| 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): Wolfgang Wittek, 12/2003 <mailto:wittek@mppmu.mpg.de>
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| 19 | !
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| 20 | ! Copyright: MAGIC Software Development, 2000-2003
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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 | //
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| 27 | // MPadON
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| 28 | //
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| 29 | // This task applies padding such that for a given pixel and for a given
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| 30 | // Theta bin the resulting distribution of the pedestal sigma is identical
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| 31 | // to the distributions given by fHSigmaPixTheta and fHDiffPixTheta.
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| 32 | //
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| 33 | // The number of photons, its error and the pedestal sigmas are altered.
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| 34 | // On average, the number of photons added is zero.
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| 35 | //
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| 36 | // The formulas used can be found in Thomas Schweizer's Thesis,
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| 37 | // Section 2.2.1
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| 38 | //
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| 39 | // There are 2 options for the padding :
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| 40 | //
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| 41 | // 1) fPadFlag = 1 :
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| 42 | // Generate first a Sigmabar using the 2D-histogram Sigmabar vs. Theta
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| 43 | // (fHSigmaTheta). Then generate a pedestal sigma for each pixel using
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| 44 | // the 3D-histogram Theta, pixel no., Sigma^2-Sigmabar^2
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| 45 | // (fHDiffPixTheta).
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| 46 | //
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| 47 | // This is the preferred option as it takes into account the
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| 48 | // correlations between the Sigma of a pixel and Sigmabar.
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| 49 | //
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| 50 | // THE FOLLOWING OPTION HAS NOT BEEN TESTED :
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| 51 | // 2) fPadFlag = 2 :
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| 52 | // Generate a pedestal sigma for each pixel using the 3D-histogram
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| 53 | // Theta, pixel no., Sigma (fHSigmaPixTheta).
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| 54 | //
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| 55 | //
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| 56 | // The padding has to be done before the image cleaning because the
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| 57 | // image cleaning depends on the pedestal sigmas.
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| 58 | //
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| 59 | // For random numbers gRandom is used.
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| 60 | //
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| 61 | /////////////////////////////////////////////////////////////////////////////
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| 62 | #include "MPadON.h"
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| 63 |
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| 64 | #include <stdio.h>
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| 65 |
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| 66 | #include <TH1.h>
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| 67 | #include <TH2.h>
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| 68 | #include <TH3.h>
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| 69 | #include <TRandom.h>
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| 70 | #include <TCanvas.h>
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| 71 |
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| 72 | #include "MBinning.h"
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| 73 | #include "MSigmabar.h"
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| 74 | #include "MMcEvt.hxx"
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| 75 | #include "MLog.h"
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| 76 | #include "MLogManip.h"
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| 77 | #include "MParList.h"
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| 78 | #include "MGeomCam.h"
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| 79 |
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| 80 | #include "MCerPhotPix.h"
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| 81 | #include "MCerPhotEvt.h"
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| 82 |
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| 83 | #include "MPedestalCam.h"
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| 84 | #include "MPedestalPix.h"
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| 85 | #include "MBlindPixels.h"
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| 86 |
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| 87 | ClassImp(MPadON);
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| 88 |
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| 89 | using namespace std;
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| 90 |
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| 91 | // --------------------------------------------------------------------------
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| 92 | //
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| 93 | // Default constructor.
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| 94 | //
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| 95 | MPadON::MPadON(const char *name, const char *title)
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| 96 | {
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| 97 | fName = name ? name : "MPadON";
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| 98 | fTitle = title ? title : "Task for the padding (Schweizer)";
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| 99 |
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| 100 | fHSigmaTheta = NULL;
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| 101 | fHSigmaPixTheta = NULL;
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| 102 | fHDiffPixTheta = NULL;
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| 103 | fHBlindPixIdTheta = NULL;
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| 104 | fHBlindPixNTheta = NULL;
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| 105 |
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| 106 | fHSigmaPedestal = NULL;
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| 107 | fHPhotons = NULL;
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| 108 | fHNSB = NULL;
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| 109 | }
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| 110 |
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| 111 | // --------------------------------------------------------------------------
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| 112 | //
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| 113 | // Destructor.
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| 114 | //
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| 115 | MPadON::~MPadON()
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| 116 | {
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| 117 | if (fHSigmaPedestal != NULL) delete fHSigmaPedestal;
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| 118 | if (fHPhotons != NULL) delete fHPhotons;
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| 119 | if (fHNSB != NULL) delete fHNSB;
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| 120 | }
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| 121 |
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| 122 | // --------------------------------------------------------------------------
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| 123 | //
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| 124 | // Set the references to the histograms to be used in the padding
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| 125 | //
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| 126 | // fHSigmaTheta 2D-histogram (Theta, sigmabar)
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| 127 | // fHSigmaPixTheta 3D-hiostogram (Theta, pixel, sigma)
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| 128 | // fHDiffPixTheta 3D-histogram (Theta, pixel, sigma^2-sigmabar^2)
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| 129 | // fHBlindPixIdTheta 2D-histogram (Theta, blind pixel Id)
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| 130 | // fHBlindPixNTheta 2D-histogram (Theta, no.of blind pixels )
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| 131 | //
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| 132 | //
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| 133 | void MPadON::SetHistograms(TH2D *hist2, TH3D *hist3, TH3D *hist3Diff,
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| 134 | TH2D *hist2Pix, TH2D *hist2PixN)
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| 135 | {
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| 136 | fHSigmaTheta = hist2;
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| 137 | fHSigmaPixTheta = hist3;
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| 138 | fHDiffPixTheta = hist3Diff;
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| 139 | fHBlindPixIdTheta = hist2Pix;
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| 140 | fHBlindPixNTheta = hist2PixN;
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| 141 |
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| 142 | fHSigmaTheta->SetDirectory(NULL);
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| 143 | fHSigmaPixTheta->SetDirectory(NULL);
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| 144 | fHDiffPixTheta->SetDirectory(NULL);
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| 145 | fHBlindPixIdTheta->SetDirectory(NULL);
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| 146 | fHBlindPixNTheta->SetDirectory(NULL);
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| 147 |
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| 148 | Print();
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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 | // Set the option for the padding
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| 154 | //
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| 155 | // There are 2 options for the padding :
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| 156 | //
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| 157 | // 1) fPadFlag = 1 :
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| 158 | // Generate first a Sigmabar using the 2D-histogram Sigmabar vs. Theta
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| 159 | // (fHSigmaTheta). Then generate a pedestal sigma for each pixel using
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| 160 | // the 3D-histogram Theta, pixel no., Sigma^2-Sigmabar^2
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| 161 | // (fHDiffPixTheta).
