| 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 | #include "MCalibrationChargeCam.h"
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| 43 | #include "MCalibrationChargePix.h"
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| 44 |
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| 45 | #include "MGeomCam.h"
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| 46 | #include "MGeomPix.h"
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| 47 |
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| 48 | #include <TOrdCollection.h>
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| 49 | #include <TGraphErrors.h>
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| 50 | #include <TH2F.h>
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| 51 | #include <TF1.h>
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| 52 |
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| 53 | ClassImp(MCalibrationIntensityChargeCam);
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| 54 |
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| 55 | using namespace std;
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| 56 |
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| 57 | // --------------------------------------------------------------------------
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| 58 | //
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| 59 | // Default constructor.
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| 60 | //
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| 61 | MCalibrationIntensityChargeCam::MCalibrationIntensityChargeCam(const char *name, const char *title)
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| 62 | {
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| 63 |
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| 64 | fName = name ? name : "MCalibrationIntensityChargeCam";
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| 65 | fTitle = title ? title : "Results of the Intensity Calibration";
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| 66 |
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| 67 | InitSize(1);
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| 68 | }
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| 69 |
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| 70 | // -------------------------------------------------------------------
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| 71 | //
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| 72 | // Add MCalibrationChargeCam's in the ranges from - to.
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| 73 | //
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| 74 | void MCalibrationIntensityChargeCam::Add(const UInt_t from, const UInt_t to)
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| 75 | {
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| 76 | for (UInt_t i=from; i<to; i++)
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| 77 | fCams->AddAt(new MCalibrationChargeCam,i);
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| 78 | }
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| 79 |
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| 80 | // -------------------------------------------------------------------
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| 81 | //
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| 82 | // Returns a TGraphErrors with the number of photo-electrons vs.
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| 83 | // the extracted signal of pixel "pixid".
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| 84 | //
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| 85 | TGraphErrors *MCalibrationIntensityChargeCam::GetPheVsCharge( const UInt_t pixid, const MCalibrationCam::PulserColor_t col)
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| 86 | {
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| 87 |
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| 88 | const Int_t size = GetSize();
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| 89 |
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| 90 | TArrayF phe(size);
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| 91 | TArrayF pheerr(size);
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| 92 | TArrayF sig(size);
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| 93 | TArrayF sigerr(size);
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| 94 |
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| 95 | for (Int_t i=0;i<size;i++)
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| 96 | {
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| 97 | //
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| 98 | // Get the calibration cam from the intensity cam
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| 99 | //
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| 100 | MCalibrationChargeCam *cam = (MCalibrationChargeCam*)GetCam(i);
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| 101 |
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| 102 | if (col != MCalibrationCam::kNONE)
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| 103 | if (cam->GetPulserColor() != col)
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| 104 | continue;
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| 105 | //
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| 106 | // Get the calibration pix from the calibration cam
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| 107 | //
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| 108 | MCalibrationChargePix &pix = (MCalibrationChargePix&)(*cam)[pixid];
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| 109 | //
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| 110 | // Don't use bad pixels
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| 111 | //
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| 112 | if (!pix.IsFFactorMethodValid())
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| 113 | continue;
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| 114 | //
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| 115 | phe[i] = pix.GetPheFFactorMethod();
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| 116 | pheerr[i] = pix.GetPheFFactorMethodErr();
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| 117 | //
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| 118 | // For the calculation of Q, we have to use the
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| 119 | // converted value!
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| 120 | //
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| 121 | sig [i] = pix.GetConvertedMean();
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| 122 | sigerr[i] = pix.GetConvertedMeanErr();
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| 123 | }
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| 124 |
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| 125 | TGraphErrors *gr = new TGraphErrors(size,
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| 126 | sig.GetArray(),phe.GetArray(),
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| 127 | sigerr.GetArray(),pheerr.GetArray());
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| 128 | gr->SetTitle(Form("%s%3i","Pixel ",pixid));
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| 129 | gr->GetXaxis()->SetTitle("Q [FADC counts]");
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| 130 | gr->GetYaxis()->SetTitle("photo-electrons [1]");
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| 131 | return gr;
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| 132 | }
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| 133 |
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| 134 | // -------------------------------------------------------------------
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| 135 | //
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| 136 | // Returns a TGraphErrors with the number of photo-electrons vs.
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| 137 | // the extracted signal over all pixels with area index "aidx".
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| 138 | //
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| 139 | // The points represent the means of the pixels values, while the error bars
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| 140 | // the sigma of the pixels values.
