**************************************************************************/
/* $Id$ */
-/* History of cvs commits:
- *
- * $Log$
- * Revision 1.16 2007/11/23 13:39:05 gustavo
- * Track matching and PID parameters added to AliEMCALRecParam
- *
- * Revision 1.15 2007/10/09 08:46:10 hristov
- * The data members fEMCALClusterCluster and fPHOSCluster are removed from AliESDCaloCluster, the fClusterType is used to select PHOS or EMCAL clusters. Changes, needed to use correctly the new AliESDCaloCluster. (Christian)
- *
- * 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
-//
-//
-//
-//
+
+// Compute PID weights for all the clusters that are in AliESDs.root file
+// the AliESDs.root have to be in the same directory as the class
//
-// AliEMCALPID::CalculPID(Energy,Lambda0)
-// Calcul PID for all clusters in AliESDs.root file
+// and do:
+// AliEMCALPID *pid = new AliEMCALPID(kFALSE); // this calls the constructor which avoids the call to recparam
+// pid->SetReconstructor(kFALSE);
+// pid->SetPrintInfo(kTRUE);
+// pid->SetHighFluxParam(); // pid->SetLowFluxParam();
+//
+// then in cluster loop do
+// pid->ComputePID(energy, lambda0);
+//
+// Compute PID Weight for all clusters in AliESDs.root file
// keep this function for the moment for a simple verification, could be removed
//
+// pid->GetPIDFinal(idx) gives the probabilities
//
-//
-// AliEMCALPID::CalculPID(Energy,Lambda0)
-// calcul PID Weght for a cluster with Energy, Lambda0 .
-// Double_t PIDFinal[AliPID::kSPECIESN] is the standard PID for :
+// Double_t PIDFinal[AliPID::kSPECIESN] is the standard PID for :
//
//
//
// Pi0 PID[1]
// Hadron PID[2]
//
-//
-//
-//
-//
-// --- ROOT system ---
+// --- standard c ---
// standard C++ includes
-#include <Riostream.h>
+//#include <Riostream.h>
// ROOT includes
-#include "TTree.h"
-#include "TStyle.h"
-#include "TVector3.h"
-#include "TBranch.h"
-#include "TClonesArray.h"
-#include "TCanvas.h"
-#include "TLorentzVector.h"
+//#include "TTree.h"
+//#include "TVector3.h"
+//#include "TBranch.h"
+//#include "TClonesArray.h"
+//#include "TLorentzVector.h"
#include "TMath.h"
-#include "TFile.h"
-#include "TH1.h"
-#include "TH2.h"
-#include "TParticle.h"
+//#include "TRefArray.h"
+#include "TArrayD.h"
// STEER includes
-#include "AliLog.h"
+#include "AliESDEvent.h"
+//#include "AliLog.h"
#include "AliEMCALPID.h"
#include "AliESDCaloCluster.h"
-#include "AliEMCALRecParam.h"
+//#include "AliEMCALRecParam.h"
#include "AliEMCALReconstructor.h"
ClassImp(AliEMCALPID)
-
+
//______________________________________________
AliEMCALPID::AliEMCALPID():
- fPrintInfo(kFALSE), fProbGamma(0.),fProbPiZero(0.),fProbHadron(0.),fReconstructor(kFALSE)
+ fPrintInfo(kFALSE), fProbGamma(0.),fProbPiZero(0.),fProbHadron(0.), fWeightHadronEnergy(1.), fWeightGammaEnergy(1.),fWeightPiZeroEnergy(1.),fReconstructor(kTRUE)
{
//
// Constructor.
// Initialize all constant values which have to be used
// during PID algorithm execution
//
-
- fPIDWeight[0] = -1;
- fPIDWeight[1] = -1;
- fPIDWeight[2] = -1;
-
- for(Int_t i=0; i<AliPID::kSPECIESN+1; i++)
- fPIDFinal[i]= 0;
+
+ InitParameters();
+
+
+}
- const AliEMCALRecParam* recParam = AliEMCALReconstructor::GetRecParam();
- if(!recParam) {
- AliFatal("Reconstruction parameters for EMCAL not set!");
- }
- else {
- for(Int_t i=0; i<6; i++){
- for(Int_t j=0; j<6; j++){
- fGamma[i][j] = recParam->GetGamma(i,j);
- fHadron[i][j] = recParam->GetHadron(i,j);
- fPiZero5to10[i][j] = recParam->GetPiZero5to10(i,j);
- fPiZero10to60[i][j] = recParam->GetPiZero10to60(i,j);
- AliDebug(1,Form("PID parameters (%d, %d): fGamma=%.3f, fPi=%.3f, fHadron=%.3f",
- i,j, fGamma[i][j],fPiZero5to10[i][j],fHadron[i][j] ));
- }
- }
-
- }
+//______________________________________________
+AliEMCALPID::AliEMCALPID(Bool_t reconstructor):
+ fPrintInfo(kFALSE), fProbGamma(0.),fProbPiZero(0.),fProbHadron(0.), fWeightHadronEnergy(1.), fWeightGammaEnergy(1.),fWeightPiZeroEnergy(1.),fReconstructor(reconstructor)
+{
+ //
+ // Constructor.