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| 162 | //
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| 163 | // This is the preferred option as it takes into account the
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| 164 | // correlations between the Sigma of a pixel and Sigmabar.
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| 165 | //
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| 166 | // NOT YET TESTED :
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| 167 | // 2) fPadFlag = 2 :
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| 168 | // Generate a pedestal sigma for each pixel using the 3D-histogram
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| 169 | // Theta, pixel no., Sigma (fHSigmaPixTheta).
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| 170 | //
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| 171 | void MPadON::SetPadFlag(Int_t padflag)
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| 172 | {
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| 173 | fPadFlag = padflag;
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| 174 | *fLog << inf << "MPadON::SetPadFlag(); choose option " << fPadFlag << endl;
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| 175 | }
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| 176 |
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| 177 | // --------------------------------------------------------------------------
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| 178 | //
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| 179 | // Set the pointers and prepare the histograms
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| 180 | //
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| 181 | Int_t MPadON::PreProcess(MParList *pList)
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| 182 | {
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| 183 | if ( !fHSigmaTheta || !fHSigmaPixTheta || !fHDiffPixTheta ||
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| 184 | !fHBlindPixIdTheta || !fHBlindPixNTheta)
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| 185 | {
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| 186 | *fLog << err
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| 187 | << "MPadON : At least one of the histograms needed for the padding is not defined ... aborting."
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| 188 | << endl;
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| 189 | return kFALSE;
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| 190 | }
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| 191 |
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| 192 | fMcEvt = (MMcEvt*)pList->FindObject("MMcEvt");
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| 193 | if (!fMcEvt)
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| 194 | {
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| 195 | *fLog << err << dbginf << "MPadON : MMcEvt not found... aborting."
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| 196 | << endl;
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| 197 | return kFALSE;
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| 198 | }
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| 199 |
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| 200 | fPed = (MPedestalCam*)pList->FindObject("MPedestalCam");
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| 201 | if (!fPed)
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| 202 | {
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| 203 | *fLog << err << "MPadON : MPedestalCam not found... aborting." << endl;
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| 204 | return kFALSE;
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| 205 | }
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| 206 |
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| 207 | fCam = (MGeomCam*)pList->FindObject("MGeomCam");
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| 208 | if (!fCam)
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| 209 | {
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| 210 | *fLog << err
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| 211 | << "MPadON : MGeomCam not found (no geometry information available)... aborting."
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| 212 | << endl;
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| 213 | return kFALSE;
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| 214 | }
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| 215 |
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| 216 | fEvt = (MCerPhotEvt*)pList->FindObject("MCerPhotEvt");
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| 217 | if (!fEvt)
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| 218 | {
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| 219 | *fLog << err << "MPadON : MCerPhotEvt not found... aborting." << endl;
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| 220 | return kFALSE;
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| 221 | }
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| 222 |
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| 223 | fSigmabar = (MSigmabar*)pList->FindCreateObj("MSigmabar");
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| 224 | if (!fSigmabar)
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| 225 | {
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| 226 | *fLog << err << "MPadON : MSigmabar not found... aborting." << endl;
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| 227 | return kFALSE;
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| 228 | }
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| 229 |
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| 230 | fBlinds = (MBlindPixels*)pList->FindCreateObj("MBlindPixels");
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| 231 | if (!fBlinds)
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| 232 | {
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| 233 | *fLog << err << "MPadON : MBlindPixels not found... aborting." << endl;
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| 234 | return kFALSE;
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| 235 | }
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| 236 |
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| 237 |
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| 238 | //--------------------------------------------------------------------
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| 239 | // histograms for checking the padding
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| 240 | //
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| 241 | // plot pedestal sigmas
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| 242 | fHSigmaPedestal = new TH2D("SigPed","Sigma: after vs. before padding",
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| 243 | 100, 0.0, 5.0, 100, 0.0, 5.0);
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| 244 | fHSigmaPedestal->SetXTitle("Pedestal sigma before padding");
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| 245 | fHSigmaPedestal->SetYTitle("Pedestal sigma after padding");
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| 246 |
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| 247 | // plot no.of photons (before vs. after padding)
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| 248 | fHPhotons = new TH2D("Photons","Photons: after vs.before padding",
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| 249 | 100, -10.0, 90.0, 100, -10, 90);
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| 250 | fHPhotons->SetXTitle("no.of photons before padding");
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| 251 | fHPhotons->SetYTitle("no.of photons after padding");
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| 252 |
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| 253 | // plot of added NSB
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| 254 | fHNSB = new TH1D("NSB","Distribution of added NSB", 100, -10.0, 10.0);
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| 255 | fHNSB->SetXTitle("no.of added NSB photons");
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| 256 | fHNSB->SetYTitle("no.of pixels");
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| 257 |
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| 258 |
