[u/mrichter/AliRoot.git] / EMCAL / AliEMCALPID.cxx

/**************************************************************************
 * Copyright(c) 1998-1999, ALICE Experiment at CERN, All rights reserved. *
 *                                                                        *
 * Author: The ALICE Off-line Project.                                    *
 * Contributors are mentioned in the code where appropriate.              *
 *                                                                        *
 * Permission to use, copy, modify and distribute this software and its   *
 * documentation strictly for non-commercial purposes is hereby granted   *
 * without fee, provided that the above copyright notice appears in all   *
 * copies and that both the copyright notice and this permission notice   *
 * appear in the supporting documentation. The authors make no claims     *
 * about the suitability of this software for any purpose. It is          *
 * provided "as is" without express or implied warranty.                  *
 **************************************************************************/

/* $Id$ */
/* History of cvs commits:
 *
 * $Log$
 * Revision 1.14  2007/07/26 16:54:53  morsch
 * Changes in AliESDEvent fwd declarartions.
 *
 * Revision 1.13  2007/07/11 13:43:29  hristov
 * New class AliESDEvent, backward compatibility with the old AliESD (Christian)
 *
 * Revision 1.12  2007/06/11 20:43:06  hristov
 * Changes required by the updated AliESDCaloCluster (Gustavo)
 *
 * Revision 1.11  2007/03/30 13:50:34  gustavo
 * PID for particles with E < 5 GeV was not done, temporal solution found (Guenole)
 *
 * Revision 1.10  2007/03/09 14:34:11  gustavo
 * Correct probability calculation, added missing initialization of data members
 *
 * Revision 1.9  2007/02/20 20:17:43  hristov
 * Corrected array size, removed warnings (icc)
 *
 * Revision 1.8  2006/12/19 08:49:35  gustavo
 * New PID class for EMCAL, bayesian analysis done with ESD data, PID information filled when calling AliEMCALPID in AliEMCALReconstructor::FillESD()
 *
 *
 */
//    to compute PID for all the clusters in ESDs.root file
//     the ESDs.root have to be in the same directory as the class
//
//
//
//
//
//	AliEMCALPID::CalculPID(Energy,Lambda0)
//	  Calcul PID for all clusters in AliESDs.root file
//	  keep this function for the moment for a simple verification, could be removed
//
//
//
//   AliEMCALPID::CalculPID(Energy,Lambda0)
//    calcul PID Weght for a cluster with Energy, Lambda0 .
//    Double_t PIDFinal[AliPID::kSPECIESN]  is the standard PID for :
//
//
//
//	kElectron :  fPIDFinal[0]
//	kMuon     :  fPIDFinal[1]
//	kPion	  :  fPIDFinal[2]
//	kKaon	  :  fPIDFinal[3]
//	kProton   :  fPIDFinal[4]
//	kPhoton   :  fPIDFinal[5]
//	kPi0	  :  fPIDFinal[6]
//	kNeutron  :  fPIDFinal[7]
//	kKaon0	  :  fPIDFinal[8]
//	kEleCon   :  fPIDFinal[9]
//	kUnknown  :  fPIDFinal[10]
//
//
//    PID[3] is a simple PID for
//      Electron & Photon  PID[0]
//	              Pi0  PID[1]
//		   Hadron  PID[2]
//
//  
//
//
//
// --- ROOT system ---

// standard C++ includes
#include <Riostream.h>
// #include <cstdlib>
// #include <cmath>

// ROOT includes
#include "TTree.h"
#include "TStyle.h"
#include "TVector3.h"
#include "TBranch.h"
#include "TClonesArray.h"
#include "TCanvas.h"
#include "TLorentzVector.h"
#include "TMath.h"
#include "TFile.h"
#include "TH1.h"
#include "TH2.h"
#include "TParticle.h"

// // STEER includes
// #include "AliRun.h"
// #include "AliRunLoader.h"
// #include "AliHeader.h"
// #include "AliLoader.h"
// #include "AliStack.h"
// #include "AliESDtrack.h"
// #include "AliESDEvent.h"
#include "AliLog.h"
#include "AliEMCALPID.h"
#include "AliESDCaloCluster.h"
  
ClassImp(AliEMCALPID)

//______________________________________________
  AliEMCALPID::AliEMCALPID():
    fPrintInfo(kFALSE), fProbGamma(0.),fProbPiZero(0.),fProbHadron(0.),fReconstructor(kFALSE)
{
  //
  // Constructor.
  // Initialize all constant values which have to be used
  // during PID algorithm execution
  //
  
  // set flag for printing to FALSE by default
  fPrintInfo = kFALSE;
  
  // as a first step, all array elements are initialized to 0.0
  Int_t i, j;
  for (i = 0; i < 6; i++) {
    for (j = 0; j < 6; j++) {
      fGamma[i][j] = fHadron[i][j] = fPiZero5to10[i][j] = fPiZero10to60[i][j] = 0.;
    }
  }
  
