| 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 | MHCalibrationPix &histhi = (*this)[i];
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| 233 |
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| 234 | const MSignalPix *pix = calibration->GetPixById(i);
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| 235 | if (!pix)
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| 236 | continue;
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| 237 |
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| 238 | const Float_t signal = pix->GetNumPhotons();
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| 239 |
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| 240 | if (signal < 0.0001)
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| 241 | continue;
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| 242 |
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| 243 | const Int_t aidx = (*fGeom)[i].GetAidx();
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| 244 | const Int_t sector = (*fGeom)[i].GetSector();
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| 245 |
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| 246 | histhi.FillHistAndArray(signal) ;
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| 247 |
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| 248 | sumareahi [aidx] += signal;
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| 249 | numareahi [aidx] ++;
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| 250 | sumsectorhi[sector] += signal;
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| 251 | numsectorhi[sector] ++;
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| 252 | }
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| 253 |
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| 254 | for (Int_t j=0; j<nareas; j++)
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| 255 | {
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| 256 | MHCalibrationPix &histhi = GetAverageHiGainArea(j);
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| 257 | histhi.FillHistAndArray(numareahi[j] == 0 ? 0. : sumareahi[j]/numareahi[j]);
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| 258 | }
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| 259 |
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| 260 | for (Int_t j=0; j<nsectors; j++)
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| 261 | {
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| 262 | MHCalibrationPix &histhi = GetAverageHiGainSector(j);
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| 263 | histhi.FillHistAndArray(numsectorhi[j] == 0 ? 0. : sumsectorhi[j]/numsectorhi[j]);
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| 264 |
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| 265 | }
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| 266 |
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| 267 | return kTRUE;
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| 268 | }
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| 269 |
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| 270 | // --------------------------------------------------------------------------
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| 271 | //
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| 272 | // Calls:
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| 273 | // - MHCalibrationCam::FitHiGainArrays() with flags:
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| 274 | // MBadPixelsPix::kTestNotFitted and MBadPixelsPix::kTestOscillating
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| 275 | //
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| 276 | Bool_t MHCalibrationTestCam::FinalizeHists()
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| 277 | {
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| 278 |
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| 279 | *fLog << endl;
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| 280 |
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| 281 | TArrayI numaidx;
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| 282 | numaidx.Set(fGeom->GetNumAreas());
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| 283 |
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| 284 | for (Int_t i=0; i<fHiGainArray->GetSize(); i++)
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| 285 | {
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| 286 |
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| 287 | MHCalibrationPix &hist = (*this)[i];
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| 288 |
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| 289 | if (hist.IsEmpty())
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| 290 | continue;
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| 291 |
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| 292 | if (!hist.FitGaus())
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| 293 | if (!hist.RepeatFit())
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| 294 | hist.BypassFit();
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| 295 |
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| 296 | hist.CreateFourierSpectrum();
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| 297 |
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| 298 | const Float_t area = (*fGeom)[i].GetA();
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| 299 | const Int_t aidx = (*fGeom)[i].GetAidx();
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| 300 |
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| 301 | fMeanMeanPhotPerArea[aidx] += hist.GetMean() / area;
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| 302 | fRmsMeanPhotPerArea [aidx] += hist.GetMean() / area * hist.GetMean() / area;
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| 303 | fMeanSigmaPhotPerArea[aidx] += hist.GetSigma()/ area;
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| 304 | fRmsSigmaPhotPerArea [aidx] += hist.GetSigma()/ area * hist.GetSigma() / area;
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| 305 | numaidx[aidx]++;
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| 306 | }
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| 307 |
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| 308 |
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| 309 | for (Int_t j=0; j<fAverageHiGainAreas->GetSize(); j++)
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| 310 | {
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| 311 |
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| 312 | MHCalibrationPix &hist = GetAverageHiGainArea(j);
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| 313 | if (hist.IsEmpty())
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| 314 | continue;
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| 315 |
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| 316 | if (!hist.FitGaus())
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| 317 | if (!hist.RepeatFit())
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| 318 | hist.BypassFit();
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| 319 |
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| 320 | hist.CreateFourierSpectrum();
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| 321 |
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| 322 | fRmsMeanPhotPerArea [j] -= fMeanMeanPhotPerArea [j]*fMeanMeanPhotPerArea [j]/numaidx[j];
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| 323 | fRmsSigmaPhotPerArea[j] -= fMeanSigmaPhotPerArea[j]*fMeanSigmaPhotPerArea[j]/numaidx[j];
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| 324 |
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| 325 | fMeanMeanPhotPerArea [j] /= numaidx[j];
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| 326 | fMeanSigmaPhotPerArea[j] /= numaidx[j];
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| 327 | fRmsMeanPhotPerArea [j] /= numaidx[j]-1.;
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| 328 | fRmsSigmaPhotPerArea [j] /= numaidx[j]-1.;
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| 329 |
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| 330 | if (fRmsMeanPhotPerArea [j] > 0.)