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| 259 | //--------------------------------------------------------------------
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| 260 |
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| 261 | fIter = 20;
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| 262 |
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| 263 | memset(fErrors, 0, sizeof(fErrors));
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| 264 |
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| 265 | return kTRUE;
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| 266 | }
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| 267 |
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| 268 | // --------------------------------------------------------------------------
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| 269 | //
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| 270 | // Do the Padding
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| 271 | // idealy the events to be padded should have been generated without NSB
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| 272 | //
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| 273 | Int_t MPadON::Process()
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| 274 | {
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| 275 | *fLog << all << "Entry MPadON::Process();" << endl;
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| 276 |
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| 277 | // this is the conversion factor from the number of photons
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| 278 | // to the number of photo electrons
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| 279 | // later to be taken from MCalibration
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| 280 | // fPEperPhoton = PW * LG * QE * 1D
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| 281 | Double_t fPEperPhoton = 0.95 * 0.90 * 0.13 * 0.9;
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| 282 |
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| 283 | //------------------------------------------------
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| 284 | // add pixels to MCerPhotEvt which are not yet in;
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| 285 | // set their numnber of photons equal to zero
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| 286 |
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| 287 | UInt_t imaxnumpix = fCam->GetNumPixels();
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| 288 |
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| 289 | for (UInt_t i=0; i<imaxnumpix; i++)
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| 290 | {
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| 291 | Bool_t alreadythere = kFALSE;
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| 292 | UInt_t npix = fEvt->GetNumPixels();
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| 293 | for (UInt_t j=0; j<npix; j++)
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| 294 | {
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| 295 | MCerPhotPix &pix = (*fEvt)[j];
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| 296 | UInt_t id = pix.GetPixId();
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| 297 | if (i==id)
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| 298 | {
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| 299 | alreadythere = kTRUE;
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| 300 | break;
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| 301 | }
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| 302 | }
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| 303 | if (alreadythere)
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| 304 | continue;
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| 305 |
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| 306 | fEvt->AddPixel(i, 0.0, (*fPed)[i].GetPedestalRms());
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| 307 | }
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| 308 |
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| 309 |
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| 310 |
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| 311 | //-----------------------------------------
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| 312 | Int_t rc=0;
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| 313 |
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| 314 | const UInt_t npix = fEvt->GetNumPixels();
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| 315 |
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| 316 | //fSigmabar->Calc(*fCam, *fPed, *fEvt);
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| 317 | //*fLog << all << "before padding : " << endl;
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| 318 | //fSigmabar->Print("");
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| 319 |
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| 320 |
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| 321 | //$$$$$$$$$$$$$$$$$$$$$$$$$$
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| 322 | // to simulate the situation that before the padding the NSB and
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| 323 | // electronic noise are zero : set Sigma = 0 for all pixels
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| 324 | //for (UInt_t i=0; i<npix; i++)
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| 325 | //{
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| 326 | // MCerPhotPix &pix = fEvt->operator[](i);
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| 327 | // Int_t j = pix.GetPixId();
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| 328 |
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| 329 | // MPedestalPix &ppix = fPed->operator[](j);
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| 330 | // ppix.SetMeanRms(0.0);
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| 331 | //}
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| 332 | //$$$$$$$$$$$$$$$$$$$$$$$$$$
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| 333 |
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| 334 | //-------------------------------------------
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| 335 | // Calculate average sigma of the event
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| 336 | //
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| 337 | Double_t sigbarold_phot = fSigmabar->Calc(*fCam, *fPed, *fEvt);
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| 338 | *fLog << all << "before padding : " << endl;
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| 339 | fSigmabar->Print("");
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| 340 | Double_t sigbarold = sigbarold_phot * fPEperPhoton;
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| 341 |
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| 342 | Double_t sigbarold2 = sigbarold*sigbarold;
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| 343 |
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| 344 |
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| 345 | // for MC data : expect sigmabar to be zero before the padding
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| 346 | if (sigbarold_phot > 0)
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| 347 | {
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| 348 | *fLog << err
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| 349 | << "MPadON::Process(); sigmabar of event to be padded is > 0 : "
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| 350 | << sigbarold_phot << ". Stop event loop " << endl;
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| 351 | // input data should have sigmabar = 0; stop event loop
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| 352 |
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| 353 | rc = 1;
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| 354 | fErrors[rc]++;
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| 355 | return kERROR;
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| 356 | }
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| 357 |
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| 358 | const Double_t theta = kRad2Deg*fMcEvt->GetTelescopeTheta();
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| 359 | *fLog << all << "theta = " << theta << endl;
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| 360 |