+ // Initialize all constant values which have to be used
+ // during PID algorithm execution called when used in standalone mode
+ //
+
+ InitParameters();
}
//______________________________________________
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
-
+ //
+ // 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->GetNumberOfCaloClusters();
Int_t firstCluster = 0;
Double_t energy, lambda0;
for (Int_t iCluster = firstCluster; iCluster < (nClusters + firstCluster); iCluster++) {
-
+
AliESDCaloCluster *clust = esd->GetCaloCluster(iCluster);
- if (!clust->IsEMCAL()) continue ;
+ if (!clust->IsEMCAL()) continue ;
+
energy = clust->E();
lambda0 = clust->GetM02();
// verify cluster type
Int_t clusterType= clust->GetClusterType();
if (clusterType == AliESDCaloCluster::kEMCALClusterv1 && lambda0 != 0 && energy < 1000) {
-
-
+
+ // if (lambda0 != 0 && energy < 1000) {
+
// reject clusters with lambda0 = 0
-
-
+
+
ComputePID(energy, lambda0);
-
-
+
+
if (fPrintInfo) {
AliInfo("___________________________________________________");
AliInfo(Form( "Particle Energy = %f",energy));
AliInfo(Form( " kUnknown : %f", fPIDFinal[10] ));
AliInfo("___________________________________________________");
}
-
- if(fReconstructor) // In case it is called during reconstruction.
- clust->SetPid(fPIDFinal);
+
+ if(fReconstructor){ // In case it is called during reconstruction.
+ // cout << "#############On remplit l esd avec les PIDWeight##########" << endl;
+ clust->SetPid(fPIDFinal);}
} // end if (clusterType...)
} // end for (iCluster...)
}
// 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;}
-
-
+// cout << "ENERGY " <<energy <<" lambda0 "<< lambda0<< endl;
+
+ Double_t weightGammaEnergy = DistEnergy(energy, 1);
+ Double_t weightPiZeroEnergy = DistEnergy(energy, 2);
+ Double_t weightHadronEnergy = DistEnergy(energy, 3);
+
+ //Double_t weightHadronEnergy = 1.;
+
+ Double_t energyhadron=energy;
+ if(energyhadron<1.)energyhadron=1.; // no energy dependance of parametrisation for hadrons below 1 GeV
+ if (energy<2){energy =2;} // no energy dependance of parametrisation for gamma and pi0 below 2 GeV
+
+ if (energy>55){
+ energy =55.;
+ energyhadron=55.;
+ } // same parametrisation for gamma and hadrons above 55 GeV
+ // for the pi0 above 55GeV the 2 gammas supperposed no way to distinguish from real gamma PIDWeight[1]=0
+
TArrayD paramDistribGamma = DistLambda0(energy, 1);
TArrayD paramDistribPiZero = DistLambda0(energy, 2);
- TArrayD paramDistribHadron = DistLambda0(energy, 3);
+ TArrayD paramDistribHadron = DistLambda0(energyhadron, 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];
+ fProbGamma += TMath::Landau(((1-paramDistribGamma[4])-lambda0),paramDistribGamma[4],paramDistribGamma[5],norm)* paramDistribGamma[3];
+ if(fProbGamma<0.)fProbGamma=0.;
+
+ fProbGamma = fProbGamma*weightGammaEnergy;
+
+ if(energy>10. || energy < 55.){
+ fProbPiZero = TMath::Gaus(lambda0, paramDistribPiZero[1], paramDistribPiZero[2], norm) * paramDistribPiZero[0];
+ fProbPiZero += TMath::Landau(lambda0, paramDistribPiZero[4], paramDistribPiZero[5], norm) * paramDistribPiZero[3];
+ if(fProbPiZero<0. || energy<5.)fProbPiZero=0.;
+ fProbPiZero = fProbPiZero*weightPiZeroEnergy;
+ }
+ else {
+ fProbPiZero = 0.;
+ }
+