  // then, only the ones which must be not zero are initialized
  // while the others will remain to the value 0.0
  
  fGamma[0][0] =  0.038022;
  fGamma[0][1] = -0.0001883;
  fGamma[0][2] =  5.449e-06;
  
  fGamma[1][0] =  0.207313;
  fGamma[1][1] = -0.000978;
  fGamma[1][2] =  0.00001634;
  
  fGamma[2][0] =  0.043364;
  fGamma[2][1] = -0.0002048;
  fGamma[2][2] =  8.661e-06;
  fGamma[2][3] = -1.353e-07;
  
  fGamma[3][0] =  0.265004;
  fGamma[3][1] =  0.061298;
  fGamma[3][2] = -0.003203;
  fGamma[3][3] =  4.73e-05;
  
  fGamma[4][0] =  0.243579;
  fGamma[4][1] = -1.614e-05;
  
  fGamma[5][0] =  0.002942;
  fGamma[5][1] = -3.976e-05;
  
  fHadron[0][0] =  0.011945 / 3.;
  fHadron[0][1] =  0.000386 / 3.;
  fHadron[0][2] = -0.000014 / 3.;
  fHadron[0][3] =  1.336e-07 / 3.;
  
  fHadron[1][0] =  0.496544;
  fHadron[1][1] = -0.003226;
  fHadron[1][2] =  0.00001678;
  
  fHadron[2][0] =  0.144838;
  fHadron[2][1] = -0.002954;
  fHadron[2][2] =  0.00008754;
  fHadron[2][3] = -7.587e-07;
  
  fHadron[3][0] =  1.264461 / 7.;
  fHadron[3][1] =  0.002097 / 7.;
  
  fHadron[4][0] =  0.261950;
  fHadron[4][1] = -0.001078;
  fHadron[4][2] =  0.00003237;
  fHadron[4][3] = -3.241e-07;
  fHadron[4][4] =  0.;
  fHadron[4][5] =  0.;
  fHadron[5][0] =  0.010317;
  fHadron[5][1] =  0.;
  fHadron[5][2] =  0.;
  fHadron[5][3] =  0.;
  fHadron[5][4] =  0.;
  fHadron[5][5] =  0.;
  
  fPiZero5to10[0][0] = 0.009138;
  fPiZero5to10[0][1] = 0.0006377;
  
  fPiZero5to10[1][0] = 0.08;
  
  fPiZero5to10[2][0] = -0.061119;
  fPiZero5to10[2][1] =  0.019013;
  
  fPiZero5to10[3][0] =  0.2;
  
  fPiZero5to10[4][0] =  0.252044;
  fPiZero5to10[4][1] = -0.002315;
  
  fPiZero5to10[5][0] =  0.002942;
  fPiZero5to10[5][1] = -3.976e-05;
  
  fPiZero10to60[0][0] =  0.009138;
  fPiZero10to60[0][1] =  0.0006377;
  
  fPiZero10to60[1][0] =  1.272837;
  fPiZero10to60[1][1] = -0.069708;
  fPiZero10to60[1][2] =  0.001568;
  fPiZero10to60[1][3] = -1.162e-05;
  
  fPiZero10to60[2][0] =  0.139703;
  fPiZero10to60[2][1] =  0.003687;
  fPiZero10to60[2][2] = -0.000568;
  fPiZero10to60[2][3] =  1.498e-05;
  fPiZero10to60[2][4] = -1.174e-07;
  
  fPiZero10to60[3][0] = -0.826367;
  fPiZero10to60[3][1] =  0.096951;
  fPiZero10to60[3][2] = -0.002215;
  fPiZero10to60[3][3] =  2.523e-05;
  
  fPiZero10to60[4][0] =  0.249890;
  fPiZero10to60[4][1] = -0.000063;
  
  fPiZero10to60[5][0] =  0.002942;
  fPiZero10to60[5][1] = -3.976e-05;
  
  fPIDWeight[0] = -1;
  fPIDWeight[1] = -1;
  fPIDWeight[2] = -1;
  fReconstructor = kFALSE;
}

//______________________________________________
void AliEMCALPID::RunPID(AliESDEvent *esd)
{
//
// Make the PID for all the EMCAL clusters containedin the ESDs File
// but just gamma/PiO/Hadron
//
	// trivial check against NULL object passed
  
  if (esd == 0x0) {
    AliInfo("NULL ESD object passed !!" );
    return ;
  }

  Int_t nClusters = esd->GetNumberOfEMCALClusters();
  Int_t firstCluster = esd->GetFirstEMCALCluster();
  Double_t energy, lambda0;
  for (Int_t iCluster = firstCluster; iCluster < (nClusters + firstCluster); iCluster++) {
    
    AliESDCaloCluster *clust = esd->GetCaloCluster(iCluster);
    energy = clust->E();
    lambda0 = clust->GetM02();
    // verify cluster type
    Int_t clusterType= clust->GetClusterType();
    if (clusterType == AliESDCaloCluster::kEMCALClusterv1 && lambda0 != 0  && energy < 1000) {