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| 361 |
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| 362 | //-------------------------------------------
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| 363 | // for the current theta,
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| 364 | // generate blind pixels according to the histograms
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| 365 | // fHBlindPixNTheta and fHBlindPixIDTheta
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| 366 | //
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| 367 |
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| 368 |
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| 369 | Int_t binPix = fHBlindPixNTheta->GetXaxis()->FindBin(theta);
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| 370 |
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| 371 | if ( binPix < 1 || binPix > fHBlindPixNTheta->GetNbinsX() )
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| 372 | {
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| 373 | *fLog << warn
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| 374 | << "MPadON::Process(); binNumber out of range : theta, binPix = "
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| 375 | << theta << ", " << binPix << "; Skip event " << endl;
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| 376 | // event cannot be padded; skip event
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| 377 |
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| 378 | rc = 2;
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| 379 | fErrors[rc]++;
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| 380 | return kCONTINUE;
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| 381 | }
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| 382 |
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| 383 | // numBlind is the number of blind pixels in this event
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| 384 | TH1D *nblind;
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| 385 | UInt_t numBlind;
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| 386 |
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| 387 | nblind = fHBlindPixNTheta->ProjectionY("", binPix, binPix, "");
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| 388 | if ( nblind->GetEntries() == 0.0 )
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| 389 | {
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| 390 | *fLog << warn << "MPadON::Process(); projection for Theta bin "
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| 391 | << binPix << " has no entries; Skip event " << endl;
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| 392 | // event cannot be padded; skip event
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| 393 | delete nblind;
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| 394 |
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| 395 | rc = 7;
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| 396 | fErrors[rc]++;
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| 397 | return kCONTINUE;
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| 398 | }
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| 399 | else
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| 400 | {
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| 401 | numBlind = (Int_t) (nblind->GetRandom()+0.5);
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| 402 | }
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| 403 | delete nblind;
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| 404 |
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| 405 |
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| 406 | // throw the Id of numBlind different pixels in this event
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| 407 | TH1D *hblind;
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| 408 | UInt_t idBlind;
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| 409 | UInt_t listId[npix];
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| 410 | UInt_t nlist = 0;
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| 411 | Bool_t equal;
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| 412 |
|
|---|
| 413 | hblind = fHBlindPixIdTheta->ProjectionY("", binPix, binPix, "");
|
|---|
| 414 | if ( hblind->GetEntries() > 0.0 )
|
|---|
| 415 | for (UInt_t i=0; i<numBlind; i++)
|
|---|
| 416 | {
|
|---|
| 417 | while(1)
|
|---|
| 418 | {
|
|---|
| 419 | idBlind = (Int_t) (hblind->GetRandom()+0.5);
|
|---|
| 420 | equal = kFALSE;
|
|---|
| 421 | for (UInt_t j=0; j<nlist; j++)
|
|---|
| 422 | if (idBlind == listId[j])
|
|---|
| 423 | {
|
|---|
| 424 | equal = kTRUE;
|
|---|
| 425 | break;
|
|---|
| 426 | }
|
|---|
| 427 | if (!equal) break;
|
|---|
| 428 | }
|
|---|
| 429 | listId[nlist] = idBlind;
|
|---|
| 430 | nlist++;
|
|---|
| 431 |
|
|---|
| 432 | fBlinds->SetPixelBlind(idBlind);
|
|---|
| 433 | *fLog << "idBlind = " << idBlind << endl;
|
|---|
| 434 | }
|
|---|
| 435 | fBlinds->SetReadyToSave();
|
|---|
| 436 |
|
|---|
| 437 | delete hblind;
|
|---|
| 438 |
|
|---|
| 439 |
|
|---|
| 440 | //-------------------------------------------
|
|---|
| 441 | // for the current theta,
|
|---|
| 442 | // generate a sigmabar according to the histogram fHSigmaTheta
|
|---|
| 443 | //
|
|---|
| 444 | Double_t sigmabar_phot = 0;
|
|---|
| 445 | Double_t sigmabar = 0;
|
|---|
| 446 | Int_t binNumber = fHSigmaTheta->GetXaxis()->FindBin(theta);
|
|---|
| 447 |
|
|---|
| 448 | if (binPix != binNumber)
|
|---|
| 449 | {
|
|---|
| 450 | *fLog << err
|
|---|
| 451 | << "MPadON::Process(); The binnings of the 2 histograms are not identical; aborting"
|
|---|
| 452 | << endl;
|
|---|
| 453 | return kERROR;
|
|---|
| 454 | }
|
|---|
| 455 |
|
|---|
| 456 | TH1D *hsigma;
|
|---|
| 457 |
|
|---|
| 458 | hsigma = fHSigmaTheta->ProjectionY("", binNumber, binNumber, "");
|
|---|
| 459 | if ( hsigma->GetEntries() == 0.0 )
|
|---|
| 460 | {
|
|---|
| 461 | *fLog << warn << "MPadON::Process(); projection for Theta bin "
|
|---|
| 462 | << binNumber << " has no entries; Skip event " << endl;
|
|---|
| 463 | // event cannot be padded; skip event
|
|---|
| 464 | delete hsigma;
|
|---|
| 465 |
|
|---|
| 466 | rc = 3;
|
|---|
| 467 | fErrors[rc]++;
|
|---|
| 468 | return kCONTINUE;
|
|---|
| 469 | }
|
|---|
| 470 | else
|
|---|
| 471 | {
|
|---|
| 472 | sigmabar_phot = hsigma->GetRandom();
|
|---|
| 473 | sigmabar = sigmabar_phot * fPEperPhoton;
|
|---|
| 474 | *fLog << all << "Theta, bin number = " << theta << ", " << binNumber
|
|---|
| 475 | << ", sigmabar_phot = " << sigmabar_phot << endl;
|
|---|
| 476 | }
|
|---|
| 477 | delete hsigma;
|
|---|
| 478 |
|
|---|
| 479 | const Double_t sigmabar2 = sigmabar*sigmabar;
|
|---|
| 480 |
|
|---|
| 481 | //-------------------------------------------
|
|---|
| 482 |
|
|---|
| 483 | *fLog << all << "MPadON::Process(); sigbarold, sigmabar = "
|
|---|
| 484 | << sigbarold << ", "<< sigmabar << endl;
|
|---|
| 485 |
|
|---|
| 486 | // Skip event if target sigmabar is <= sigbarold
|
|---|
| 487 | if (sigmabar <= sigbarold)
|
|---|
| 488 | {
|
|---|
| 489 | *fLog << all
|
|---|
| 490 | << "MPadON::Process(); target sigmabar is less than sigbarold : "
|
|---|
| 491 | << sigmabar << ", " << sigbarold << ", Skip event" << endl;
|
|---|
| 492 |
|
|---|
| 493 | rc = 4;
|
|---|
| 494 | fErrors[rc]++;
|
|---|
| 495 | return kCONTINUE;
|
|---|
| 496 | }
|
|---|
| 497 |
|
|---|
| 498 |
|
|---|
| 499 | //-------------------------------------------
|
|---|
| 500 | //
|
|---|
| 501 | // Calculate average number of NSB photons to be added (lambdabar)
|
|---|
| 502 | // from the value of sigmabar,
|
|---|
| 503 | // - making assumptions about the average electronic noise (elNoise2) and
|
|---|
| 504 | // - using a fixed value (F2excess) for the excess noise factor
|
|---|
| 505 |
|
|---|
| 506 | Double_t elNoise2; // [photo electrons]
|
|---|
| 507 | Double_t F2excess = 1.3;
|
|---|
| 508 | Double_t lambdabar; // [photo electrons]
|
|---|
| 509 |
|
|---|
| 510 |
|
|---|
| 511 |
|
|---|
| 512 | Int_t binTheta = fHDiffPixTheta->GetXaxis()->FindBin(theta);
|
|---|
| 513 | if (binTheta != binNumber)
|
|---|
| 514 | {
|
|---|
| 515 | *fLog << err
|
|---|
| 516 | << "MPadON::Process(); The binnings of the 2 histograms are not identical; aborting"
|
|---|
| 517 | << endl;
|
|---|
| 518 | return kERROR;
|
|---|
| 519 | }
|
|---|
| 520 |
|
|---|
| 521 | // Get RMS of (Sigma^2-sigmabar^2) in this Theta bin.