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| 141 | //
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| 142 | TGraphErrors *MCalibrationIntensityChargeCam::GetPheVsChargePerArea( const Int_t aidx, const MCalibrationCam::PulserColor_t col)
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| 143 | {
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| 144 |
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| 145 | const Int_t size = GetSize();
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| 146 |
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| 147 | TArrayF phe(size);
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| 148 | TArrayF pheerr(size);
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| 149 | TArrayF sig(size);
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| 150 | TArrayF sigerr(size);
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| 151 |
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| 152 | for (Int_t i=0;i<size;i++)
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| 153 | {
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| 154 | //
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| 155 | // Get the calibration cam from the intensity cam
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| 156 | //
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| 157 | MCalibrationChargeCam *cam = (MCalibrationChargeCam*)GetCam(i);
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| 158 |
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| 159 | if (col != MCalibrationCam::kNONE)
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| 160 | if (cam->GetPulserColor() != col)
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| 161 | continue;
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| 162 |
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| 163 | //
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| 164 | // Get the area calibration pix from the calibration cam
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| 165 | //
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| 166 | MCalibrationChargePix &pix = (MCalibrationChargePix&)(cam->GetAverageArea(aidx));
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| 167 |
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| 168 | phe[i] = pix.GetPheFFactorMethod();
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| 169 | pheerr[i] = pix.GetPheFFactorMethodErr();
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| 170 | //
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| 171 | // For the calculation of Q, we have to use the
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| 172 | // converted value!
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| 173 | //
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| 174 | sig [i] = pix.GetConvertedMean();
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| 175 | sigerr[i] = pix.GetConvertedMeanErr();
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| 176 | }
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| 177 |
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| 178 | TGraphErrors *gr = new TGraphErrors(size,
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| 179 | sig.GetArray(),phe.GetArray(),
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| 180 | sigerr.GetArray(),pheerr.GetArray());
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| 181 | gr->SetTitle(Form("%s%3i","Area Index ",aidx));
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| 182 | gr->GetXaxis()->SetTitle("Q [FADC counts]");
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| 183 | gr->GetYaxis()->SetTitle("photo-electrons [1]");
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| 184 | return gr;
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| 185 | }
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| 186 |
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| 187 | // -------------------------------------------------------------------
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| 188 | //
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| 189 | // Returns a TGraphErrors with the 'Razmik plot' of pixel "pixid".
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| 190 | // The Razmik plot shows the value of 'R' vs. 1/Q where:
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| 191 | //
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| 192 | // sigma^2 F^2
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| 193 | // R = ------- = ------
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| 194 | // <Q>^2 <m_pe>
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| 195 | //
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| 196 | // and 1/Q is the inverse (mean) extracted signal
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| 197 | //
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| 198 | TGraphErrors *MCalibrationIntensityChargeCam::GetRazmikPlot( const UInt_t pixid )
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| 199 | {
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| 200 |
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| 201 | const Int_t size = GetSize();
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| 202 |
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| 203 | TArrayF r(size);
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| 204 | TArrayF rerr(size);
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| 205 | TArrayF oneoverq(size);
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| 206 | TArrayF oneoverqerr(size);
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| 207 |
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| 208 | for (Int_t i=0;i<size;i++)
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| 209 | {
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| 210 | //
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| 211 | // Get the calibration cam from the intensity cam
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| 212 | //
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| 213 | MCalibrationChargeCam *cam = (MCalibrationChargeCam*)GetCam(i);
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| 214 | //
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| 215 | // Get the calibration pix from the calibration cam
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| 216 | //
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| 217 | MCalibrationChargePix &pix = (MCalibrationChargePix&)(*cam)[pixid];
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| 218 | //
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| 219 | // Don't use bad pixels
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| 220 | //
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| 221 | if (!pix.IsFFactorMethodValid())
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| 222 | continue;
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| 223 | //
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| 224 | // For the calculation of R, use the un-converted values, like
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| 225 | // in the calibration, since:
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| 226 | // C^2*sigma^2 sigma^2
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| 227 | // R(lowgain) = ----------- = ------ = R
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| 228 | // C^2*<Q>^2 <Q>^2
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| 229 | //
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| 230 | const Float_t mean = pix.GetMean();
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| 231 | const Float_t meanerr = pix.GetMeanErr();
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| 232 | const Float_t rsigma = pix.GetRSigma();
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| 233 | const Float_t rsigmaerr = pix.GetRSigmaErr();
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| 234 | r[i] = rsigma*rsigma/mean/mean;
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| 235 | const Float_t rrelvar = 4.*rsigmaerr*rsigmaerr/rsigma/rsigma + 4.*meanerr*meanerr/mean/mean;
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| 236 | rerr[i] = rrelvar * r[i] * r[i];
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| 237 | rerr[i] = rerr[i] <= 0 ? 0. : TMath::Sqrt(rerr[i]);
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| 238 | //
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| 239 | // For the calculation of 1/Q, we have to use the
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| 240 | // converted value!