      // reject clusters with lambda0 = 0


      ComputePID(energy, lambda0);


      if (fPrintInfo) {
	AliInfo("___________________________________________________");
	AliInfo(Form( "Particle Energy = %f",energy));
	AliInfo(Form( "Particle Lambda0 of the particle = %f", lambda0) );
	AliInfo("PIDWeight of the particle :" );
	AliInfo(Form( " GAMMA  : %f",fPID[0] ));
	AliInfo(Form( " PiZero : %f",fPID[1] ));
	AliInfo(Form( " HADRON : %f", fPID[2] ));
	AliInfo("_________________________________________");
	AliInfo(Form( " kElectron : %f", fPIDFinal[0]) );
	AliInfo(Form( " kMuon     : %f", fPIDFinal[1] ));
	AliInfo(Form( " kPion	    : %f", fPIDFinal[2] ));
	AliInfo(Form( " kKaon	    : %f", fPIDFinal[3] ));
	AliInfo(Form( " kProton   : %f", fPIDFinal[4] ));
	AliInfo(Form( " kPhoton   : %f", fPIDFinal[5] ));
	AliInfo(Form( " kPi0	    : %f", fPIDFinal[6] ));
	AliInfo(Form( " kNeutron  : %f", fPIDFinal[7] ));
	AliInfo(Form( " kKaon0	: %f", fPIDFinal[8] ));
	AliInfo(Form( " kEleCon   : %f", fPIDFinal[9] ));
	AliInfo(Form( " kUnknown  : %f", fPIDFinal[10] ));
	AliInfo("___________________________________________________");
      }

      if(fReconstructor) // In case it is called during reconstruction.
	clust->SetPid(fPIDFinal);
    } // end if (clusterType...)
  } // end for (iCluster...)
}

//__________________________________________________________
void AliEMCALPID::ComputePID(Double_t energy, Double_t lambda0)
{
//
// This is the main command, which uses the distributions computed and parametrised, 
// and gives the PID by the bayesian method.
//

if (energy<5){energy =6;}


  TArrayD paramDistribGamma  = DistLambda0(energy, 1);
  TArrayD paramDistribPiZero = DistLambda0(energy, 2);
  TArrayD paramDistribHadron = DistLambda0(energy, 3);
  
  Bool_t norm = kFALSE;
  
  fProbGamma   = TMath::Gaus(lambda0, paramDistribGamma[1], paramDistribGamma[2], norm) * paramDistribGamma[0];
  fProbGamma  += TMath::Landau(lambda0, paramDistribGamma[4], paramDistribGamma[5], norm) * paramDistribGamma[3];
  fProbPiZero  = TMath::Gaus(lambda0, paramDistribPiZero[1], paramDistribPiZero[2], norm) * paramDistribPiZero[0];
  fProbPiZero += TMath::Landau(lambda0, paramDistribPiZero[4], paramDistribPiZero[5], norm) * paramDistribPiZero[3];
  fProbHadron  = TMath::Gaus(lambda0, paramDistribHadron[1], paramDistribHadron[2], norm) * paramDistribHadron[0];
  fProbHadron += TMath::Landau(lambda0, paramDistribHadron[4], paramDistribHadron[5], norm) * paramDistribHadron[3];
  
  // compute PID Weight
  fPIDWeight[0] = fProbGamma / (fProbGamma + fProbPiZero + fProbHadron);
  fPIDWeight[1] = fProbPiZero / (fProbGamma+fProbPiZero+fProbHadron);
  fPIDWeight[2] = fProbHadron / (fProbGamma+fProbPiZero+fProbHadron);
  
  SetPID(fPIDWeight[0], 0);
  SetPID(fPIDWeight[1], 1);
  SetPID(fPIDWeight[2], 2);
  
  // sortie ecran pid Weight only for control (= in english ???)
  if (fPrintInfo) {
    AliInfo(Form( "Energy in loop = %f", energy) );
    AliInfo(Form( "Lambda0 in loop = %f", lambda0) );
    AliInfo(Form( "fProbGamma in loop = %f", fProbGamma) );
    //	AliInfo(Form( "fParametresDistribGamma[2] = %f", fParamDistribGamma[2]) );
    AliInfo(Form( "fProbaPiZero = %f", fProbPiZero ));
    AliInfo(Form( "fProbaHadron = %f", fProbHadron) );
    AliInfo(Form( "PIDWeight in loop = %f ||| %f ||| %f",  fPIDWeight[0] , fPIDWeight[1], fPIDWeight[2]) );
    AliInfo(Form( "fGamma[2][2] = %f", fGamma[2][2] ));
    AliInfo("********************************************************" );
  }
  
  fPIDFinal[0]  = fPIDWeight[0]/2;
  fPIDFinal[1]  = fPIDWeight[2]/8;
  fPIDFinal[2]  = fPIDWeight[2]/8;
  fPIDFinal[3]  = fPIDWeight[2]/8;
  fPIDFinal[4]  = fPIDWeight[2]/8;
  fPIDFinal[5]  = fPIDWeight[0]/2;
  fPIDFinal[6]  = fPIDWeight[1]  ;
  fPIDFinal[7]  = fPIDWeight[2]/8;
  fPIDFinal[8]  = fPIDWeight[2]/8;
  fPIDFinal[9]  = fPIDWeight[2]/8;
  fPIDFinal[10] = fPIDWeight[2]/8;
}

