| 1 | /* ======================================================================== *\
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| 2 | !
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| 3 | ! *
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| 4 | ! * This file is part of MARS, the MAGIC Analysis and Reconstruction
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| 5 | ! * Software. It is distributed to you in the hope that it can be a useful
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| 6 | ! * and timesaving tool in analysing Data of imaging Cerenkov telescopes.
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| 7 | ! * It is distributed WITHOUT ANY WARRANTY.
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| 8 | ! *
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| 9 | ! * Permission to use, copy, modify and distribute this software and its
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| 10 | ! * documentation for any purpose is hereby granted without fee,
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| 11 | ! * provided that the above copyright notice appear in all copies and
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| 12 | ! * that both that copyright notice and this permission notice appear
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| 13 | ! * in supporting documentation. It is provided "as is" without express
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| 14 | ! * or implied warranty.
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| 15 | ! *
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| 16 | !
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| 17 | !
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| 18 | ! Author(s): Thomas Bretz, 5/2002 <mailto:tbretz@astro.uni-wuerzburg.de>
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| 19 | ! Author(s): Rudy Bock, 5/2002 <mailto:rkb@mppmu.mpg.de>
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| 20 | !
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| 21 | ! Copyright: MAGIC Software Development, 2000-2002
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| 22 | !
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| 23 | !
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| 24 | \* ======================================================================== */
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| 25 |
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| 26 | /////////////////////////////////////////////////////////////////////////////
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| 27 | //
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| 28 | // MMultiDimDistCalc
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| 29 | //
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| 30 | // Calculated a multidimensional distance. It calculates the distance to
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| 31 | // all vectors in a given matrix describing Gammas and another one
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| 32 | // describing Hadrons (non gammas). The shortest distances are avaraged.
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| 33 | // How many distances are used for avaraging can be specified in the
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| 34 | // constructor.
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| 35 | //
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| 36 | ////////////////////////////////////////////////////////////////////////////
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| 37 | #include "MMultiDimDistCalc.h"
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| 38 |
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| 39 | #include "MHMatrix.h" // must be before MLogManip.h
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| 40 |
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| 41 | #include "MLog.h"
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| 42 | #include "MLogManip.h"
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| 43 |
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| 44 | #include "MParList.h"
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| 45 | #include "MDataChain.h"
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| 46 |
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| 47 | #include "MHadroness.h"
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| 48 |
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| 49 | ClassImp(MMultiDimDistCalc);
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| 50 |
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| 51 | // --------------------------------------------------------------------------
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| 52 | //
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| 53 | // Setup histograms and the number of distances which are used for
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| 54 | // avaraging in CalcDist
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| 55 | //
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| 56 | MMultiDimDistCalc::MMultiDimDistCalc(Int_t num, const char *name, const char *title)
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| 57 | : fNum(num)
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| 58 | {
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| 59 | //
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| 60 | // set the name and title of this object
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| 61 | //
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| 62 | fName = name ? name : "MMultiDimDistCalc";
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| 63 | fTitle = title ? title : "Composite Probabilities Loop 1/2";
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| 64 |
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| 65 | fData = new TList;
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| 66 | fData->SetOwner();
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| 67 | }
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| 68 |
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| 69 | // --------------------------------------------------------------------------
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| 70 | //
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| 71 | // Delete the data chains
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| 72 | //
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| 73 | MMultiDimDistCalc::~MMultiDimDistCalc()
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| 74 | {
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| 75 | delete fData;
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| 76 | }
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| 77 |
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| 78 | // --------------------------------------------------------------------------
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| 79 | //
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| 80 | // Needs:
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| 81 | // - MatrixGammas [MHMatrix]
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| 82 | // - MatrixHadrons {MHMatrix]
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| 83 | // - MHadroness
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| 84 | // - all data containers used to build the matrixes
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| 85 | //
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| 86 | // The matrix object can be filles using MFillH. And must be of the same
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| 87 | // number of columns (with the same meaning).
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| 88 | //
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| 89 | Bool_t MMultiDimDistCalc::PreProcess(MParList *plist)
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| 90 | {
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| 91 | fMGammas = (MHMatrix*)plist->FindObject("MatrixGammas", "MHMatrix");
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| 92 | if (!fMGammas)
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| 93 | {
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| 94 | *fLog << err << dbginf << "MatrixGammas [MHMatrix] not found... aborting." << endl;
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| 95 | return kFALSE;
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| 96 | }
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| 97 |
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| 98 | fMHadrons = (MHMatrix*)plist->FindObject("MatrixHadrons", "MHMatrix");
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| 99 | if (!fMHadrons)
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| 100 | {
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| 101 | *fLog << err << dbginf << "MatrixHadrons [MHMatrix] not found... aborting." << endl;
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| 102 | return kFALSE;
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| 103 | }
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| 104 |
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| 105 | if (fMGammas->GetM().GetNcols() != fMHadrons->GetM().GetNcols())
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| 106 | {
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| 107 | *fLog << err << dbginf << "Error matrices have different numbers of columns... aborting." << endl;
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| 108 | return kFALSE;
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| 109 | }
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| 110 |
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| 111 | TIter Next(fMGammas->GetRules());
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| 112 | TObject *data=NULL;
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| 113 | while ((data=Next()))
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| 114 | {
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| 115 | MDataChain *chain = new MDataChain(data->GetName());
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| 116 | if (!chain->PreProcess(plist))
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| 117 | {
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| 118 | delete chain;
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| 119 | return kFALSE;
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| 120 | }
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| 121 | fData->Add(chain);
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| 122 | }
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| 123 |
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| 124 | fHadroness = (MHadroness*)plist->FindCreateObj("MHadroness");
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| 125 | if (!fHadroness)
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| 126 | return kFALSE;
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| 127 |
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| 128 | return kTRUE;
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| 129 | }
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| 130 |
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| 131 | // --------------------------------------------------------------------------
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| 132 | //
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| 133 | // Evaluates the avarage over the fNum shortest distances in a
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| 134 | // multidimensional space to a matrix (set of vectors) describing
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| 135 | // gammas and hadrons.
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| 136 | // The hadroness of the event is defines as the avarage distance to the
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| 137 | // set of gammas (dg) divided by the avarage distance to the set of
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| 138 | // hadrons (dh). Because this value is in teh range [0, inf] it is
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| 139 | // transformed into [0,1] by:
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| 140 | // H = exp(-dh/dg);
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| 141 | //
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| 142 | Bool_t MMultiDimDistCalc::Process()
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| 143 | {
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| 144 | const Double_t ncols = fMGammas->GetM().GetNcols();
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| 145 |
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| 146 | TVector event(ncols);
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| 147 |
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| 148 | Int_t n=0;
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| 149 | TIter Next(fData);
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| 150 | MData *data = NULL;
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| 151 | while ((data=(MData*)Next()))
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| 152 | event(n++) = data->GetValue();
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| 153 |
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| 154 | Double_t dg = fMGammas->CalcDist(event, fNum);
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| 155 | Double_t dh = fMHadrons->CalcDist(event, fNum);
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| 156 |
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| 157 | fHadroness->SetHadroness(exp(-dh/dg));
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| 158 |
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| 159 | return kTRUE;
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| 160 | }
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| 161 |
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