|
|---|
| 522 | // The average electronic noise (to be added) has to be well above this RMS,
|
|---|
| 523 | // otherwise the electronic noise of an individual pixel (elNoise2Pix)
|
|---|
| 524 | // may become negative
|
|---|
| 525 |
|
|---|
| 526 | TH1D *hnoise = fHDiffPixTheta->ProjectionZ("", binTheta, binTheta,
|
|---|
| 527 | 0, 9999, "");
|
|---|
| 528 | Double_t RMS_phot = hnoise->GetRMS(1);
|
|---|
| 529 | Double_t RMS = RMS_phot * fPEperPhoton * fPEperPhoton;
|
|---|
| 530 | delete hnoise;
|
|---|
| 531 |
|
|---|
| 532 | elNoise2 = TMath::Min(RMS, sigmabar2 - sigbarold2);
|
|---|
| 533 | *fLog << all << "elNoise2 = " << elNoise2 << endl;
|
|---|
| 534 |
|
|---|
| 535 | lambdabar = (sigmabar2 - sigbarold2 - elNoise2) / F2excess;
|
|---|
| 536 |
|
|---|
| 537 | // This value of lambdabar is the same for all pixels;
|
|---|
| 538 | // note that lambdabar is normalized to the area of pixel 0
|
|---|
| 539 |
|
|---|
| 540 | //---------- start loop over pixels ---------------------------------
|
|---|
| 541 | // do the padding for each pixel
|
|---|
| 542 | //
|
|---|
| 543 | // pad only pixels - which are used (before image cleaning)
|
|---|
| 544 | //
|
|---|
| 545 | Double_t sig_phot = 0;
|
|---|
| 546 | Double_t sig = 0;
|
|---|
| 547 |
|
|---|
| 548 | Double_t sigma2 = 0;
|
|---|
| 549 |
|
|---|
| 550 | Double_t diff_phot = 0;
|
|---|
| 551 | Double_t diff = 0;
|
|---|
| 552 |
|
|---|
| 553 | Double_t addSig2_phot= 0;
|
|---|
| 554 | Double_t addSig2 = 0;
|
|---|
| 555 |
|
|---|
| 556 | Double_t elNoise2Pix = 0;
|
|---|
| 557 |
|
|---|
| 558 |
|
|---|
| 559 | for (UInt_t i=0; i<npix; i++)
|
|---|
| 560 | {
|
|---|
| 561 | MCerPhotPix &pix = (*fEvt)[i];
|
|---|
| 562 | if ( !pix.IsPixelUsed() )
|
|---|
| 563 | continue;
|
|---|
| 564 |
|
|---|
| 565 | //if ( pix.GetNumPhotons() == 0.0)
|
|---|
| 566 | //{
|
|---|
| 567 | // *fLog << warn
|
|---|
| 568 | // << "MPadON::Process(); no.of photons is 0 for used pixel"
|
|---|
| 569 | // << endl;
|
|---|
| 570 | // continue;
|
|---|
| 571 | //}
|
|---|
| 572 |
|
|---|
| 573 | Int_t j = pix.GetPixId();
|
|---|
| 574 |
|
|---|
| 575 | // GetPixRatio returns (area of pixel 0 / area of current pixel)
|
|---|
| 576 | Double_t ratioArea = 1.0 / fCam->GetPixRatio(j);
|
|---|
| 577 |
|
|---|
| 578 | MPedestalPix &ppix = (*fPed)[j];
|
|---|
| 579 | Double_t oldsigma_phot = ppix.GetPedestalRms();
|
|---|
| 580 | Double_t oldsigma = oldsigma_phot * fPEperPhoton;
|
|---|
| 581 | Double_t oldsigma2 = oldsigma*oldsigma;
|
|---|
| 582 |
|
|---|
| 583 | //---------------------------------
|
|---|
| 584 | // throw the Sigma for this pixel
|
|---|
| 585 | //
|
|---|
| 586 | Int_t binPixel = fHDiffPixTheta->GetYaxis()->FindBin( (Double_t)j );
|
|---|
| 587 |
|
|---|
| 588 | Int_t count;
|
|---|
| 589 | Bool_t ok;
|
|---|
| 590 |
|
|---|
| 591 | TH1D *hdiff;
|
|---|
| 592 | TH1D *hsig;
|
|---|
| 593 |
|
|---|
| 594 | switch (fPadFlag)
|
|---|
| 595 | {
|
|---|
| 596 | case 1 :
|
|---|
| 597 | // throw the Sigma for this pixel from the distribution fHDiffPixTheta
|
|---|
| 598 |
|
|---|
| 599 | hdiff = fHDiffPixTheta->ProjectionZ("", binTheta, binTheta,
|
|---|
| 600 | binPixel, binPixel, "");
|
|---|
| 601 | if ( hdiff->GetEntries() == 0 )
|
|---|
| 602 | {
|
|---|
| 603 | *fLog << warn << "MPadON::Process(); projection for Theta bin "
|
|---|
| 604 | << binTheta << " and pixel bin " << binPixel
|
|---|
| 605 | << " has no entries; aborting " << endl;
|
|---|
| 606 | delete hdiff;
|
|---|
| 607 |
|
|---|
| 608 | rc = 5;
|
|---|
| 609 | fErrors[rc]++;
|
|---|
| 610 | return kCONTINUE;
|
|---|
| 611 | }
|
|---|
| 612 |
|
|---|
| 613 | count = 0;
|
|---|
| 614 | ok = kFALSE;
|
|---|
| 615 | for (Int_t m=0; m<fIter; m++)
|
|---|
| 616 | {
|
|---|
| 617 | count += 1;
|
|---|
| 618 | diff_phot = hdiff->GetRandom();
|
|---|
| 619 | diff = diff_phot * fPEperPhoton * fPEperPhoton;
|
|---|
| 620 |
|
|---|
| 621 | // the following condition ensures that elNoise2Pix > 0.0
|
|---|
| 622 | if ( (diff + sigmabar2 - oldsigma2/ratioArea
|
|---|
| 623 | - lambdabar*F2excess) > 0.0 )
|
|---|
| 624 | {
|
|---|
| 625 | ok = kTRUE;
|
|---|
| 626 | break;
|
|---|
| 627 | }
|
|---|
| 628 | }
|
|---|
| 629 | if (!ok)