//________________________________________________________
TArrayD AliEMCALPID::DistLambda0(Double_t energy, Int_t type)
{
  //
  // Compute the values of the parametrised distributions using the data initialised before.
  //
  Double_t constGauss = 0., meanGauss = 0., sigmaGauss = 0.;
  Double_t constLandau=0., mpvLandau=0., sigmaLandau=0.;
  TArrayD  distributionParam(6);
  
  switch (type) {
  case 1:
    constGauss  = Polynomial(energy, fGamma[0]);
    meanGauss   = Polynomial(energy, fGamma[1]);
    sigmaGauss  = Polynomial(energy, fGamma[2]);
    constLandau = Polynomial(energy, fGamma[3]);
    mpvLandau   = Polynomial(energy, fGamma[4]);
    sigmaLandau = Polynomial(energy, fGamma[5]);
    break;
  case 2:
    if (energy < 10) {
      constGauss  = Polynomial(energy, fPiZero5to10[0]);
      meanGauss   = Polynomial(energy, fPiZero5to10[1]);
      sigmaGauss  = Polynomial(energy, fPiZero5to10[2]);
      constLandau = Polynomial(energy, fPiZero5to10[3]);
      mpvLandau   = Polynomial(energy, fPiZero5to10[4]);
      sigmaLandau = Polynomial(energy, fPiZero5to10[5]);
    }
    else {
      constGauss  = Polynomial(energy, fPiZero10to60[0]);
      meanGauss   = Polynomial(energy, fPiZero10to60[1]);
      sigmaGauss  = Polynomial(energy, fPiZero10to60[2]);
      constLandau = Polynomial(energy, fPiZero10to60[3]);
      mpvLandau   = Polynomial(energy, fPiZero10to60[4]);
      sigmaLandau = Polynomial(energy, fPiZero10to60[5]);
    }
    break;
  case 3:
    constGauss  = Polynomial(energy, fHadron[0]);
    meanGauss   = Polynomial(energy, fHadron[1]);
    sigmaGauss  = Polynomial(energy, fHadron[2]);
    constLandau = Polynomial(energy, fHadron[3]);
    mpvLandau   = Polynomial(energy, fHadron[4]);
    sigmaLandau = Polynomial(energy, fHadron[5]);
    break;
  }
  
  distributionParam[0] = constGauss;
  distributionParam[1] = meanGauss;
  distributionParam[2] = sigmaGauss;
  distributionParam[3] = constLandau;
  distributionParam[4] = mpvLandau;
  distributionParam[5] = sigmaLandau;
  
  return distributionParam;
}

//_______________________________________________________
Double_t AliEMCALPID::Polynomial(Double_t x, Double_t *params)
{
  //
  // Compute a polynomial for a given value of 'x'
  // with the array of parameters passed as the second arg
  //
  Double_t y;
  y  = params[0];
  y += params[1] * x;
  y += params[2] * x * x;
  y += params[3] * x * x * x;
  y += params[4] * x * x * x * x;
  y += params[5] * x * x * x * x * x;
  
