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 11/2003 <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 | // MCalibrationIntensityChargeCam
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27 | //
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28 | // Storage container for intensity charge calibration results.
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29 | //
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30 | // Individual MCalibrationChargeCam's can be retrieved with:
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31 | // - GetCam() yielding the current cam.
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32 | // - GetCam("name") yielding the current camera with name "name".
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33 | // - GetCam(i) yielding the i-th camera.
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34 | //
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35 | // See also: MCalibrationIntensityCam, MCalibrationChargeCam,
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36 | // MCalibrationChargePix, MCalibrationChargeCalc, MCalibrationQECam
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37 | // MCalibrationBlindCam, MCalibrationChargePINDiode
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38 | // MHCalibrationChargePix, MHCalibrationChargeCam
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39 | //
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40 | /////////////////////////////////////////////////////////////////////////////
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41 | #include "MCalibrationIntensityChargeCam.h"
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42 |
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43 | #include <TF1.h>
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44 | #include <TH2.h>
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45 | #include <TGraphErrors.h>
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46 | #include <TOrdCollection.h>
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47 |
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48 | #include "MLog.h"
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49 |
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50 | #include "MGeomCam.h"
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51 | #include "MGeomPix.h"
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52 |
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53 | #include "MCalibrationChargeCam.h"
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54 | #include "MCalibrationChargePix.h"
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55 |
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56 | ClassImp(MCalibrationIntensityChargeCam);
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57 |
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58 | using namespace std;
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59 |
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60 | // --------------------------------------------------------------------------
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61 | //
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62 | // Default constructor.
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63 | //
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64 | MCalibrationIntensityChargeCam::MCalibrationIntensityChargeCam(const char *name, const char *title)
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65 | {
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66 |
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67 | fName = name ? name : "MCalibrationIntensityChargeCam";
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68 | fTitle = title ? title : "Results of the Intensity Calibration";
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69 |
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70 | InitSize(1);
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71 | }
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72 |
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73 | // -------------------------------------------------------------------
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74 | //
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75 | // Add MCalibrationChargeCam's in the ranges from - to.
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76 | //
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77 | void MCalibrationIntensityChargeCam::Add(const UInt_t from, const UInt_t to)
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78 | {
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79 | for (UInt_t i=from; i<to; i++)
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80 | fCams->AddAt(new MCalibrationChargeCam,i);
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81 | }
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82 |
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83 | // -------------------------------------------------------------------
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84 | //
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85 | // Returns a TGraphErrors with the number of photo-electrons vs.
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86 | // the extracted signal of pixel "pixid".
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87 | //
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88 | TGraphErrors *MCalibrationIntensityChargeCam::GetPheVsCharge( const UInt_t pixid, const MCalibrationCam::PulserColor_t col)
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89 | {
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90 |
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91 | Int_t size = CountNumEntries(col);
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92 |
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93 | if (size == 0)
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94 | return NULL;
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95 |
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96 | TArrayF phe(size);
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97 | TArrayF pheerr(size);
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98 | TArrayF sig(size);
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99 | TArrayF sigerr(size);
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100 |
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101 | Int_t cnt = 0;
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102 |
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103 | for (Int_t i=0;i<GetSize();i++)
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104 | {
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105 | //
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106 | // Get the calibration cam from the intensity cam
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107 | //
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108 | MCalibrationChargeCam *cam = (MCalibrationChargeCam*)GetCam(i);
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109 |
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110 | if (col != MCalibrationCam::kNONE)
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111 | if (cam->GetPulserColor() != col)
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112 | continue;
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113 | //
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114 | // Get the calibration pix from the calibration cam
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115 | //
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116 | MCalibrationChargePix &pix = (MCalibrationChargePix&)(*cam)[pixid];
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117 | //
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118 | // Don't use bad pixels
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119 | //
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120 | if (!pix.IsFFactorMethodValid())
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121 | continue;
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122 | //
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123 | phe[cnt] = pix.GetPheFFactorMethod();
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124 | pheerr[cnt] = pix.GetPheFFactorMethodErr();
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125 | //
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126 | // For the calculation of Q, we have to use the
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127 | // converted value!
