| 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): Markus Gaug   02/2004 <mailto:markus@ifae.es> | 
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| 19 | ! | 
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| 20 | !   Copyright: MAGIC Software Development, 2000-2004 | 
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| 21 | ! | 
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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 | // MHCalibrationTestCam | 
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| 27 | // | 
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| 28 | // Fills the calibrated signal from an MSignalCam into | 
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| 29 | // MHCalibrationPix for every: | 
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| 30 | // | 
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| 31 | // - Pixel, stored in the TObjArray's MHCalibrationCam::fHiGainArray | 
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| 32 | //   or MHCalibrationCam::fHiGainArray, respectively. | 
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| 33 | // | 
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| 34 | // - Average pixel per AREA index (e.g. inner and outer for the MAGIC camera), | 
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| 35 | //   stored in the TObjArray's MHCalibrationCam::fAverageHiGainAreas and | 
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| 36 | //   MHCalibrationCam::fAverageHiGainAreas | 
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| 37 | // | 
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| 38 | // - Average pixel per camera SECTOR (e.g. sectors 1-6 for the MAGIC camera), | 
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| 39 | //   stored in the TObjArray's MHCalibrationCam::fAverageHiGainSectors | 
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| 40 | //   and MHCalibrationCam::fAverageHiGainSectors | 
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| 41 | // | 
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| 42 | // The signals are filled into a histogram and an array, in order to perform | 
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| 43 | // a Fourier analysis (see MHGausEvents). The signals are moreover averaged on an | 
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| 44 | // event-by-event basis and written into the corresponding average pixels. | 
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| 45 | // | 
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| 46 | // The histograms are fitted to a Gaussian, mean and sigma with its errors | 
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| 47 | // and the fit probability are extracted. If none of these values are NaN's and | 
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| 48 | // if the probability is bigger than MHGausEvents::fProbLimit (default: 0.5%), | 
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| 49 | // the fit is declared valid. | 
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| 50 | // Otherwise, the fit is repeated within ranges of the previous mean | 
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| 51 | // +- MHCalibrationPix::fPickupLimit (default: 5) sigma (see MHCalibrationPix::RepeatFit()) | 
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| 52 | // In case this does not make the fit valid, the histogram means and RMS's are | 
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| 53 | // taken directly (see MHCalibrationPix::BypassFit()) and the following flags are set: | 
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| 54 | // - MBadPixelsPix::SetUncalibrated( MBadPixelsPix::kHiGainNotFitted ) and | 
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| 55 | // - MBadPixelsPix::SetUnsuitable(   MBadPixelsPix::kUnreliableRun    ) | 
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| 56 | // | 
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| 57 | // Outliers of more than MHCalibrationPix::fPickupLimit (default: 5) sigmas | 
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| 58 | // from the mean are counted as Pickup events (stored in MHCalibrationPix::fPickup) | 
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| 59 | // | 
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| 60 | // The class also fills arrays with the signal vs. event number, creates a fourier | 
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| 61 | // spectrum (see MHGausEvents::CreateFourierSpectrum()) and investigates if the | 
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| 62 | // projected fourier components follow an exponential distribution. | 
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| 63 | // In case that the probability of the exponential fit is less than | 
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| 64 | // MHGausEvents::fProbLimit (default: 0.5%), the following flags are set: | 
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| 65 | // - MBadPixelsPix::SetUncalibrated( MBadPixelsPix::kHiGainOscillating ) and | 
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| 66 | // - MBadPixelsPix::SetUnsuitable(   MBadPixelsPix::kUnreliableRun      ) | 
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| 67 | // | 
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| 68 | // This same procedure is performed for the average pixels. | 
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| 69 | // | 
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| 70 | // The following results are written into an MCalibrationCam: | 
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| 71 | // | 
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| 72 | // - MCalibrationPix::SetMean() | 
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| 73 | // - MCalibrationPix::SetMeanErr() | 
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| 74 | // - MCalibrationPix::SetSigma() | 
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| 75 | // - MCalibrationPix::SetSigmaErr() | 
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| 76 | // - MCalibrationPix::SetProb() | 
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| 77 | // - MCalibrationPix::SetNumPickup() | 
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| 78 | // | 
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| 79 | // For all averaged areas, the fitted sigma is multiplied with the square root of | 
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| 80 | // the number involved pixels in order to be able to compare it to the average of | 
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| 81 | // sigmas in the camera. | 
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| 82 | // | 