  return y;
}
Commit	Line	Data
dc293ae9	1	/**************************************************************************
	2	* Copyright(c) 1998-1999, ALICE Experiment at CERN, All rights reserved. *
	3	* *
	4	* Author: The ALICE Off-line Project. *
	5	* Contributors are mentioned in the code where appropriate. *
	6	* *
	7	* Permission to use, copy, modify and distribute this software and its *
	8	* documentation strictly for non-commercial purposes is hereby granted *
	9	* without fee, provided that the above copyright notice appears in all *
	10	* copies and that both the copyright notice and this permission notice *
	11	* appear in the supporting documentation. The authors make no claims *
	12	* about the suitability of this software for any purpose. It is *
	13	* provided "as is" without express or implied warranty. *
	14	**************************************************************************/
	15
	16	/* $Id$ */
	17	/* History of cvs commits:
	18	*
	19	* $Log$
8ada0ffe	20	* Revision 1.14 2007/07/26 16:54:53 morsch
	21	* Changes in AliESDEvent fwd declarartions.
	22	*
89ffc0b0	23	* Revision 1.13 2007/07/11 13:43:29 hristov
	24	* New class AliESDEvent, backward compatibility with the old AliESD (Christian)
	25	*
af885e0f	26	* Revision 1.12 2007/06/11 20:43:06 hristov
	27	* Changes required by the updated AliESDCaloCluster (Gustavo)
	28	*
7592dfc4	29	* Revision 1.11 2007/03/30 13:50:34 gustavo
	30	* PID for particles with E < 5 GeV was not done, temporal solution found (Guenole)
	31	*
4ce73a00	32	* Revision 1.10 2007/03/09 14:34:11 gustavo
	33	* Correct probability calculation, added missing initialization of data members
	34	*
4cfd8ef9	35	* Revision 1.9 2007/02/20 20:17:43 hristov
	36	* Corrected array size, removed warnings (icc)
	37	*
d69ab345	38	* Revision 1.8 2006/12/19 08:49:35 gustavo
	39	* New PID class for EMCAL, bayesian analysis done with ESD data, PID information filled when calling AliEMCALPID in AliEMCALReconstructor::FillESD()
	40	*
dc293ae9	41	*
	42	*/
	43	// to compute PID for all the clusters in ESDs.root file
	44	// the ESDs.root have to be in the same directory as the class
	45	//
	46	//
	47	//
	48	//
	49	//
	50	// AliEMCALPID::CalculPID(Energy,Lambda0)
	51	// Calcul PID for all clusters in AliESDs.root file
	52	// keep this function for the moment for a simple verification, could be removed
	53	//
	54	//
	55	//
	56	// AliEMCALPID::CalculPID(Energy,Lambda0)
	57	// calcul PID Weght for a cluster with Energy, Lambda0 .
	58	// Double_t PIDFinal[AliPID::kSPECIESN] is the standard PID for :
	59	//
	60	//
	61	//
	62	// kElectron : fPIDFinal[0]
	63	// kMuon : fPIDFinal[1]
	64	// kPion : fPIDFinal[2]
	65	// kKaon : fPIDFinal[3]
	66	// kProton : fPIDFinal[4]
	67	// kPhoton : fPIDFinal[5]
	68	// kPi0 : fPIDFinal[6]
	69	// kNeutron : fPIDFinal[7]
	70	// kKaon0 : fPIDFinal[8]
	71	// kEleCon : fPIDFinal[9]
	72	// kUnknown : fPIDFinal[10]
	73	//
	74	//
	75	// PID[3] is a simple PID for
	76	// Electron & Photon PID[0]
	77	// Pi0 PID[1]
	78	// Hadron PID[2]
	79	//
	80	//
	81	//
	82	//
	83	//
	84	// --- ROOT system ---
	85
	86	// standard C++ includes
	87	#include <Riostream.h>
	88	// #include <cstdlib>
	89	// #include <cmath>
	90
	91	// ROOT includes
	92	#include "TTree.h"
	93	#include "TStyle.h"
	94	#include "TVector3.h"
	95	#include "TBranch.h"
	96	#include "TClonesArray.h"
	97	#include "TCanvas.h"
	98	#include "TLorentzVector.h"
	99	#include "TMath.h"
	100	#include "TFile.h"
	101	#include "TH1.h"
	102	#include "TH2.h"
	103	#include "TParticle.h"
	104
105	// // STEER includes
106	// #include "AliRun.h"
107	// #include "AliRunLoader.h"
108	// #include "AliHeader.h"
109	// #include "AliLoader.h"
110	// #include "AliStack.h"
111	// #include "AliESDtrack.h"
af885e0f	112	// #include "AliESDEvent.h"
dc293ae9	113	#include "AliLog.h"
dc293ae9	114	#include "AliEMCALPID.h"