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128 | //
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129 | sig [cnt] = pix.GetConvertedMean();
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130 | sigerr[cnt] = pix.GetConvertedMeanErr();
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131 | cnt++;
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132 | }
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133 |
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134 | TGraphErrors *gr = new TGraphErrors(size,
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135 | sig.GetArray(),phe.GetArray(),
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136 | sigerr.GetArray(),pheerr.GetArray());
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137 | gr->SetTitle(Form("%s%3i","Pixel ",pixid));
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138 | gr->GetXaxis()->SetTitle("Q [FADC counts]");
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139 | gr->GetYaxis()->SetTitle("photo-electrons [1]");
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140 | return gr;
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141 | }
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142 |
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143 | // -------------------------------------------------------------------
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144 | //
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145 | // Returns a TGraphErrors with the mean effective number of photo-electrons divided by
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146 | // the mean charge of that pixel vs. the mean number of photo-electrons.
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147 | //
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148 | TGraphErrors *MCalibrationIntensityChargeCam::GetPhePerCharge( const UInt_t pixid, const MGeomCam &geom, const MCalibrationCam::PulserColor_t col)
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149 | {
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150 |
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151 | Int_t size = CountNumValidEntries(pixid,col);
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152 |
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153 | if (size == 0)
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154 | return NULL;
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155 |
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156 | TArrayF phepersig(size);
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157 | TArrayF phepersigerr(size);
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158 | TArrayF sig(size);
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159 | TArrayF sigerr(size);
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160 |
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161 | Int_t cnt = 0;
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162 |
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163 | for (Int_t i=0;i<GetSize();i++)
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164 | {
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165 | //
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166 | // Get the calibration cam from the intensity cam
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167 | //
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168 | MCalibrationChargeCam *cam = (MCalibrationChargeCam*)GetCam(i);
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169 |
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170 | if (col != MCalibrationCam::kNONE)
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171 | if (cam->GetPulserColor() != col)
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172 | continue;
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173 | //
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174 | // Get the calibration pix from the calibration cam
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175 | //
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176 | const MCalibrationChargePix &pix = (MCalibrationChargePix&)(*cam)[pixid];
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177 | //
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178 | // Don't use bad pixels
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179 | //
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180 | if (!pix.IsFFactorMethodValid())
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181 | continue;
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182 | //
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183 | // For the calculation of Q, we have to use the
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184 | // converted value!
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185 | //
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186 | const Int_t aidx = geom[pixid].GetAidx();
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187 | const MCalibrationChargePix &apix = (MCalibrationChargePix&)cam->GetAverageArea(aidx);
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188 |
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189 | const Float_t q = pix.GetConvertedMean();
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190 | const Float_t qerr = pix.GetConvertedMeanErr();
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191 | //
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192 | const Float_t phe = apix.GetPheFFactorMethod();
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193 | const Float_t pheerr = apix.GetPheFFactorMethodErr();
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194 |
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195 | sig[cnt] = phe;
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196 | sigerr[cnt] = pheerr;
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197 |
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198 |
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199 | phepersig[cnt] = q > 0.00001 ? phe/q : -1.;
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200 |
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201 | Float_t var = 0.;
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202 |
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203 | if (q > 0.00001 && phe > 0.00001)
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204 | {
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205 | var = pheerr * pheerr / phe / phe + qerr*qerr/q/q;
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206 | if (var > 0.00001)
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207 | var = TMath::Sqrt(var)*phepersig[cnt];
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208 | }
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209 | phepersigerr[cnt] = var;
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210 | cnt++;
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211 | }
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212 |
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213 | TGraphErrors *gr = new TGraphErrors(size,
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214 | sig.GetArray(),phepersig.GetArray(),
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215 | sigerr.GetArray(),phepersigerr.GetArray());
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216 | gr->SetTitle(Form("%s%3i","Pixel ",pixid));
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217 | gr->GetXaxis()->SetTitle("<photo-electrons> [1]");
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218 | gr->GetYaxis()->SetTitle("<phes> / <Q> [FADC cts^{-1}]");
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219 | return gr;
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220 | }
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221 |
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222 | // -------------------------------------------------------------------
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223 | //
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224 | // Returns a TGraphErrors with the mean effective number of photo-electrons divided by
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225 | // the mean charge of that pixel vs. the mean number of photo-electrons.