fProbHadron = TMath::Gaus(lambda0, paramDistribHadron[1], paramDistribHadron[2], norm) * paramDistribHadron[0];
fProbHadron += TMath::Landau(lambda0, paramDistribHadron[4], paramDistribHadron[5], norm) * paramDistribHadron[3];
+ if(fProbHadron<0.)fProbHadron=0.;
+ fProbHadron = fProbHadron*weightHadronEnergy; // to take into account the probability for a hadron to have a given reconstructed energy
// compute PID Weight
- fPIDWeight[0] = fProbGamma / (fProbGamma + fProbPiZero + fProbHadron);
- fPIDWeight[1] = fProbPiZero / (fProbGamma+fProbPiZero+fProbHadron);
- fPIDWeight[2] = fProbHadron / (fProbGamma+fProbPiZero+fProbHadron);
+ if( (fProbGamma + fProbPiZero + fProbHadron)>0.){
+ fPIDWeight[0] = fProbGamma / (fProbGamma + fProbPiZero + fProbHadron);
+ fPIDWeight[1] = fProbPiZero / (fProbGamma+fProbPiZero+fProbHadron);
+ fPIDWeight[2] = fProbHadron / (fProbGamma+fProbPiZero+fProbHadron);
+ }
+ else{
+// cases where energy and lambda0 large, probably du to 2 clusters folded the clusters PID not assigned to hadron nor Pi0 nor gammas
+ fPIDWeight[0] = 0.;
+ fPIDWeight[1] = 0.;
+ fPIDWeight[2] = 0.;
+ }
+
+
+ // cout << " PID[0] "<< fPIDWeight[0] << " PID[1] "<< fPIDWeight[1] << " PID[2] "<< fPIDWeight[2] << endl;
SetPID(fPIDWeight[0], 0);
SetPID(fPIDWeight[1], 1);
SetPID(fPIDWeight[2], 2);
- // sortie ecran pid Weight only for control (= in english ???)
+ // print 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[0] = fPIDWeight[0]/2; // photon
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[5] = fPIDWeight[0]/2; // electron
+ fPIDFinal[6] = fPIDWeight[1] ; // Pi0
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)
+TArrayD AliEMCALPID::DistLambda0(const Double_t energy, const Int_t type)
{
//
// Compute the values of the parametrised distributions using the data initialised before.
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]);
+ constGauss = PolynomialMixed2(energy, fGamma[0]);
+ meanGauss = PolynomialMixed2(energy, fGamma[1]);
+ sigmaGauss = PolynomialMixed2(energy, fGamma[2]);
+ constLandau = PolynomialMixed2(energy, fGamma[3]);
+ mpvLandau = PolynomialMixed2(energy, fGamma[4]);
+ sigmaLandau = PolynomialMixed2(energy, fGamma[5]);
+ break;
- 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]);
-
- }
+ constGauss = PolynomialMixed2(energy, fPiZero[0]);
+ meanGauss = PolynomialMixed2(energy, fPiZero[1]);
+ sigmaGauss = PolynomialMixed2(energy, fPiZero[2]);
+ constLandau = PolynomialMixed2(energy, fPiZero[3]);
+ mpvLandau = PolynomialMixed2(energy, fPiZero[4]);
+ sigmaLandau = PolynomialMixed2(energy, fPiZero[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]);
+
+ constGauss = PolynomialMixed2(energy, fHadron[0]);
+ meanGauss = PolynomialMixed2(energy, fHadron[1]);
+ sigmaGauss = PolynomialMixed2(energy, fHadron[2]);
+ constLandau = PolynomialMixed2(energy, fHadron[3]);
+ mpvLandau = PolynomialMixed2(energy, fHadron[4]);
+ sigmaLandau = PolynomialMixed2(energy, fHadron[5]);
break;
}
return distributionParam;
}
+//________________________________________________________
+Double_t AliEMCALPID::DistEnergy(const Double_t energy, const Int_t type)
+{
+ //
+ // Compute the values of the weigh for a given energy the parametrised distribution using the data initialised before.