89ffc0b0	115	#include "AliESDCaloCluster.h"
dc293ae9	116
	117	ClassImp(AliEMCALPID)
	118
4cfd8ef9	119	//______________________________________________
	120	AliEMCALPID::AliEMCALPID():
	121	fPrintInfo(kFALSE), fProbGamma(0.),fProbPiZero(0.),fProbHadron(0.),fReconstructor(kFALSE)
dc293ae9	122	{
4cfd8ef9	123	//
	124	// Constructor.
	125	// Initialize all constant values which have to be used
	126	// during PID algorithm execution
	127	//
	128
	129	// set flag for printing to FALSE by default
	130	fPrintInfo = kFALSE;
	131
	132	// as a first step, all array elements are initialized to 0.0
	133	Int_t i, j;
	134	for (i = 0; i < 6; i++) {
	135	for (j = 0; j < 6; j++) {
	136	fGamma[i][j] = fHadron[i][j] = fPiZero5to10[i][j] = fPiZero10to60[i][j] = 0.;
	137	}
	138	}
	139
	140	// then, only the ones which must be not zero are initialized
	141	// while the others will remain to the value 0.0
	142
	143	fGamma[0][0] = 0.038022;
	144	fGamma[0][1] = -0.0001883;
	145	fGamma[0][2] = 5.449e-06;
	146
	147	fGamma[1][0] = 0.207313;
	148	fGamma[1][1] = -0.000978;
	149	fGamma[1][2] = 0.00001634;
	150
	151	fGamma[2][0] = 0.043364;
	152	fGamma[2][1] = -0.0002048;
	153	fGamma[2][2] = 8.661e-06;
	154	fGamma[2][3] = -1.353e-07;
	155
	156	fGamma[3][0] = 0.265004;
	157	fGamma[3][1] = 0.061298;
	158	fGamma[3][2] = -0.003203;
	159	fGamma[3][3] = 4.73e-05;
	160
	161	fGamma[4][0] = 0.243579;
	162	fGamma[4][1] = -1.614e-05;
	163
	164	fGamma[5][0] = 0.002942;
	165	fGamma[5][1] = -3.976e-05;
	166
	167	fHadron[0][0] = 0.011945 / 3.;
	168	fHadron[0][1] = 0.000386 / 3.;
	169	fHadron[0][2] = -0.000014 / 3.;
	170	fHadron[0][3] = 1.336e-07 / 3.;
	171
	172	fHadron[1][0] = 0.496544;
	173	fHadron[1][1] = -0.003226;
	174	fHadron[1][2] = 0.00001678;
	175
	176	fHadron[2][0] = 0.144838;
	177	fHadron[2][1] = -0.002954;
	178	fHadron[2][2] = 0.00008754;
	179	fHadron[2][3] = -7.587e-07;
	180
	181	fHadron[3][0] = 1.264461 / 7.;
	182	fHadron[3][1] = 0.002097 / 7.;
	183
	184	fHadron[4][0] = 0.261950;
	185	fHadron[4][1] = -0.001078;
	186	fHadron[4][2] = 0.00003237;
187	fHadron[4][3] = -3.241e-07;
188	fHadron[4][4] = 0.;
189	fHadron[4][5] = 0.;
190	fHadron[5][0] = 0.010317;
191	fHadron[5][1] = 0.;
192	fHadron[5][2] = 0.;
193	fHadron[5][3] = 0.;
194	fHadron[5][4] = 0.;
195	fHadron[5][5] = 0.;
196
197	fPiZero5to10[0][0] = 0.009138;
198	fPiZero5to10[0][1] = 0.0006377;
199
200	fPiZero5to10[1][0] = 0.08;
201
202	fPiZero5to10[2][0] = -0.061119;
203	fPiZero5to10[2][1] = 0.019013;
204
205	fPiZero5to10[3][0] = 0.2;
206
207	fPiZero5to10[4][0] = 0.252044;
208	fPiZero5to10[4][1] = -0.002315;
209
210	fPiZero5to10[5][0] = 0.002942;
211	fPiZero5to10[5][1] = -3.976e-05;
212
213	fPiZero10to60[0][0] = 0.009138;
214	fPiZero10to60[0][1] = 0.0006377;
215
216	fPiZero10to60[1][0] = 1.272837;
217	fPiZero10to60[1][1] = -0.069708;
218	fPiZero10to60[1][2] = 0.001568;
219	fPiZero10to60[1][3] = -1.162e-05;
220
221	fPiZero10to60[2][0] = 0.139703;
222	fPiZero10to60[2][1] = 0.003687;
223	fPiZero10to60[2][2] = -0.000568;
224	fPiZero10to60[2][3] = 1.498e-05;
225	fPiZero10to60[2][4] = -1.174e-07;
226
227	fPiZero10to60[3][0] = -0.826367;
228	fPiZero10to60[3][1] = 0.096951;
229	fPiZero10to60[3][2] = -0.002215;
230	fPiZero10to60[3][3] = 2.523e-05;
231
232	fPiZero10to60[4][0] = 0.249890;
233	fPiZero10to60[4][1] = -0.000063;
234
235	fPiZero10to60[5][0] = 0.002942;
236	fPiZero10to60[5][1] = -3.976e-05;
237
238	fPIDWeight[0] = -1;
239	fPIDWeight[1] = -1;
240	fPIDWeight[2] = -1;
241	fReconstructor = kFALSE;
dc293ae9	242	}
4cfd8ef9	243
4cfd8ef9	244	//______________________________________________
af885e0f	245	void AliEMCALPID::RunPID(AliESDEvent *esd)
dc293ae9	246	{
	247	//
	248	// Make the PID for all the EMCAL clusters containedin the ESDs File
	249	// but just gamma/PiO/Hadron
	250	//
	251	// trivial check against NULL object passed
4cfd8ef9	252
dc293ae9	253	if (esd == 0x0) {