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| 83 | ///////////////////////////////////////////////////////////////////////////// | 
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| 84 | #include "MHCalibrationTestCam.h" | 
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| 85 |  | 
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| 86 | #include "MHCalibrationPix.h" | 
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| 87 |  | 
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| 88 | #include "MLog.h" | 
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| 89 | #include "MLogManip.h" | 
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| 90 |  | 
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| 91 | #include "MParList.h" | 
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| 92 |  | 
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| 93 | #include "MCalibrationCam.h" | 
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| 94 | #include "MCalibrationPix.h" | 
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| 95 |  | 
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| 96 | #include "MSignalCam.h" | 
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| 97 | #include "MSignalPix.h" | 
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| 98 |  | 
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| 99 | #include "MGeomCam.h" | 
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| 100 | #include "MGeomPix.h" | 
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| 101 |  | 
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| 102 | #include "MBadPixelsCam.h" | 
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| 103 | #include "MBadPixelsPix.h" | 
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| 104 |  | 
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| 105 | #include <TOrdCollection.h> | 
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| 106 |  | 
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| 107 | ClassImp(MHCalibrationTestCam); | 
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| 108 |  | 
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| 109 | using namespace std; | 
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| 110 |  | 
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| 111 | const Int_t   MHCalibrationTestCam::fgNbins    = 1000; | 
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| 112 | const Axis_t  MHCalibrationTestCam::fgFirst    = -1.; | 
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| 113 | const Axis_t  MHCalibrationTestCam::fgLast     = 1999.; | 
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| 114 | const Float_t MHCalibrationTestCam::fgProbLimit  = 0.00000001; | 
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| 115 | const TString MHCalibrationTestCam::gsHistName   = "Test"; | 
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| 116 | const TString MHCalibrationTestCam::gsHistTitle  = "Calibrated Calibration Signals"; | 
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| 117 | const TString MHCalibrationTestCam::gsHistXTitle = "Nr. Photons"; | 
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| 118 | const TString MHCalibrationTestCam::gsHistYTitle = "Nr. events"; | 
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| 119 | // -------------------------------------------------------------------------- | 
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| 120 | // | 
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| 121 | // Default Constructor. | 
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| 122 | // | 
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| 123 | // Sets: | 
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| 124 | // - fNbins to fgNbins | 
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| 125 | // - fFirst to fgFirst | 
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| 126 | // - fLast  to fgLast | 
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| 127 | // | 
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| 128 | // - fHistName   to gsHistName | 
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| 129 | // - fHistTitle  to gsHistTitle | 
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| 130 | // - fHistXTitle to gsHistXTitle | 
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| 131 | // - fHistYTitle to gsHistYTitle | 
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| 132 | // | 
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| 133 | MHCalibrationTestCam::MHCalibrationTestCam(const char *name, const char *title) | 
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| 134 | { | 
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| 135 |  | 
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| 136 | fName  = name  ? name  : "MHCalibrationTestCam"; | 
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| 137 | fTitle = title ? title : "Histogram class for testing the calibration"; | 
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| 138 |  | 
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| 139 | SetBinning(fgNbins, fgFirst, fgLast); | 
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| 140 |  | 
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| 141 | SetProbLimit(fgProbLimit); | 
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| 142 |  | 
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| 143 | SetHistName  (gsHistName  .Data()); | 
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| 144 | SetHistTitle (gsHistTitle .Data()); | 
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| 145 | SetHistXTitle(gsHistXTitle.Data()); | 
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| 146 | SetHistYTitle(gsHistYTitle.Data()); | 
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| 147 |  | 
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| 148 | SetLoGain(kFALSE); | 
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| 149 |  | 
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| 150 | } | 
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| 151 |  | 
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| 152 | // -------------------------------------------------------------------------- | 
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| 153 | // | 
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| 154 | // Searches pointer to: | 
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| 155 | // - MSignalCam | 
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| 156 | // | 
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| 157 | // Calls: | 
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| 158 | // - MHCalibrationCam::InitHiGainArrays() | 