|
|---|
| 630 | {
|
|---|
| 631 | *fLog << all << "theta, j, count, sigmabar, diff = " << theta << ", "
|
|---|
| 632 | << j << ", " << count << ", " << sigmabar << ", "
|
|---|
| 633 | << diff << endl;
|
|---|
| 634 | diff = lambdabar*F2excess + oldsigma2/ratioArea - sigmabar2;
|
|---|
| 635 | }
|
|---|
| 636 | delete hdiff;
|
|---|
| 637 | sigma2 = diff + sigmabar2;
|
|---|
| 638 | break;
|
|---|
| 639 |
|
|---|
| 640 | case 2 :
|
|---|
| 641 | // throw the Sigma for this pixel from the distribution fHSigmaPixTheta
|
|---|
| 642 |
|
|---|
| 643 | hsig = fHSigmaPixTheta->ProjectionZ("", binTheta, binTheta,
|
|---|
| 644 | binPixel, binPixel, "");
|
|---|
| 645 | if ( hsig->GetEntries() == 0 )
|
|---|
| 646 | {
|
|---|
| 647 | *fLog << err << "MPadON::Process(); projection for Theta bin "
|
|---|
| 648 | << binTheta << " and pixel bin " << binPixel
|
|---|
| 649 | << " has no entries; aborting " << endl;
|
|---|
| 650 | delete hsig;
|
|---|
| 651 |
|
|---|
| 652 | rc = 6;
|
|---|
| 653 | fErrors[rc]++;
|
|---|
| 654 | return kCONTINUE;
|
|---|
| 655 | }
|
|---|
| 656 |
|
|---|
| 657 | count = 0;
|
|---|
| 658 | ok = kFALSE;
|
|---|
| 659 | for (Int_t m=0; m<fIter; m++)
|
|---|
| 660 | {
|
|---|
| 661 | count += 1;
|
|---|
| 662 |
|
|---|
| 663 | sig_phot = hsig->GetRandom();
|
|---|
| 664 | sig = sig_phot * fPEperPhoton;
|
|---|
| 665 |
|
|---|
| 666 | sigma2 = sig*sig/ratioArea;
|
|---|
| 667 | // the following condition ensures that elNoise2Pix > 0.0
|
|---|
| 668 |
|
|---|
| 669 | if ( (sigma2-oldsigma2/ratioArea-lambdabar*F2excess) > 0.0 )
|
|---|
| 670 | {
|
|---|
| 671 | ok = kTRUE;
|
|---|
| 672 | break;
|
|---|
| 673 | }
|
|---|
| 674 | }
|
|---|
| 675 | if (!ok)
|
|---|
| 676 | {
|
|---|
| 677 |
|
|---|
| 678 | *fLog << "theta, j, count, sigmabar, sig = " << theta << ", "
|
|---|
| 679 | << j << ", " << count << ", " << sigmabar << ", "
|
|---|
| 680 | << sig << endl;
|
|---|
| 681 | sigma2 = lambdabar*F2excess + oldsigma2/ratioArea;
|
|---|
| 682 | }
|
|---|
| 683 | delete hsig;
|
|---|
| 684 | break;
|
|---|
| 685 | }
|
|---|
| 686 |
|
|---|
| 687 | //---------------------------------
|
|---|
| 688 | // get the additional sigma^2 for this pixel (due to the padding)
|
|---|
| 689 |
|
|---|
| 690 | addSig2 = sigma2*ratioArea - oldsigma2;
|
|---|
| 691 | addSig2_phot = addSig2 / (fPEperPhoton * fPEperPhoton);
|
|---|
| 692 |
|
|---|
| 693 | //---------------------------------
|
|---|
| 694 | // get the additional electronic noise for this pixel
|
|---|
| 695 |
|
|---|
| 696 | elNoise2Pix = addSig2 - lambdabar*F2excess*ratioArea;
|
|---|
| 697 |
|
|---|
| 698 |
|
|---|
| 699 | //---------------------------------
|
|---|
| 700 | // throw actual number of additional NSB photons (NSB)
|
|---|
| 701 | // and its RMS (sigmaNSB)
|
|---|
| 702 |
|
|---|
| 703 | Double_t NSB0 = gRandom->Poisson(lambdabar*ratioArea);
|
|---|
| 704 | Double_t arg = NSB0*(F2excess-1.0) + elNoise2Pix;
|
|---|
| 705 | Double_t sigmaNSB0;
|
|---|
| 706 |
|
|---|
| 707 | if (arg >= 0)
|
|---|
| 708 | {
|
|---|
| 709 | sigmaNSB0 = sqrt( arg );
|
|---|
| 710 | }
|
|---|
| 711 | else
|
|---|
| 712 | {
|
|---|
| 713 | sigmaNSB0 = 0.0000001;
|
|---|
| 714 | if (arg < -1.e-10)
|
|---|
| 715 | {
|
|---|
| 716 | *fLog << warn << "MPadON::Process(); argument of sqrt < 0 : "
|
|---|
| 717 | << arg << endl;
|
|---|
| 718 | }
|
|---|
| 719 | }
|
|---|
| 720 |
|
|---|
| 721 |
|
|---|
| 722 | //---------------------------------
|
|---|
| 723 | // smear NSB0 according to sigmaNSB0
|
|---|
| 724 | // and subtract lambdabar because of AC coupling
|
|---|
| 725 |
|
|---|
| 726 | Double_t NSB = gRandom->Gaus(NSB0, sigmaNSB0) - lambdabar*ratioArea;
|
|---|
| 727 | Double_t NSB_phot = NSB / fPEperPhoton;
|
|---|
| 728 |
|
|---|
| 729 | //---------------------------------
|
|---|
| 730 |
|
|---|
| 731 | // add additional NSB to the number of photons
|
|---|
| 732 | Double_t oldphotons_phot = pix.GetNumPhotons();
|
|---|
| 733 | Double_t oldphotons = oldphotons_phot * fPEperPhoton;
|
|---|
| 734 | Double_t newphotons = oldphotons + NSB;
|
|---|
| 735 | Double_t newphotons_phot = newphotons / fPEperPhoton;
|
|---|
| 736 | pix.SetNumPhotons(newphotons_phot);
|