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226 | //
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227 | TGraphErrors *MCalibrationIntensityChargeCam::GetPhePerChargePerArea( const Int_t aidx, const MGeomCam &geom, const MCalibrationCam::PulserColor_t col)
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228 | {
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229 |
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230 | Int_t size = CountNumEntries(col);
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231 |
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232 | if (size == 0)
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233 | return NULL;
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234 |
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235 | TArrayF phepersig(size);
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236 | TArrayF phepersigerr(size);
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237 | TArrayF sig(size);
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238 | TArrayF sigerr(size);
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239 |
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240 | Int_t cnt = 0;
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241 |
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242 | for (Int_t i=0;i<GetSize();i++)
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243 | {
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244 | //
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245 | // Get the calibration cam from the intensity cam
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246 | //
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247 | MCalibrationChargeCam *cam = (MCalibrationChargeCam*)GetCam(i);
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248 |
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249 | if (col != MCalibrationCam::kNONE)
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250 | if (cam->GetPulserColor() != col)
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251 | continue;
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252 | //
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253 | // Get the calibration pix from the calibration cam
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254 | //
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255 | const MCalibrationChargePix &apix = (MCalibrationChargePix&)cam->GetAverageArea(aidx);
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256 | const Float_t phe = apix.GetPheFFactorMethod();
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257 | const Float_t pherelvar = apix.GetPheFFactorMethodRelVar();
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258 | const Float_t pheerr = apix.GetPheFFactorMethodErr();
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259 |
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260 | sig[cnt] = phe;
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261 | sigerr[cnt] = pheerr;
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262 |
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263 | Double_t sig = 0.;
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264 | Double_t sig2 = 0.;
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265 | Int_t num = 0;
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266 |
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267 | for (Int_t i=0; i<cam->GetSize(); i++)
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268 | {
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269 | const MCalibrationChargePix &pix = (MCalibrationChargePix&)(*cam)[i];
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270 | //
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271 | // Don't use bad pixels
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272 | //
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273 | if (!pix.IsFFactorMethodValid())
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274 | continue;
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275 | //
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276 | //
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277 | if (aidx != geom[i].GetAidx())
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278 | continue;
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279 |
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280 | sig += pix.GetConvertedMean();
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281 | sig2 += pix.GetConvertedMean() * pix.GetConvertedMean();
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282 | num++;
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283 | }
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284 |
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285 | if (num > 1)
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286 | {
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287 | sig /= num;
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288 |
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289 | Double_t var = (sig2 - sig*sig*num) / (num-1);
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290 | var /= sig*sig;
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291 | var += pherelvar;
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292 |
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293 | phepersig[cnt] = phe/sig;
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294 | if (var > 0.)
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295 | phepersigerr[cnt] = TMath::Sqrt(var) * phepersig[cnt];
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296 | else
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297 | phepersigerr[cnt] = 0.;
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298 | }
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299 | else
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300 | {
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301 | phepersig[cnt] = -1.;
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302 | phepersigerr[cnt] = 0.;
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303 | }
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304 | cnt++;
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305 | }
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306 |
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307 | TGraphErrors *gr = new TGraphErrors(size,
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308 | sig.GetArray(),phepersig.GetArray(),
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309 | sigerr.GetArray(),phepersigerr.GetArray());
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310 | gr->SetTitle(Form("%s%3i","Conv. Factors Area %d Average",aidx));
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311 | gr->GetXaxis()->SetTitle("<photo-electrons> [1]");
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312 | gr->GetYaxis()->SetTitle("<phes> / <Q> [FADC cts^{-1}]");
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313 | return gr;
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314 | }
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315 |
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316 | // -------------------------------------------------------------------
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317 | //
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318 | // Returns a TGraphErrors with the number of photo-electrons vs.
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319 | // the extracted signal over all pixels with area index "aidx".
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320 | //
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321 | // The points represent the means of the pixels values, while the error bars
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322 | // the sigma of the pixels values.
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323 | //
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324 | TGraphErrors *MCalibrationIntensityChargeCam::GetPheVsChargePerArea( const Int_t aidx, const MCalibrationCam::PulserColor_t col)
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325 | {
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326 |
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327 | Int_t size = CountNumEntries(col);
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328 |
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329 | TArrayF phe(size);
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330 | TArrayF pheerr(size);
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331 | TArrayF sig(size);
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332 | TArrayF sigerr(size);
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333 |
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334 | Int_t cnt = 0;
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335 |
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336 | for (Int_t i=0;i<GetSize();i++)
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337 | {
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338 | //
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339 | // Get the calibration cam from the intensity cam
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340 | //
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341 | MCalibrationChargeCam *cam = (MCalibrationChargeCam*)GetCam(i);
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342 |
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343 | if (col != MCalibrationCam::kNONE)
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344 | if (cam->GetPulserColor() != col)
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345 | continue;
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346 |
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347 | //
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348 | // Get the area calibration pix from the calibration cam
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349 | //
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350 | MCalibrationChargePix &pix = (MCalibrationChargePix&)(cam->GetAverageArea(aidx));
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351 |
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352 | phe[cnt] = pix.GetPheFFactorMethod();
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353 | pheerr[cnt] = pix.GetPheFFactorMethodErr();
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354 | //
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355 | // For the calculation of Q, we have to use the
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356 | // converted value!