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| 159 | // | 
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| 160 | // Sets: | 
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| 161 | // - SetLoGain(kFALSE); | 
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| 162 | // - fMeanMeanPhotPerArea to nareas | 
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| 163 | // - fRmsMeanPhotPerArea  to nareas | 
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| 164 | // - fMeanSigmaPhotPerArea to nareas | 
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| 165 | // - fRmsSigmaPhotPerArea  to nareas | 
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| 166 | // | 
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| 167 | Bool_t MHCalibrationTestCam::ReInitHists(MParList *pList) | 
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| 168 | { | 
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| 169 |  | 
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| 170 | if (!InitCams(pList,"Test")) | 
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| 171 | return kFALSE; | 
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| 172 |  | 
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| 173 |  | 
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| 174 | MSignalCam *signal = (MSignalCam*)pList->FindObject("MSignalCam"); | 
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| 175 | if (!signal) | 
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| 176 | { | 
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| 177 | *fLog << err << "MSignalCam not found... abort." << endl; | 
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| 178 | return kFALSE; | 
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| 179 | } | 
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| 180 |  | 
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| 181 |  | 
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| 182 | const Int_t npixels  = fGeom->GetNumPixels(); | 
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| 183 | const Int_t nsectors = fGeom->GetNumSectors(); | 
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| 184 | const Int_t nareas   = fGeom->GetNumAreas(); | 
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| 185 |  | 
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| 186 | InitHiGainArrays(npixels,nareas,nsectors); | 
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| 187 | InitLoGainArrays(npixels,nareas,nsectors); | 
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| 188 |  | 
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| 189 | fMeanMeanPhotPerArea.Set(nareas); | 
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| 190 | fRmsMeanPhotPerArea .Set(nareas); | 
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| 191 | fMeanSigmaPhotPerArea.Set(nareas); | 
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| 192 | fRmsSigmaPhotPerArea.Set(nareas); | 
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| 193 |  | 
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| 194 | return kTRUE; | 
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| 195 | } | 
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| 196 |  | 
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| 197 | // ------------------------------------------------------------------------------- | 
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| 198 | // | 
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| 199 | // Retrieves pointer to MSignalCam: | 
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| 200 | // | 
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| 201 | // Retrieves from MGeomCam: | 
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| 202 | // - number of pixels | 
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| 203 | // - number of pixel areas | 
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| 204 | // - number of sectors | 
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| 205 | // | 
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| 206 | // Fills HiGain histograms (MHGausEvents::FillHistAndArray()) | 
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| 207 | // with: | 
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| 208 | // - MSignalPix::GetNumPhotons(pixid); | 
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| 209 | // | 
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| 210 | Bool_t MHCalibrationTestCam::FillHists(const MParContainer *par, const Stat_t w) | 
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| 211 | { | 
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| 212 |  | 
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| 213 | MSignalCam *calibration = (MSignalCam*)par; | 
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| 214 | if (!calibration) | 
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| 215 | { | 
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| 216 | gLog << err << "No argument in MHCalibrationTestCam::Fill... abort." << endl; | 
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| 217 | return kFALSE; | 
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| 218 | } | 
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| 219 |  | 
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| 220 | const Int_t npixels  = fGeom->GetNumPixels(); | 
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| 221 | const Int_t nareas   = fGeom->GetNumAreas(); | 
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| 222 | const Int_t nsectors = fGeom->GetNumSectors(); | 
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| 223 |  | 
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| 224 | TArrayF sumareahi  (nareas); | 
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| 225 | TArrayF sumsectorhi(nsectors); | 
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| 226 | TArrayI numareahi  (nareas); | 
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| 227 | TArrayI numsectorhi(nsectors); | 
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| 228 |  | 
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| 229 | for (Int_t i=0; i<npixels; i++) | 
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| 230 | { | 
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| 231 |  | 
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| 232 | const MSignalPix &pix = (*calibration)[i]; | 
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| 233 |  | 
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| 234 | const Float_t signal = pix.GetNumPhotons(); | 
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| 235 | if (signal < 0.0001) | 
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| 236 | continue; | 
