats(0);
+    profMinParSize->DrawClone(opt);
+    profMinParSize->SetBit(kCanDelete);
     gPad->Modified();
 
@@ -604 +651 @@
     gPad->SetBorderMode(0);
     profDuEnergy->SetTitleOffset(1.2,"Y");
+    profDuEnergy->SetStats(0);
     profDuEnergy->DrawClone(opt);
     profDuEnergy->SetBit(kCanDelete);
@@ -614 +662 @@
     gPad->SetBorderMode(0);
     profDuSize->SetTitleOffset(1.2,"Y");
+    profDuSize->SetStats(0);
     profDuSize->DrawClone(opt);
     profDuSize->SetBit(kCanDelete);
@@ -634 +683 @@
     gPad->SetBorderMode(0);
     profDvEnergy->SetTitleOffset(1.2,"Y");
+    profDvEnergy->SetStats(0);
     profDvEnergy->DrawClone(opt);
     profDvEnergy->SetBit(kCanDelete);
@@ -644 +694 @@
     gPad->SetBorderMode(0);
     profDvSize->SetTitleOffset(1.2,"Y");
+    profDvSize->SetStats(0);
     profDvSize->DrawClone(opt);
     profDvSize->SetBit(kCanDelete);

trunk/MagicSoft/Mars/mtemp/mifae/library/MHDisp.h

@@ -21 +21 @@
 class MPointingPos;
 class MHMatrix;
+class MParameterD;
 
 class MHDisp : public MH
@@ -36 +37 @@
     TString fImageParDispName;
 
-    Int_t fSelectedPos;      // flag to select which Disp estimated position
-                             // we want to fill the histograms (see Set function)
+    Int_t fSelectedPos;      // flag to select which of the two Disp source position
+                             // solutions we want to fill the histograms (see Set function)
 
     TH1F *fHistEnergy;       // Energy distribution of events
@@ -43 +44 @@
     TH1F *fHistcosZA;        // cosinus Zenith angle distribution of events
     TH2F *fSkymapXY;         // 2D histogram for Disp estimated source positions
-    TH1F *fHistChi2;         // Histogram of the event Chi^2 (= d^2 = distance^2 
-                             // between Disp estimated and true source position)
+    TH1F *fHistMinPar;       // Histogram of the event Minimization Parameter (= d^2 = 
+                             // = distance^2 between Disp estimated and true source position)
     TH2F *fHistDuDv;         // Distribution of longitudinal (Du) and transversal 
                              // (Dv) distances between Disp and true source position    
-    TH2F *fHistChi2Energy;   // Chi^2 (= d^2) vs. Energy
-    TH2F *fHistChi2Size;     // Chi^2 (= d^2) vs. Size
+    TH2F *fHistMinParEnergy; // Minimization Parameter (= d^2) vs. Energy
+    TH2F *fHistMinParSize;   // Minimization Parameter (= d^2) vs. Size
     TH2F *fHistDuEnergy;     // Du vs. Energy
     TH2F *fHistDuSize;       // Du vs. Size
@@ -58 +59 @@
     Double_t fMm2Deg;        // conversion factor from mm to deg
 
-    MHMatrix *fMatrix;       // matrix storing variables needed for Disp optimization
-    TArrayI fMap;            // array storing the matrix mapping of columns defined
-                             // in MDispCalc::InitMapping
+    MHMatrix *fMatrix;       // matrix storing variables needed for the Disp optimization
+    TArrayI fMap;            // array storing the matrix mapping column numbers corresponding
+                             // to each variable added to fMatrix
 
     Double_t GetVal(Int_t i) const;
 
     Int_t fNumEv;            // total number of events
-    Double_t fSumChi2;       // current sum of Chi^2      
-    Double_t fChi2;          // final Chi^2 of the Disp optimization
+    Double_t fSumMinPar;     // current sum of the minimization parameter   
+    MParameterD *fMinPar;    // final minimization parameters of the Disp optimization
 
 public:
@@ -81 +82 @@
 
     void SetMatrixMap(MHMatrix *matrix, TArrayI &map);    
+    void GetMatrixMap(MHMatrix* &matrix, TArrayI &map);  // get matrix and its mapping array
 
-    Double_t GetChi2()     { return fChi2; }
+    void InitMapping(MHMatrix *mat);       // define the matrix of variables
+                                           // needed for the Disp optimization
 
     TH1F *GetHistEnergy()       { return fHistEnergy; } 
@@ -88 +91 @@
     TH1F *GetHistcosZA()        { return fHistcosZA; } 
     TH2F *GetSkymapXY()         { return fSkymapXY; }
-    TH1F *GetHistChi2()         { return fHistChi2; }
+    TH1F *GetHistMinPar()       { return fHistMinPar; }
     TH2F *GetHistDuDv()         { return fHistDuDv; }
-    TH2F *GetHistChi2Energy()   { return fHistChi2Energy; }
-    TH2F *GetHistChi2Size()     { return fHistChi2Size; }
+    TH2F *GetHistMinParEnergy() { return fHistMinParEnergy; }
+    TH2F *GetHistMinParSize()   { return fHistMinParSize; }
     TH2F *GetHistDuEnergy()     { return fHistDuEnergy; }
     TH2F *GetHistDuSize()       { return fHistDuSize; }
@@ -100 +103 @@
     void Draw(Option_t *opt="");
 
-    ClassDef(MHDisp, 1) // Container holding the Histograms for Disp
+    ClassDef(MHDisp, 1) // Container holding the Histograms for Disp and
+                        // the parameter to minimize in the Disp optimization
 };
 

trunk/MagicSoft/Mars/mtemp/mifae/library/Makefile

@@ -74 +74 @@
         MTopologyCalc.cc \
         MImageParDisp.cc \
-        MDisp.cc \
+        MDispParameters.cc \
         MDispCalc.cc \
         MHDisp.cc \