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| 331 | fRmsMeanPhotPerArea [j] = TMath::Sqrt(fRmsMeanPhotPerArea [j]);
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| 332 | if (fRmsSigmaPhotPerArea [j] > 0.)
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| 333 | fRmsSigmaPhotPerArea [j] = TMath::Sqrt(fRmsSigmaPhotPerArea [j]);
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| 334 | }
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| 335 |
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| 336 | for (Int_t j=0; j<fAverageHiGainSectors->GetSize(); j++)
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| 337 | {
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| 338 |
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| 339 | MHCalibrationPix &hist = GetAverageHiGainSector(j);
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| 340 | if (hist.IsEmpty())
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| 341 | continue;
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| 342 |
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| 343 | if (!hist.FitGaus())
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| 344 | if (!hist.RepeatFit())
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| 345 | hist.BypassFit();
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| 346 |
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| 347 | hist.CreateFourierSpectrum();
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| 348 | }
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| 349 |
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| 350 | return kTRUE;
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| 351 | }
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| 352 |
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| 353 |
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| 354 | // --------------------------------------------------------------------------
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| 355 | //
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| 356 | // The types are as follows:
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| 357 | //
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| 358 | // Fitted values:
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| 359 | // ==============
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| 360 | //
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| 361 | // 0: Fitted Mean Test Calibration (MHGausEvents::GetMean())
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| 362 | // 1: Error Mean Test Calibration (MHGausEvents::GetMeanErr())
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| 363 | // 2: Sigma fitted Test Calibration (MHGausEvents::GetSigma())
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| 364 | // 3: Error Sigma Test Calibration (MHGausEvents::GetSigmaErr())
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| 365 | //
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| 366 | // Useful variables derived from the fit results:
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| 367 | // =============================================
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| 368 | //
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| 369 | // 4: Returned probability of Gauss fit (calls: MHGausEvents::GetProb())
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| 370 | //
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| 371 | // Localized defects:
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| 372 | // ==================
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| 373 | //
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| 374 | // 5: Gaus fit not OK (calls: MHGausEvents::IsGausFitOK())
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| 375 | // 6: Fourier spectrum not OK (calls: MHGausEvents::IsFourierSpectrumOK())
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| 376 | //
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| 377 | // Converted values:
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| 378 | // =================
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| 379 | //
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| 380 | // 7: Fitted Mean Test Calibration (MHGausEvents::GetMean()) by MGeomPix::GetA()