|---|
| 737 |
|
|---|
| 738 |
|
|---|
| 739 | fHNSB->Fill( NSB_phot/sqrt(ratioArea) );
|
|---|
| 740 | fHPhotons->Fill( oldphotons_phot/ratioArea,
|
|---|
| 741 | newphotons_phot/ratioArea );
|
|---|
| 742 |
|
|---|
| 743 |
|
|---|
| 744 | // error: add sigma of padded noise quadratically
|
|---|
| 745 | Double_t olderror_phot = pix.GetErrorPhot();
|
|---|
| 746 | Double_t newerror_phot =
|
|---|
| 747 | sqrt(olderror_phot*olderror_phot + addSig2_phot);
|
|---|
| 748 | pix.SetErrorPhot(newerror_phot);
|
|---|
| 749 |
|
|---|
| 750 |
|
|---|
| 751 | Double_t newsigma = sqrt(oldsigma2 + addSig2);
|
|---|
| 752 | Double_t newsigma_phot = newsigma / fPEperPhoton;
|
|---|
| 753 | ppix.SetPedestalRms(newsigma_phot);
|
|---|
| 754 |
|
|---|
| 755 | fHSigmaPedestal->Fill(oldsigma_phot, newsigma_phot);
|
|---|
| 756 | }
|
|---|
| 757 | //---------- end of loop over pixels ---------------------------------
|
|---|
| 758 |
|
|---|
| 759 | // Calculate sigmabar again and crosscheck
|
|---|
| 760 |
|
|---|
| 761 | fSigmabar->Calc(*fCam, *fPed, *fEvt);
|
|---|
| 762 | *fLog << all << "MPadON::Process(); after padding : " << endl;
|
|---|
| 763 | fSigmabar->Print("");
|
|---|
| 764 |
|
|---|
| 765 |
|
|---|
| 766 | *fLog << all << "Exit MPadON::Process();" << endl;
|
|---|
| 767 |
|
|---|
| 768 | rc = 0;
|
|---|
| 769 | fErrors[rc]++;
|
|---|
| 770 |
|
|---|
| 771 | return kTRUE;
|
|---|
| 772 |
|
|---|
| 773 | }
|
|---|
| 774 |
|
|---|
| 775 | // --------------------------------------------------------------------------
|
|---|
| 776 | //
|
|---|
| 777 | //
|
|---|
| 778 | Int_t MPadON::PostProcess()
|
|---|
| 779 | {
|
|---|
| 780 | if (GetNumExecutions() != 0)
|
|---|
| 781 | {
|
|---|
| 782 |
|
|---|
| 783 | *fLog << inf << endl;
|
|---|
| 784 | *fLog << GetDescriptor() << " execution statistics:" << endl;
|
|---|
| 785 | *fLog << dec << setfill(' ');
|
|---|
| 786 | *fLog << " " << setw(7) << fErrors[1] << " (" << setw(3)
|
|---|
| 787 | << (int)(fErrors[1]*100/GetNumExecutions())
|
|---|
| 788 | << "%) Evts skipped due to: Sigmabar_old > 0" << endl;
|
|---|
| 789 |
|
|---|
| 790 | *fLog << " " << setw(7) << fErrors[2] << " (" << setw(3)
|
|---|
| 791 | << (int)(fErrors[2]*100/GetNumExecutions())
|
|---|
| 792 | << "%) Evts skipped due to: Zenith angle out of range" << endl;
|
|---|
| 793 |
|
|---|
| 794 | *fLog << " " << setw(7) << fErrors[3] << " (" << setw(3)
|
|---|
| 795 | << (int)(fErrors[3]*100/GetNumExecutions())
|
|---|
| 796 | << "%) Evts skipped due to: No data for generating Sigmabar" << endl;
|
|---|
| 797 |
|
|---|
| 798 | *fLog << " " << setw(7) << fErrors[4] << " (" << setw(3)
|
|---|
| 799 | << (int)(fErrors[4]*100/GetNumExecutions())
|
|---|
| 800 | << "%) Evts skipped due to: Target sigma <= Sigmabar_old" << endl;
|
|---|
| 801 |
|
|---|
| 802 | *fLog << " " << setw(7) << fErrors[5] << " (" << setw(3)
|
|---|
| 803 | << (int)(fErrors[5]*100/GetNumExecutions())
|
|---|
| 804 | << "%) Evts skipped due to: No data for generating Sigma^2-Sigmabar^2" << endl;
|
|---|
| 805 |
|
|---|
| 806 | *fLog << " " << setw(7) << fErrors[6] << " (" << setw(3)
|
|---|
| 807 | << (int)(fErrors[6]*100/GetNumExecutions())
|
|---|
| 808 | << "%) Evts skipped due to: No data for generating Sigma" << endl;
|
|---|
| 809 |
|
|---|
| 810 | *fLog << " " << setw(7) << fErrors[7] << " (" << setw(3)
|
|---|
| 811 | << (int)(fErrors[7]*100/GetNumExecutions())
|
|---|
| 812 | << "%) Evts skipped due to: No data for generating Blind pixels" << endl;
|
|---|
| 813 |
|
|---|
| 814 | *fLog << " " << fErrors[0] << " ("
|
|---|
| 815 | << (int)(fErrors[0]*100/GetNumExecutions())
|
|---|
| 816 | << "%) Evts survived the padding!" << endl;
|
|---|
| 817 | *fLog << endl;
|
|---|
| 818 |
|
|---|
| 819 | }
|
|---|
| 820 |
|
|---|
| 821 | //---------------------------------------------------------------
|
|---|
| 822 | TCanvas &c = *(MH::MakeDefCanvas("PadON", "", 900, 1200));
|
|---|
| 823 | c.Divide(3, 4);
|
|---|
| 824 | gROOT->SetSelectedPad(NULL);
|
|---|
| 825 |
|
|---|
| 826 | c.cd(1);
|
|---|
| 827 | fHNSB->SetDirectory(NULL);
|
|---|
| 828 | fHNSB->DrawCopy();
|
|---|
| 829 | fHNSB->SetBit(kCanDelete);
|
|---|
| 830 |
|
|---|
| 831 | c.cd(2);
|