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357 | //
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358 | sig [cnt] = pix.GetConvertedMean();
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359 | sigerr[cnt] = pix.GetConvertedMeanErr();
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360 |
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361 | cnt++;
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362 | }
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363 |
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364 | TGraphErrors *gr = new TGraphErrors(size,
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365 | sig.GetArray(),phe.GetArray(),
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366 | sigerr.GetArray(),pheerr.GetArray());
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367 | gr->SetTitle(Form("%s%3i","Area Index ",aidx));
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368 | gr->GetXaxis()->SetTitle("Q [FADC counts]");
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369 | gr->GetYaxis()->SetTitle("photo-electrons [1]");
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370 | return gr;
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371 | }
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372 |
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373 | // -------------------------------------------------------------------
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374 | //
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375 | // Returns a TGraphErrors with the 'Razmik plot' of pixel "pixid".
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376 | // The Razmik plot shows the value of 'R' vs. 1/Q where:
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377 | //
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378 | // sigma^2 F^2
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379 | // R = ------- = ------
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380 | // <Q>^2 <m_pe>
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381 | //
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382 | // and 1/Q is the inverse (mean) extracted signal
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383 | //
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384 | TGraphErrors *MCalibrationIntensityChargeCam::GetRazmikPlot( const UInt_t pixid )
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385 | {
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386 |
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387 | const Int_t size = GetSize();
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388 |
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389 | TArrayF r(size);
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390 | TArrayF rerr(size);
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391 | TArrayF oneoverq(size);
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392 | TArrayF oneoverqerr(size);
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393 |
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394 | for (Int_t i=0;i<size;i++)
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395 | {
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396 | //
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397 | // Get the calibration cam from the intensity cam
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398 | //
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399 | MCalibrationChargeCam *cam = (MCalibrationChargeCam*)GetCam(i);
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400 | //
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401 | // Get the calibration pix from the calibration cam
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402 | //
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403 | MCalibrationChargePix &pix = (MCalibrationChargePix&)(*cam)[pixid];
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404 | //
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405 | // Don't use bad pixels
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406 | //
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407 | if (!pix.IsFFactorMethodValid())
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408 | continue;
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409 | //
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410 | // For the calculation of R, use the un-converted values, like
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411 | // in the calibration, since:
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412 | // C^2*sigma^2 sigma^2
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413 | // R(lowgain) = ----------- = ------ = R
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414 | // C^2*<Q>^2 <Q>^2
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415 | //
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416 | const Float_t mean = pix.GetMean();
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417 | const Float_t meanerr = pix.GetMeanErr();
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418 | const Float_t rsigma = pix.GetRSigma();
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419 | const Float_t rsigmaerr = pix.GetRSigmaErr();
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420 | r[i] = rsigma*rsigma/mean/mean;
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421 | const Float_t rrelvar = 4.*rsigmaerr*rsigmaerr/rsigma/rsigma + 4.*meanerr*meanerr/mean/mean;
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422 | rerr[i] = rrelvar * r[i] * r[i];
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423 | rerr[i] = rerr[i] <= 0 ? 0. : TMath::Sqrt(rerr[i]);
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424 | //
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425 | // For the calculation of 1/Q, we have to use the
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426 | // converted value!
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427 | //
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428 | const Float_t q = pix.GetConvertedMean();
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429 | const Float_t qe = pix.GetConvertedMeanErr();
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430 | oneoverq [i] = 1./q;
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431 | oneoverqerr[i] = qe / (q * q);
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432 | }
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433 |
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434 | TGraphErrors *gr = new TGraphErrors(size,
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435 | oneoverq.GetArray(),r.GetArray(),
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436 | oneoverqerr.GetArray(),rerr.GetArray());
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437 | gr->SetTitle(Form("%s%3i","Pixel ",pixid));
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438 | gr->GetXaxis()->SetTitle("1/Q [FADC counts^{-1}]");
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439 | gr->GetYaxis()->SetTitle("\\sigma_{red}^{2}/Q^{2} [1]");
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440 | return gr;
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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 | // Returns a 2-dimensional histogram with the fit results of the
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446 | // 'Razmik plot' for each pixel of area index "aidx" (see GetRazmikPlot())
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447 | //
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448 | // The results of the polynomial fit of grade 1 are:
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449 | //
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450 | // x-axis: Offset (Parameter 0 of the polynomial)
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451 | // y-axis: Slope (Parameter 1 of the polynomial)
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452 | //
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453 | // The offset is a measure of how well-known the supposed additional contributions
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454 | // to the value "reduced sigma" are. Because a photo-multiplier is a linear instrument,
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455 | // the excess fluctuations are linear w.r.t. the signal amplitude and can be expressed by
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456 | // the proportionality constant F (the "F-Factor").