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| 241 | //
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| 242 | const Float_t q = pix.GetConvertedMean();
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| 243 | const Float_t qe = pix.GetConvertedMeanErr();
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| 244 | oneoverq [i] = 1./q;
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| 245 | oneoverqerr[i] = qe / q / q;
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| 246 | }
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| 247 |
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| 248 | TGraphErrors *gr = new TGraphErrors(size,
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| 249 | oneoverq.GetArray(),r.GetArray(),
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| 250 | oneoverqerr.GetArray(),rerr.GetArray());
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| 251 | gr->SetTitle(Form("%s%3i","Pixel ",pixid));
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| 252 | gr->GetXaxis()->SetTitle("1/Q [FADC counts^{-1}]");
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| 253 | gr->GetYaxis()->SetTitle("\sigma_{red}^{2}/Q^{2}");
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| 254 | return gr;
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| 255 | }
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| 256 |
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| 257 | // -------------------------------------------------------------------
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| 258 | //
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| 259 | // Returns a 2-dimensional histogram with the fit results of the
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| 260 | // 'Razmik plot' for each pixel of area index "aidx" (see GetRazmikPlot())
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| 261 | //
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| 262 | // The results of the polynomial fit of grade 1 are:
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| 263 | //
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| 264 | // x-axis: Offset (Parameter 0 of the polynomial)
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| 265 | // y-axis: Slope (Parameter 1 of the polynomial)
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| 266 | //
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| 267 | // The offset is a measure of how well-known the supposed additional contributions
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| 268 | // to the value "reduced sigma" are. Because a photo-multiplier is a linear instrument,
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| 269 | // the excess fluctuations are linear w.r.t. the signal amplitude and can be expressed by
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| 270 | // the proportionality constant F (the "F-Factor").
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| 271 | // Adding noise from outside (e.g. night sky background) modifies the recorded noise, but
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| 272 | // not the mean extracted signal, due to the AC-coupling. Thus, noise contributions from outside
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| 273 | // (e.g. calculating the pedestal RMS)have to be subtracted from the recorded signal fluctuations
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| 274 | // in order to retrieve the linearity relation:
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| 275 | //
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| 276 | // sigma(signal)^2 / mean(signal)^2 = sigma^2 / <Q>^2 = F^2 / <n_phe> (1)
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| 277 | //
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| 278 | // Any systematic offset in the sigma(signal) will produce an offset in the "Razmik plot"),
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| 279 | // characterized by the Offset of the polynomial fit. Thus, in an ideal case, all pixels have their
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| 280 | // "offset" centered very closely around zero.
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| 281 | //
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| 282 | // The "slope" is the proportionality constant F^2, multiplied with the conversion factor
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| 283 | // phe's to mean signal (because the "Razmik plot" plots the left side of eq. (1) w.r.t.
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| 284 | // 1/<Q> instead of 1/<n_phe>. However, the mean number of photo-electrons <n_phe> can be
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| 285 | // expressed by <Q> with the relation:
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| 286 | //
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| 287 | // <n_phe> = c_phe * <Q> (2)
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| 288 | //
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| 289 | // Thus:
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| 290 | //
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| 291 | // 1/<n_phe> = 1/c_phe * 1/<Q> (3)
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| 292 | //
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| 293 | // and:
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| 294 | //
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| 295 | // Slope = F^2 / c_phe
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| 296 | //
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| 297 | // In the ideal case of having equal photo-multipliers and a perfectly flat-fielded camera,
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| 298 | // the "slope" -values should thus all be closely centered around F^2/c_phe.
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| 299 | //
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| 300 | TH2F *MCalibrationIntensityChargeCam::GetRazmikPlotResults( const Int_t aidx, const MGeomCam &geom)
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| 301 | {
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| 302 |
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| 303 | TH2F *hist = new TH2F("hist","R vs. Inverse Charges - Fit results",45,-0.02,0.02,45,0.,30.);
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| 304 | hist->SetXTitle("Offset [FADC counts^{-1}]");
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| 305 | hist->SetYTitle("F^{2} / <n_phe>/<Q> [FADC count / phe]");
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| 306 | hist->SetFillColor(kRed+aidx);
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| 307 |
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| 308 | MCalibrationChargeCam *cam = (MCalibrationChargeCam*)GetCam();
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| 309 |
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| 310 | for (Int_t npix=0;npix<cam->GetSize();npix++)
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| 311 | {
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| 312 |
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| 313 | if (geom[npix].GetAidx() == aidx)
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| 314 | {
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| 315 | TGraph *gr = GetRazmikPlot(npix);
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| 316 | gr->Fit("pol1","Q");
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| 317 | hist->Fill(gr->GetFunction("pol1")->GetParameter(0),gr->GetFunction("pol1")->GetParameter(1));
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| 318 | }
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| 319 | }
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| 320 | return hist;
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| 321 | }
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| 322 |
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| 323 |
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