|---|
| 832 | fHSigmaPedestal->SetDirectory(NULL);
|
|---|
| 833 | fHSigmaPedestal->DrawCopy();
|
|---|
| 834 | fHSigmaPedestal->SetBit(kCanDelete);
|
|---|
| 835 |
|
|---|
| 836 | c.cd(3);
|
|---|
| 837 | fHPhotons->SetDirectory(NULL);
|
|---|
| 838 | fHPhotons->DrawCopy();
|
|---|
| 839 | fHPhotons->SetBit(kCanDelete);
|
|---|
| 840 |
|
|---|
| 841 | //--------------------------------------------------------------------
|
|---|
| 842 |
|
|---|
| 843 |
|
|---|
| 844 | c.cd(4);
|
|---|
| 845 | fHSigmaTheta->SetDirectory(NULL);
|
|---|
| 846 | fHSigmaTheta->SetTitle("(Input) 2D : Sigmabar, \\Theta");
|
|---|
| 847 | fHSigmaTheta->DrawCopy();
|
|---|
| 848 | fHSigmaTheta->SetBit(kCanDelete);
|
|---|
| 849 |
|
|---|
| 850 | //--------------------------------------------------------------------
|
|---|
| 851 |
|
|---|
| 852 |
|
|---|
| 853 | c.cd(7);
|
|---|
| 854 | fHBlindPixNTheta->SetDirectory(NULL);
|
|---|
| 855 | fHBlindPixNTheta->SetTitle("(Input) 2D : no.of blind pixels, \\Theta");
|
|---|
| 856 | fHBlindPixNTheta->DrawCopy();
|
|---|
| 857 | fHBlindPixNTheta->SetBit(kCanDelete);
|
|---|
| 858 |
|
|---|
| 859 | //--------------------------------------------------------------------
|
|---|
| 860 |
|
|---|
| 861 |
|
|---|
| 862 | c.cd(10);
|
|---|
| 863 | fHBlindPixIdTheta->SetDirectory(NULL);
|
|---|
| 864 | fHBlindPixIdTheta->SetTitle("(Input) 2D : blind pixel Id, \\Theta");
|
|---|
| 865 | fHBlindPixIdTheta->DrawCopy();
|
|---|
| 866 | fHBlindPixIdTheta->SetBit(kCanDelete);
|
|---|
| 867 |
|
|---|
| 868 |
|
|---|
| 869 | //--------------------------------------------------------------------
|
|---|
| 870 | // draw the 3D histogram (input): Theta, pixel, Sigma^2-Sigmabar^2
|
|---|
| 871 |
|
|---|
| 872 | c.cd(5);
|
|---|
| 873 | TH2D *l1;
|
|---|
| 874 | l1 = (TH2D*) ((TH3*)fHDiffPixTheta)->Project3D("zx");
|
|---|
| 875 | l1->SetDirectory(NULL);
|
|---|
| 876 | l1->SetTitle("(Input) Sigma^2-Sigmabar^2 vs. \\Theta (all pixels)");
|
|---|
| 877 | l1->SetXTitle("\\Theta [\\circ]");
|
|---|
| 878 | l1->SetYTitle("Sigma^2-Sigmabar^2");
|
|---|
| 879 |
|
|---|
| 880 | l1->DrawCopy("box");
|
|---|
| 881 | l1->SetBit(kCanDelete);;
|
|---|
| 882 |
|
|---|
| 883 | c.cd(8);
|
|---|
| 884 | TH2D *l2;
|
|---|
| 885 | l2 = (TH2D*) ((TH3*)fHDiffPixTheta)->Project3D("zy");
|
|---|
| 886 | l2->SetDirectory(NULL);
|
|---|
| 887 | l2->SetTitle("(Input) Sigma^2-Sigmabar^2 vs. pixel number (all \\Theta)");
|
|---|
| 888 | l2->SetXTitle("pixel");
|
|---|
| 889 | l2->SetYTitle("Sigma^2-Sigmabar^2");
|
|---|
| 890 |
|
|---|
| 891 | l2->DrawCopy("box");
|
|---|
| 892 | l2->SetBit(kCanDelete);;
|
|---|
| 893 |
|
|---|
| 894 | //--------------------------------------------------------------------
|
|---|
| 895 | // draw the 3D histogram (input): Theta, pixel, Sigma
|
|---|
| 896 |
|
|---|
| 897 | c.cd(6);
|
|---|
| 898 | TH2D *k1;
|
|---|
| 899 | k1 = (TH2D*) ((TH3*)fHSigmaPixTheta)->Project3D("zx");
|
|---|
| 900 | k1->SetDirectory(NULL);
|
|---|
| 901 | k1->SetTitle("(Input) Sigma vs. \\Theta (all pixels)");
|
|---|
| 902 | k1->SetXTitle("\\Theta [\\circ]");
|
|---|
| 903 | k1->SetYTitle("Sigma");
|
|---|
| 904 |
|
|---|
| 905 | k1->DrawCopy("box");
|
|---|
| 906 | k1->SetBit(kCanDelete);
|
|---|
| 907 |
|
|---|
| 908 | c.cd(9);
|
|---|
| 909 | TH2D *k2;
|
|---|
| 910 | k2 = (TH2D*) ((TH3*)fHSigmaPixTheta)->Project3D("zy");
|
|---|
| 911 | k2->SetDirectory(NULL);
|
|---|
| 912 | k2->SetTitle("(Input) Sigma vs. pixel number (all \\Theta)");
|
|---|
| 913 | k2->SetXTitle("pixel");
|
|---|
| 914 | k2->SetYTitle("Sigma");
|
|---|
| 915 |
|
|---|
| 916 | k2->DrawCopy("box");
|
|---|
| 917 | k2->SetBit(kCanDelete);;
|
|---|
| 918 |
|
|---|
| 919 |
|
|---|
| 920 | //--------------------------------------------------------------------
|
|---|
| 921 |
|
|---|
| 922 |
|
|---|
| 923 | return kTRUE;
|
|---|
| 924 | }
|
|---|
| 925 |
|
|---|
| 926 | // --------------------------------------------------------------------------
|
|---|
| 927 |
|
|---|
| 928 |
|
|---|
| 929 |
|
|---|
| 930 |
|
|---|
| 931 |
|
|---|
| 932 |
|
|---|
| 933 |
|
|---|
| 934 |
|
|---|
| 935 |
|
|---|
| 936 |
|
|---|
| 937 |
|
|---|
| 938 |
|
|---|
| 939 |
|
|---|
| 940 |
|
|---|