4ce73a00	254	AliInfo("NULL ESD object passed !!" );
dc293ae9	255	return ;
dc293ae9	256	}
4cfd8ef9	257
dc293ae9	258	Int_t nClusters = esd->GetNumberOfEMCALClusters();
	259	Int_t firstCluster = esd->GetFirstEMCALCluster();
	260	Double_t energy, lambda0;
	261	for (Int_t iCluster = firstCluster; iCluster < (nClusters + firstCluster); iCluster++) {
	262
	263	AliESDCaloCluster *clust = esd->GetCaloCluster(iCluster);
7592dfc4	264	energy = clust->E();
dc293ae9	265	lambda0 = clust->GetM02();
	266	// verify cluster type
	267	Int_t clusterType= clust->GetClusterType();
8ada0ffe	268	if (clusterType == AliESDCaloCluster::kEMCALClusterv1 && lambda0 != 0 && energy < 1000) {
4ce73a00	269
4ce73a00	270
dc293ae9	271	// reject clusters with lambda0 = 0
4ce73a00	272
4ce73a00	273
dc293ae9	274	ComputePID(energy, lambda0);
4ce73a00	275
4ce73a00	276
dc293ae9	277	if (fPrintInfo) {
	278	AliInfo("___________________________________________________");
	279	AliInfo(Form( "Particle Energy = %f",energy));
	280	AliInfo(Form( "Particle Lambda0 of the particle = %f", lambda0) );
	281	AliInfo("PIDWeight of the particle :" );
	282	AliInfo(Form( " GAMMA : %f",fPID[0] ));
	283	AliInfo(Form( " PiZero : %f",fPID[1] ));
	284	AliInfo(Form( " HADRON : %f", fPID[2] ));
	285	AliInfo("_________________________________________");
	286	AliInfo(Form( " kElectron : %f", fPIDFinal[0]) );
	287	AliInfo(Form( " kMuon : %f", fPIDFinal[1] ));
	288	AliInfo(Form( " kPion : %f", fPIDFinal[2] ));
	289	AliInfo(Form( " kKaon : %f", fPIDFinal[3] ));
	290	AliInfo(Form( " kProton : %f", fPIDFinal[4] ));
	291	AliInfo(Form( " kPhoton : %f", fPIDFinal[5] ));
	292	AliInfo(Form( " kPi0 : %f", fPIDFinal[6] ));
	293	AliInfo(Form( " kNeutron : %f", fPIDFinal[7] ));
	294	AliInfo(Form( " kKaon0 : %f", fPIDFinal[8] ));
	295	AliInfo(Form( " kEleCon : %f", fPIDFinal[9] ));
	296	AliInfo(Form( " kUnknown : %f", fPIDFinal[10] ));
	297	AliInfo("___________________________________________________");
	298	}
4cfd8ef9	299
dc293ae9	300	if(fReconstructor) // In case it is called during reconstruction.
	301	clust->SetPid(fPIDFinal);
	302	} // end if (clusterType...)
	303	} // end for (iCluster...)
	304	}
4cfd8ef9	305
4cfd8ef9	306	//__________________________________________________________
dc293ae9	307	void AliEMCALPID::ComputePID(Double_t energy, Double_t lambda0)
	308	{
	309	//
	310	// This is the main command, which uses the distributions computed and parametrised,
	311	// and gives the PID by the bayesian method.
	312	//
4ce73a00	313
	314	if (energy<5){energy =6;}
	315
	316
4cfd8ef9	317	TArrayD paramDistribGamma = DistLambda0(energy, 1);
	318	TArrayD paramDistribPiZero = DistLambda0(energy, 2);
	319	TArrayD paramDistribHadron = DistLambda0(energy, 3);
	320
	321	Bool_t norm = kFALSE;
	322
	323	fProbGamma = TMath::Gaus(lambda0, paramDistribGamma[1], paramDistribGamma[2], norm) * paramDistribGamma[0];
	324	fProbGamma += TMath::Landau(lambda0, paramDistribGamma[4], paramDistribGamma[5], norm) * paramDistribGamma[3];
	325	fProbPiZero = TMath::Gaus(lambda0, paramDistribPiZero[1], paramDistribPiZero[2], norm) * paramDistribPiZero[0];
	326	fProbPiZero += TMath::Landau(lambda0, paramDistribPiZero[4], paramDistribPiZero[5], norm) * paramDistribPiZero[3];
	327	fProbHadron = TMath::Gaus(lambda0, paramDistribHadron[1], paramDistribHadron[2], norm) * paramDistribHadron[0];
	328	fProbHadron += TMath::Landau(lambda0, paramDistribHadron[4], paramDistribHadron[5], norm) * paramDistribHadron[3];
	329
	330	// compute PID Weight
	331	fPIDWeight[0] = fProbGamma / (fProbGamma + fProbPiZero + fProbHadron);
	332	fPIDWeight[1] = fProbPiZero / (fProbGamma+fProbPiZero+fProbHadron);
	333	fPIDWeight[2] = fProbHadron / (fProbGamma+fProbPiZero+fProbHadron);
	334
	335	SetPID(fPIDWeight[0], 0);
	336	SetPID(fPIDWeight[1], 1);
	337	SetPID(fPIDWeight[2], 2);
	338