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457 | // Adding noise from outside (e.g. night sky background) modifies the recorded noise, but
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458 | // not the mean extracted signal, due to the AC-coupling. Thus, noise contributions from outside
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459 | // (e.g. calculating the pedestal RMS)have to be subtracted from the recorded signal fluctuations
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460 | // in order to retrieve the linearity relation:
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461 | //
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462 | // sigma(signal)^2 / mean(signal)^2 = sigma^2 / <Q>^2 = F^2 / <n_phe> (1)
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463 | //
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464 | // Any systematic offset in the sigma(signal) will produce an offset in the "Razmik plot"),
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465 | // characterized by the Offset of the polynomial fit. Thus, in an ideal case, all pixels have their
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466 | // "offset" centered very closely around zero.
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467 | //
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468 | // The "slope" is the proportionality constant F^2, multiplied with the conversion factor
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469 | // phe's to mean signal (because the "Razmik plot" plots the left side of eq. (1) w.r.t.
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470 | // 1/<Q> instead of 1/<n_phe>. However, the mean number of photo-electrons <n_phe> can be
|
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471 | // expressed by <Q> with the relation:
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472 | //
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473 | // <n_phe> = c_phe * <Q> (2)
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474 | //
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475 | // Thus:
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476 | //
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477 | // 1/<n_phe> = 1/c_phe * 1/<Q> (3)
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478 | //
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479 | // and:
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480 | //
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481 | // Slope = F^2 / c_phe
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482 | //
|
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483 | // In the ideal case of having equal photo-multipliers and a perfectly flat-fielded camera,
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484 | // the "slope" -values should thus all be closely centered around F^2/c_phe.
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485 | //
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486 | TH2F *MCalibrationIntensityChargeCam::GetRazmikPlotResults( const Int_t aidx, const MGeomCam &geom)
|
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487 | {
|
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488 |
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489 | TH2F *hist = new TH2F("hist","R vs. Inverse Charges - Fit results",45,-0.02,0.02,45,0.,30.);
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490 | hist->SetXTitle("Offset [FADC counts^{-1}]");
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491 | hist->SetYTitle("F^{2} / <n_phe>/<Q> [FADC count / phe]");
|
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492 | hist->SetFillColor(kRed+aidx);
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493 |
|
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494 | MCalibrationChargeCam *cam = (MCalibrationChargeCam*)GetCam();
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495 |
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496 | for (Int_t npix=0;npix<cam->GetSize();npix++)
|
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497 | {
|
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498 |
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499 | if (geom[npix].GetAidx() == aidx)
|
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500 | {
|
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501 | TGraph *gr = GetRazmikPlot(npix);
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502 | gr->Fit("pol1","Q");
|
---|
503 | hist->Fill(gr->GetFunction("pol1")->GetParameter(0),gr->GetFunction("pol1")->GetParameter(1));
|
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504 | }
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505 | }
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506 | return hist;
|
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507 | }
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508 |
|
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509 |
|
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510 | // --------------------------------------------------------------------
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511 | //
|
---|
512 | // Returns the number of camera entries matching the required colour
|
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513 | // and the requirement that pixel "pixid" has been correctly calibrated
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---|
514 | //
|
---|
515 | Int_t MCalibrationIntensityChargeCam::CountNumValidEntries(const UInt_t pixid, const MCalibrationCam::PulserColor_t col) const
|
---|
516 | {
|
---|
517 |
|
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518 | Int_t nvalid = 0;
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519 |
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520 | for (Int_t i=0;i<GetSize();i++)
|
---|
521 | {
|
---|
522 | const MCalibrationChargeCam *cam = (MCalibrationChargeCam*)GetCam(i);
|
---|
523 | const MCalibrationChargePix &pix = (MCalibrationChargePix&)(*cam)[pixid];
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524 |
|
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525 | if (col == MCalibrationCam::kNONE)
|
---|
526 | {
|
---|
527 | if (pix.IsFFactorMethodValid())
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528 | nvalid++;
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529 | }
|
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530 | else
|
---|
531 | {
|
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532 | if (cam->GetPulserColor() == col)
|
---|
533 | {
|
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534 | if (pix.IsFFactorMethodValid())
|
---|
535 | nvalid++;
|
---|
536 | }
|
---|
537 | }
|
---|
538 | }
|
---|
539 |
|
---|
540 | return nvalid;
|
---|
541 | }
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