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| 237 |  | 
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| 238 | const Int_t aidx   = (*fGeom)[i].GetAidx(); | 
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| 239 | const Int_t sector = (*fGeom)[i].GetSector(); | 
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| 240 |  | 
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| 241 | (*this)[i].FillHistAndArray(signal); | 
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| 242 |  | 
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| 243 | sumareahi  [aidx]   += signal; | 
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| 244 | numareahi  [aidx]   ++; | 
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| 245 | sumsectorhi[sector] += signal; | 
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| 246 | numsectorhi[sector] ++; | 
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| 247 | } | 
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| 248 |  | 
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| 249 | for (Int_t j=0; j<nareas; j++) | 
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| 250 | { | 
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| 251 | MHCalibrationPix &histhi = GetAverageHiGainArea(j); | 
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| 252 | histhi.FillHistAndArray(numareahi[j] == 0 ? 0. : sumareahi[j]/numareahi[j]); | 
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| 253 | } | 
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| 254 |  | 
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| 255 | for (Int_t j=0; j<nsectors; j++) | 
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| 256 | { | 
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| 257 | MHCalibrationPix &histhi = GetAverageHiGainSector(j); | 
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| 258 | histhi.FillHistAndArray(numsectorhi[j] == 0 ? 0. : sumsectorhi[j]/numsectorhi[j]); | 
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| 259 |  | 
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| 260 | } | 
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| 261 |  | 
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| 262 | return kTRUE; | 
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| 263 | } | 
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| 264 |  | 
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| 265 | // -------------------------------------------------------------------------- | 
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| 266 | // | 
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| 267 | // Calls: | 
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| 268 | // - MHCalibrationCam::FitHiGainArrays() with flags: | 
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| 269 | //   MBadPixelsPix::kTestNotFitted and MBadPixelsPix::kTestOscillating | 
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| 270 | // | 
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| 271 | Bool_t MHCalibrationTestCam::FinalizeHists() | 
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| 272 | { | 
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| 273 |  | 
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| 274 | *fLog << endl; | 
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| 275 |  | 
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| 276 | TArrayI numaidx; | 
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| 277 | numaidx.Set(fGeom->GetNumAreas()); | 
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| 278 |  | 
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| 279 | for (Int_t i=0; i<fHiGainArray->GetSize(); i++) | 
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| 280 | { | 
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| 281 |  | 
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| 282 | MHCalibrationPix &hist = (*this)[i]; | 
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| 283 |  | 
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| 284 | if (hist.IsEmpty()) | 
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| 285 | continue; | 
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| 286 |  | 
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| 287 | if (!hist.FitGaus()) | 
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| 288 | if (!hist.RepeatFit()) | 
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| 289 | hist.BypassFit(); | 
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| 290 |  | 
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| 291 | hist.CreateFourierSpectrum(); | 
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| 292 |  | 
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| 293 | const Float_t area = (*fGeom)[i].GetA(); | 
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| 294 | const Int_t   aidx = (*fGeom)[i].GetAidx(); | 
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| 295 |  | 
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| 296 | fMeanMeanPhotPerArea[aidx]  += hist.GetMean() / area; | 
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| 297 | fRmsMeanPhotPerArea [aidx]  += hist.GetMean() / area * hist.GetMean()  / area; | 
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| 298 | fMeanSigmaPhotPerArea[aidx] += hist.GetSigma()/ area; | 
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| 299 | fRmsSigmaPhotPerArea [aidx] += hist.GetSigma()/ area * hist.GetSigma() / area; | 
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| 300 | numaidx[aidx]++; | 
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| 301 | } | 
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| 302 |  | 
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| 303 |  | 
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| 304 | for (Int_t j=0; j<fAverageHiGainAreas->GetSize(); j++) | 
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| 305 | { | 
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| 306 |  | 
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| 307 | MHCalibrationPix     &hist = GetAverageHiGainArea(j); | 
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| 308 | if (hist.IsEmpty()) | 
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| 309 | continue; | 
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| 310 |  | 
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| 311 | if (!hist.FitGaus()) | 
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| 312 | if (!hist.RepeatFit()) | 
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| 313 | hist.BypassFit(); | 
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| 314 |  | 
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| 315 | hist.CreateFourierSpectrum(); | 
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| 316 |  | 