+ //
+ Double_t constante = 0.;
+ Double_t energyParam;
+
+ switch (type) {
+
+ case 1:
+ constante = 1.;
+ break;
+ case 2:
+ constante = 1.;
+ break;
+ case 3:
+ constante = PowerExp(energy, fHadronEnergyProb);
+ break;
+ }
+
+ energyParam = constante;
+
+ // // cout << "Weight " << constante << " for energy "<< energy<< " GeV "<< endl;
+
+ return energyParam;
+}
+
+
//_______________________________________________________
-Double_t AliEMCALPID::Polynomial(Double_t x, Double_t *params)
+Double_t AliEMCALPID::Polynomial(const Double_t x, const Double_t *params) const
{
//
// Compute a polynomial for a given value of 'x'
return y;
}
+//_______________________________________________________
+Double_t AliEMCALPID::Polynomial0(const Double_t *params) const
+{
+ //
+ // 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];
+ return y;
+}
+
+//_______________________________________________________
+Double_t AliEMCALPID::Polynomialinv(const Double_t x, const Double_t *params) const
+{
+ //
+ // Compute a polynomial for a given value of 'x'
+ // with the array of parameters passed as the second arg
+ //
+
+ Double_t y;
+ if(x>0){
+ 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);
+ }
+ else
+ y=0.;
+ return y;
+
+}
+//_______________________________________________________
+Double_t AliEMCALPID::PolynomialMixed1(const Double_t x, const Double_t *params) const
+{
+ //
+ // Compute a polynomial for a given value of 'x'
+ // with the array of parameters passed as the second arg
+ //
+
+ Double_t y;
+ if(x>0){
+ y = params[0] / x;
+ y += params[1] ;
+ y += params[2] * x ;
+ // y += params[3] * 0.;
+ // y += params[4] * 0.;
+ // y += params[5] * 0.;
+ }
+ else
+ y=0.;
+
+ return y;
+
+}
+
+//_______________________________________________________
+Double_t AliEMCALPID::PolynomialMixed2(const Double_t x, const Double_t *params) const
+{
+ //
+ // Compute a polynomial for a given value of 'x'
+ // with the array of parameters passed as the second arg
+ //
+
+ Double_t y;
+ if(x>0){
+ y = params[0] / ( x * x);
+ y += params[1] / x;
+ y += params[2] ;
+ y += params[3] * x ;
+ y += params[4] * x * x ;
+ // y += params[5] * 0.;
+ }
+ else
+ y=0.;
+ // cout << "y = " << y << endl;
+ return y;
+
+}
+
+//_______________________________________________________
+Double_t AliEMCALPID::PowerExp(const Double_t x, const Double_t *params) const
+{
+ //
+ // Compute a polynomial for a given value of 'x'
+ // with the array of parameters passed as the second arg
+ // par[0]*TMath::Power(x[0],par[1])
+ // par[0]*TMath::Exp((x[0]-par[1])*par[2]);
+
+ Double_t y;
+
+ y = params[0] *TMath::Power( x,params[1]);
+ y += params[2] *TMath::Exp((x-params[3])*params[4]);
+
+ return y;
+
+}
+
+
+//_______________________________________________________
+void AliEMCALPID::InitParameters()
+{
+ // Initialize PID parameters, depending on the use or not of the reconstructor
+ // and the kind of event type if the reconstructor is not used.
+ // fWeightHadronEnergy=0.;
+ // fWeightPiZeroEnergy=0.;
+ // fWeightGammaEnergy=0.;
+
+ fPIDWeight[0] = -1;
+ fPIDWeight[1] = -1;
+ fPIDWeight[2] = -1;
+
+ for(Int_t i=0; i<AliPID::kSPECIESN+1; i++)
+ fPIDFinal[i]= 0;
+
+ const AliEMCALRecParam* recParam = AliEMCALReconstructor::GetRecParam();
+
+ if(fReconstructor){
+
+ if(!recParam) {
+ AliFatal("Reconstruction parameters for EMCAL not set!");
+ }
+ else {
+
+ for(Int_t i=0; i<6; i++){
+ for(Int_t j=0; j<6; j++){
+ fGamma[i][j] = recParam->GetGamma(i,j);
+ fGamma1to10[i][j] = recParam->GetGamma1to10(i,j);
+ fHadron[i][j] = recParam->GetHadron(i,j);
+ fHadron1to10[i][j] = recParam->GetHadron1to10(i,j);
+ fPiZero[i][j] = recParam->GetPiZero(i,j);
+
+
+ // AliDebug(1,Form("PID parameters (%d, %d): fGamma=%.3f, fPi=%.3f, fHadron=%.3f",
+ // i,j, fGamma[i][j],fPiZero[i][j],fHadron[i][j] ));
+ // cout << "PID parameters (" << i << " ,"<<j<<") fGamma= "<< fGamma[i][j]<<" fPi0 ="<< fPiZero[i][j]<< endl;
+
+ } // end loop j
+ fHadronEnergyProb[i] = recParam->GetHadronEnergyProb(i);
+ fPiZeroEnergyProb[i] = recParam->GetPiZeroEnergyProb(i);
+ fGammaEnergyProb[i] = recParam->GetGammaEnergyProb(i);
+ } //end loop i
+
+
+ } // end if !recparam
+
+ }
+
+ else{
+ // init the parameters here instead of from loading from recparam
+ // default parameters are PbPb parameters.