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| 381 | // 8: Fitted Mean Error Calibration (MHGausEvents::GetMeanErr()) by MGeomPix::GetA()
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| 382 | // 9: Fitted Sigma Test Calibration (MHGausEvents::GetSigma()) by MGeomPix::GetA()
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| 383 | // 10: Fitted Sigma Error Calibration (MHGausEvents::GetSigmaErr()) by MGeomPix::GetA()
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| 384 | //
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| 385 | Bool_t MHCalibrationTestCam::GetPixelContent(Double_t &val, Int_t idx, const MGeomCam &cam, Int_t type) const
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| 386 | {
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| 387 |
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| 388 | if (fHiGainArray->GetSize() <= idx)
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| 389 | return kFALSE;
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| 390 |
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| 391 | const MHCalibrationPix &pix = (*this)[idx];
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| 392 |
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| 393 | if (pix.IsEmpty())
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| 394 | return kFALSE;
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| 395 |
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| 396 | switch (type)
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| 397 | {
|
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| 398 | case 0:
|
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| 399 | val = pix.GetMean();
|
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| 400 | break;
|
|---|
| 401 | case 1:
|
|---|
| 402 | val = pix.GetMeanErr();
|
|---|
| 403 | break;
|
|---|
| 404 | case 2:
|
|---|
| 405 | val = pix.GetSigma();
|
|---|
| 406 | break;
|
|---|
| 407 | case 3:
|
|---|
| 408 | val = pix.GetSigmaErr();
|
|---|
| 409 | break;
|
|---|
| 410 | case 4:
|
|---|
| 411 | val = pix.GetProb();
|
|---|
| 412 | break;
|
|---|
| 413 | case 5:
|
|---|
| 414 | if (!pix.IsGausFitOK())
|
|---|
| 415 | val = 1.;
|
|---|
| 416 | break;
|
|---|
| 417 | case 6:
|
|---|
| 418 | if (!pix.IsFourierSpectrumOK())
|
|---|
| 419 | val = 1.;
|
|---|
| 420 | break;
|
|---|
| 421 | case 7:
|
|---|
| 422 | val = pix.GetMean()/cam[idx].GetA();
|
|---|
| 423 | break;
|
|---|
| 424 | case 8:
|
|---|
| 425 | val = pix.GetMeanErr()/cam[idx].GetA();
|
|---|
| 426 | break;
|
|---|
| 427 | case 9:
|
|---|
| 428 | val = pix.GetSigma()/cam[idx].GetA();
|
|---|
| 429 | break;
|
|---|
| 430 | case 10:
|
|---|
| 431 | val = pix.GetSigmaErr()/cam[idx].GetA();
|
|---|
| 432 | break;
|
|---|
| 433 | default:
|
|---|
| 434 | return kFALSE;
|
|---|
| 435 | }
|
|---|
| 436 | return kTRUE;
|
|---|
| 437 | }
|
|---|
| 438 |
|
|---|
| 439 | // --------------------------------------------------------------------------
|
|---|
| 440 | //
|
|---|
| 441 | // Calls MHCalibrationPix::DrawClone() for pixel idx
|
|---|
| 442 | //
|
|---|
| 443 | void MHCalibrationTestCam::DrawPixelContent(Int_t idx) const
|
|---|
| 444 | {
|
|---|
| 445 | (*this)[idx].DrawClone();
|
|---|
| 446 | }
|
|---|
| 447 |
|
|---|
| 448 |
|
|---|
| 449 | //------------------------------------------------------------
|
|---|
| 450 | //
|
|---|
| 451 | // For all averaged areas, the fitted sigma is multiplied with the square root of
|
|---|
| 452 | // the number involved pixels
|
|---|
| 453 | //
|
|---|
| 454 | void MHCalibrationTestCam::CalcAverageSigma()
|
|---|
| 455 | {
|
|---|
| 456 |
|
|---|
| 457 | for (UInt_t j=0; j<fGeom->GetNumAreas(); j++)
|
|---|
| 458 | {
|
|---|
| 459 |
|
|---|
| 460 | MHCalibrationPix &hist = GetAverageHiGainArea(j);
|
|---|
| 461 |
|
|---|
| 462 | const Float_t numsqr = TMath::Sqrt((Float_t)fAverageAreaNum[j]);
|
|---|
| 463 | fAverageAreaSigma[j] = hist.GetSigma () * numsqr;
|
|---|
| 464 | fAverageAreaSigmaVar[j] = hist.GetSigmaErr () * hist.GetSigmaErr() * numsqr;
|
|---|
| 465 |
|
|---|
| 466 | fAverageAreaRelSigma [j] = fAverageAreaSigma[j] / hist.GetMean();
|
|---|
| 467 | fAverageAreaRelSigmaVar[j] = fAverageAreaSigmaVar[j] / (fAverageAreaSigma[j]*fAverageAreaSigma[j]);
|
|---|
| 468 | fAverageAreaRelSigmaVar[j] += hist.GetMeanErr()*hist.GetMeanErr()/hist.GetMean()/hist.GetMean();
|
|---|
| 469 | fAverageAreaRelSigmaVar[j] *= fAverageAreaRelSigma[j];
|
|---|
| 470 | }
|
|---|
| 471 | }
|
|---|