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| 317 | fRmsMeanPhotPerArea [j]  -= fMeanMeanPhotPerArea [j]*fMeanMeanPhotPerArea [j]/numaidx[j]; | 
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| 318 | fRmsSigmaPhotPerArea[j]  -= fMeanSigmaPhotPerArea[j]*fMeanSigmaPhotPerArea[j]/numaidx[j]; | 
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| 319 |  | 
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| 320 | fMeanMeanPhotPerArea [j]  /=  numaidx[j]; | 
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| 321 | fMeanSigmaPhotPerArea[j]  /=  numaidx[j]; | 
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| 322 | fRmsMeanPhotPerArea  [j]  /=  numaidx[j]-1.; | 
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| 323 | fRmsSigmaPhotPerArea [j]  /=  numaidx[j]-1.; | 
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| 324 |  | 
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| 325 | if (fRmsMeanPhotPerArea  [j] > 0.) | 
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| 326 | fRmsMeanPhotPerArea  [j]  =  TMath::Sqrt(fRmsMeanPhotPerArea  [j]); | 
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| 327 | if (fRmsSigmaPhotPerArea [j] > 0.) | 
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| 328 | fRmsSigmaPhotPerArea [j]  =  TMath::Sqrt(fRmsSigmaPhotPerArea [j]); | 
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| 329 | } | 
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| 330 |  | 
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| 331 | for (Int_t j=0; j<fAverageHiGainSectors->GetSize(); j++) | 
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| 332 | { | 
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| 333 |  | 
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| 334 | MHCalibrationPix     &hist = GetAverageHiGainSector(j); | 
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| 335 | if (hist.IsEmpty()) | 
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| 336 | continue; | 
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| 337 |  | 
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| 338 | if (!hist.FitGaus()) | 
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| 339 | if (!hist.RepeatFit()) | 
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| 340 | hist.BypassFit(); | 
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| 341 |  | 
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| 342 | hist.CreateFourierSpectrum(); | 
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| 343 | } | 
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| 344 |  | 
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| 345 | return kTRUE; | 
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| 346 | } | 
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| 347 |  | 
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| 348 |  | 
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| 349 | // -------------------------------------------------------------------------- | 
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| 350 | // | 
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| 351 | // The types are as follows: | 
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| 352 | // | 
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| 353 | // Fitted values: | 
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| 354 | // ============== | 
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| 355 | // | 
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| 356 | // 0: Fitted Mean Test Calibration (MHGausEvents::GetMean()) | 
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| 357 | // 1: Error Mean Test Calibration  (MHGausEvents::GetMeanErr()) | 
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| 358 | // 2: Sigma fitted Test Calibration (MHGausEvents::GetSigma()) | 
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| 359 | // 3: Error Sigma Test Calibration (MHGausEvents::GetSigmaErr()) | 
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| 360 | // | 
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| 361 | // Useful variables derived from the fit results: | 
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| 362 | // ============================================= | 
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| 363 | // | 
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| 364 | // 4: Returned probability of Gauss fit              (calls: MHGausEvents::GetProb()) | 
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| 365 | // | 
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| 366 | // Localized defects: | 
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| 367 | // ================== | 
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| 368 | // | 
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| 369 | // 5: Gaus fit not OK                               (calls: MHGausEvents::IsGausFitOK()) | 
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| 370 | // 6: Fourier spectrum not OK                       (calls: MHGausEvents::IsFourierSpectrumOK()) | 
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| 371 | // | 
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| 372 | // Converted values: | 
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| 373 | // ================= | 
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| 374 | // | 
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| 375 | // 7:  Fitted Mean Test Calibration   (MHGausEvents::GetMean())     by MGeomPix::GetA() | 
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| 376 | // 8:  Fitted Mean Error Calibration  (MHGausEvents::GetMeanErr())  by MGeomPix::GetA() | 
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| 377 | // 9:  Fitted Sigma Test Calibration  (MHGausEvents::GetSigma())    by MGeomPix::GetA() | 
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| 378 | // 10: Fitted Sigma Error Calibration (MHGausEvents::GetSigmaErr()) by MGeomPix::GetA() | 
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| 379 | // | 
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| 380 | Bool_t MHCalibrationTestCam::GetPixelContent(Double_t &val, Int_t idx, const MGeomCam &cam, Int_t type) const | 
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| 381 | { | 
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| 382 |  | 
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| 383 | if (fHiGainArray->GetSize() <= idx) | 
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| 384 | return kFALSE; | 
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| 385 |  | 
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| 386 | const MHCalibrationPix &pix = (*this)[idx]; | 
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| 387 |  | 
