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;
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401 | case 1:
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402 | val = pix.GetMeanErr();
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403 | break;
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404 | case 2:
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405 | val = pix.GetSigma();
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406 | break;
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407 | case 3:
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408 | val = pix.GetSigmaErr();
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409 | break;
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410 | case 4:
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411 | val = pix.GetProb();
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412 | break;
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413 | case 5:
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414 | if (!pix.IsGausFitOK())
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415 | val = 1.;
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416 | break;
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417 | case 6:
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418 | if (!pix.IsFourierSpectrumOK())
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419 | val = 1.;
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420 | break;
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421 | case 7:
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422 | val = pix.GetMean()/cam[idx].GetA();
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423 | break;
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424 | case 8:
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425 | val = pix.GetMeanErr()/cam[idx].GetA();
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426 | break;
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427 | case 9:
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428 | val = pix.GetSigma()/cam[idx].GetA();
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429 | break;
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430 | case 10:
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431 | val = pix.GetSigmaErr()/cam[idx].GetA();
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432 | break;
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433 | default:
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434 | return kFALSE;
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435 | }
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436 | return kTRUE;
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437 | }
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438 |
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439 | // --------------------------------------------------------------------------
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440 | //
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441 | // Calls MHCalibrationPix::DrawClone() for pixel idx
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442 | //
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443 | void MHCalibrationTestCam::DrawPixelContent(Int_t idx) const
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444 | {
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445 | (*this)[idx].DrawClone();
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446 | }
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447 |
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448 |
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449 | //------------------------------------------------------------
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450 | //
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451 | // For all averaged areas, the fitted sigma is multiplied with the square root of
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452 | // the number involved pixels
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453 | //
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454 | void MHCalibrationTestCam::CalcAverageSigma()
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455 | {
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456 |
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457 | for (UInt_t j=0; j<fGeom->GetNumAreas(); j++)
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458 | {
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459 |
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460 | MHCalibrationPix &hist = GetAverageHiGainArea(j);
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461 |
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462 | const Float_t numsqr = TMath::Sqrt((Float_t)fAverageAreaNum[j]);
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463 | fAverageAreaSigma[j] = hist.GetSigma () * numsqr;
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464 | fAverageAreaSigmaVar[j] = hist.GetSigmaErr () * hist.GetSigmaErr() * numsqr;
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465 |
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466 | fAverageAreaRelSigma [j] = fAverageAreaSigma[j] / hist.GetMean();
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467 | fAverageAreaRelSigmaVar[j] = fAverageAreaSigmaVar[j] / (fAverageAreaSigma[j]*fAverageAreaSigma[j]);
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468 | fAverageAreaRelSigmaVar[j] += hist.GetMeanErr()*hist.GetMeanErr()/hist.GetMean()/hist.GetMean();
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469 | fAverageAreaRelSigmaVar[j] *= fAverageAreaRelSigma[j];
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470 | }
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471 | }
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