	339	// sortie ecran pid Weight only for control (= in english ???)
	340	if (fPrintInfo) {
	341	AliInfo(Form( "Energy in loop = %f", energy) );
	342	AliInfo(Form( "Lambda0 in loop = %f", lambda0) );
	343	AliInfo(Form( "fProbGamma in loop = %f", fProbGamma) );
	344	// AliInfo(Form( "fParametresDistribGamma[2] = %f", fParamDistribGamma[2]) );
	345	AliInfo(Form( "fProbaPiZero = %f", fProbPiZero ));
	346	AliInfo(Form( "fProbaHadron = %f", fProbHadron) );
	347	AliInfo(Form( "PIDWeight in loop = %f \|\|\| %f \|\|\| %f", fPIDWeight[0] , fPIDWeight[1], fPIDWeight[2]) );
	348	AliInfo(Form( "fGamma[2][2] = %f", fGamma[2][2] ));
	349	AliInfo("********************************************************" );
	350	}
	351
	352	fPIDFinal[0] = fPIDWeight[0]/2;
	353	fPIDFinal[1] = fPIDWeight[2]/8;
	354	fPIDFinal[2] = fPIDWeight[2]/8;
	355	fPIDFinal[3] = fPIDWeight[2]/8;
	356	fPIDFinal[4] = fPIDWeight[2]/8;
	357	fPIDFinal[5] = fPIDWeight[0]/2;
	358	fPIDFinal[6] = fPIDWeight[1] ;
	359	fPIDFinal[7] = fPIDWeight[2]/8;
	360	fPIDFinal[8] = fPIDWeight[2]/8;
	361	fPIDFinal[9] = fPIDWeight[2]/8;
	362	fPIDFinal[10] = fPIDWeight[2]/8;
dc293ae9	363	}
4cfd8ef9	364
4cfd8ef9	365	//________________________________________________________
dc293ae9	366	TArrayD AliEMCALPID::DistLambda0(Double_t energy, Int_t type)
dc293ae9	367	{
4cfd8ef9	368	//
	369	// Compute the values of the parametrised distributions using the data initialised before.
	370	//
	371	Double_t constGauss = 0., meanGauss = 0., sigmaGauss = 0.;
	372	Double_t constLandau=0., mpvLandau=0., sigmaLandau=0.;
	373	TArrayD distributionParam(6);
	374
	375	switch (type) {
	376	case 1:
	377	constGauss = Polynomial(energy, fGamma[0]);
	378	meanGauss = Polynomial(energy, fGamma[1]);
	379	sigmaGauss = Polynomial(energy, fGamma[2]);
	380	constLandau = Polynomial(energy, fGamma[3]);
	381	mpvLandau = Polynomial(energy, fGamma[4]);
	382	sigmaLandau = Polynomial(energy, fGamma[5]);
	383	break;
	384	case 2:
	385	if (energy < 10) {
	386	constGauss = Polynomial(energy, fPiZero5to10[0]);
	387	meanGauss = Polynomial(energy, fPiZero5to10[1]);
	388	sigmaGauss = Polynomial(energy, fPiZero5to10[2]);
	389	constLandau = Polynomial(energy, fPiZero5to10[3]);
	390	mpvLandau = Polynomial(energy, fPiZero5to10[4]);
	391	sigmaLandau = Polynomial(energy, fPiZero5to10[5]);
	392	}
	393	else {
	394	constGauss = Polynomial(energy, fPiZero10to60[0]);
	395	meanGauss = Polynomial(energy, fPiZero10to60[1]);
	396	sigmaGauss = Polynomial(energy, fPiZero10to60[2]);
	397	constLandau = Polynomial(energy, fPiZero10to60[3]);
	398	mpvLandau = Polynomial(energy, fPiZero10to60[4]);
	399	sigmaLandau = Polynomial(energy, fPiZero10to60[5]);
	400	}
	401	break;
	402	case 3:
	403	constGauss = Polynomial(energy, fHadron[0]);
	404	meanGauss = Polynomial(energy, fHadron[1]);
	405	sigmaGauss = Polynomial(energy, fHadron[2]);
	406	constLandau = Polynomial(energy, fHadron[3]);
	407	mpvLandau = Polynomial(energy, fHadron[4]);
	408	sigmaLandau = Polynomial(energy, fHadron[5]);
	409	break;
	410	}
	411
	412	distributionParam[0] = constGauss;
	413	distributionParam[1] = meanGauss;
	414	distributionParam[2] = sigmaGauss;
	415	distributionParam[3] = constLandau;
	416	distributionParam[4] = mpvLandau;
	417	distributionParam[5] = sigmaLandau;
	418
	419	return distributionParam;
dc293ae9	420	}
4cfd8ef9	421
4cfd8ef9	422	//_______________________________________________________
dc293ae9	423	Double_t AliEMCALPID::Polynomial(Double_t x, Double_t *params)
dc293ae9	424	{
4cfd8ef9	425	//
	426	// Compute a polynomial for a given value of 'x'
	427	// with the array of parameters passed as the second arg
	428	//
	429	Double_t y;
	430	y = params[0];
	431	y += params[1] * x;
	432	y += params[2] * x * x;
	433	y += params[3] * x * x * x;
	434	y += params[4] * x * x * x * x;
	435	y += params[5] * x * x * x * x * x;
	436
	437	return y;
dc293ae9	438	}