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| 388 | if (pix.IsEmpty()) | 
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| 389 | return kFALSE; | 
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| 390 |  | 
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| 391 | switch (type) | 
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| 392 | { | 
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| 393 | case 0: | 
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| 394 | val = pix.GetMean(); | 
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| 395 | break; | 
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| 396 | case 1: | 
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| 397 | val = pix.GetMeanErr(); | 
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| 398 | break; | 
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| 399 | case 2: | 
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| 400 | val = pix.GetSigma(); | 
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| 401 | break; | 
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| 402 | case 3: | 
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| 403 | val = pix.GetSigmaErr(); | 
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| 404 | break; | 
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| 405 | case 4: | 
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| 406 | val = pix.GetProb(); | 
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| 407 | break; | 
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| 408 | case 5: | 
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| 409 | if (!pix.IsGausFitOK()) | 
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| 410 | val = 1.; | 
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| 411 | break; | 
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| 412 | case 6: | 
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| 413 | if (!pix.IsFourierSpectrumOK()) | 
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| 414 | val = 1.; | 
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| 415 | break; | 
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| 416 | case 7: | 
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| 417 | val = pix.GetMean()/cam[idx].GetA(); | 
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| 418 | break; | 
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| 419 | case 8: | 
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| 420 | val = pix.GetMeanErr()/cam[idx].GetA(); | 
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| 421 | break; | 
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| 422 | case 9: | 
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| 423 | val = pix.GetSigma()/cam[idx].GetA(); | 
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| 424 | break; | 
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| 425 | case 10: | 
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| 426 | val = pix.GetSigmaErr()/cam[idx].GetA(); | 
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| 427 | break; | 
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| 428 | default: | 
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| 429 | return kFALSE; | 
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| 430 | } | 
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| 431 | return kTRUE; | 
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| 432 | } | 
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| 433 |  | 
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| 434 | // -------------------------------------------------------------------------- | 
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| 435 | // | 
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| 436 | // Calls MHCalibrationPix::DrawClone() for pixel idx | 
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| 437 | // | 
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| 438 | void MHCalibrationTestCam::DrawPixelContent(Int_t idx) const | 
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| 439 | { | 
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| 440 | (*this)[idx].DrawClone(); | 
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| 441 | } | 
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| 442 |  | 
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| 443 |  | 
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| 444 | //------------------------------------------------------------ | 
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| 445 | // | 
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| 446 | // For all averaged areas, the fitted sigma is multiplied with the square root of | 
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| 447 | // the number involved pixels | 
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| 448 | // | 
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| 449 | void MHCalibrationTestCam::CalcAverageSigma() | 
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| 450 | { | 
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| 451 |  | 
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| 452 | for (UInt_t j=0; j<fGeom->GetNumAreas(); j++) | 
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| 453 | { | 
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| 454 |  | 
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| 455 | MHCalibrationPix &hist    = GetAverageHiGainArea(j); | 
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| 456 |  | 
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| 457 | const Float_t numsqr    = TMath::Sqrt((Float_t)fAverageAreaNum[j]); | 
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| 458 | fAverageAreaSigma[j]    = hist.GetSigma    () * numsqr; | 
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| 459 | fAverageAreaSigmaVar[j] = hist.GetSigmaErr () * hist.GetSigmaErr() * numsqr; | 
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| 460 |  | 
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| 461 | fAverageAreaRelSigma   [j]  = fAverageAreaSigma[j]    / hist.GetMean(); | 
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| 462 | fAverageAreaRelSigmaVar[j]  = fAverageAreaSigmaVar[j] / (fAverageAreaSigma[j]*fAverageAreaSigma[j]); | 
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| 463 | fAverageAreaRelSigmaVar[j] += hist.GetMeanErr()*hist.GetMeanErr()/hist.GetMean()/hist.GetMean(); | 
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| 464 | fAverageAreaRelSigmaVar[j] *= fAverageAreaRelSigma[j]; | 
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| 465 | } | 
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| 466 | } | 
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