+ SetHighFluxParam();
+
+ }
+
+}
+
+
+//_______________________________________________________
+void AliEMCALPID::SetLowFluxParam()
+{
+
+ // 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] = fPiZero[i][j] = 0.;
+ fGamma1to10[i][j] = fHadron1to10[i][j] = 0.;
+ }
+ fGammaEnergyProb[i] = fGammaEnergyProb[i];
+ fPiZeroEnergyProb[i] = fPiZeroEnergyProb[i];
+ fHadronEnergyProb[i] = fHadronEnergyProb[i];
+ }
+
+ // New parametrisation for lambda0^2 (=x): f(x) = normLandau*TMath::Landau(x,mpvLandau,widthLandau)+normgaus*TMath::Gaus(x,meangaus,sigmagaus)
+ // See AliEMCALPid (index j) refers to the polynomial parameters of the fit of each parameter vs energy
+ // pp
+
+ // paramtype[0][j] = norm gauss
+ // paramtype[1][j] = mean gaus
+ // paramtype[2][j] = sigma gaus
+ // paramtype[3][j] = norm landau
+ // paramtype[4][j] = mpv landau
+ // paramtype[5][j] = sigma landau
+
+ fGamma[0][0] = -7.656908e-01;
+ fGamma[0][1] = 2.352536e-01;
+ fGamma[0][2] = 1.555996e-02;
+ fGamma[0][3] = 2.243525e-04;
+ fGamma[0][4] = -2.560087e-06;
+
+ fGamma[1][0] = 6.500216e+00;
+ fGamma[1][1] = -2.564958e-01;
+ fGamma[1][2] = 1.967894e-01;
+ fGamma[1][3] = -3.982273e-04;
+ fGamma[1][4] = 2.797737e-06;
+
+ fGamma[2][0] = 2.416489e+00;
+ fGamma[2][1] = -1.601258e-01;
+ fGamma[2][2] = 3.126839e-02;
+ fGamma[2][3] = 3.387532e-04;
+ fGamma[2][4] = -4.089145e-06;
+
+ fGamma[3][0] = 0.;
+ fGamma[3][1] = -2.696008e+00;
+ fGamma[3][2] = 6.920305e-01;
+ fGamma[3][3] = -2.281122e-03;
+ fGamma[3][4] = 0.;
+
+ fGamma[4][0] = 2.281564e-01;
+ fGamma[4][1] = -7.575040e-02;
+ fGamma[4][2] = 3.813423e-01;
+ fGamma[4][3] = -1.243854e-04;
+ fGamma[4][4] = 1.232045e-06;
+
+ fGamma[5][0] = -3.290107e-01;
+ fGamma[5][1] = 3.707545e-02;
+ fGamma[5][2] = 2.917397e-03;
+ fGamma[5][3] = 4.695306e-05;
+ fGamma[5][4] = -3.572981e-07;
+
+ fHadron[0][0] = 9.482243e-01;
+ fHadron[0][1] = -2.780896e-01;
+ fHadron[0][2] = 2.223507e-02;
+ fHadron[0][3] = 7.294263e-04;
+ fHadron[0][4] = -5.665872e-06;
+
+ fHadron[1][0] = 0.;
+ fHadron[1][1] = 0.;
+ fHadron[1][2] = 2.483298e-01;
+ fHadron[1][3] = 0.;
+ fHadron[1][4] = 0.;
+
+ fHadron[2][0] = -5.601199e+00;
+ fHadron[2][1] = 2.097382e+00;
+ fHadron[2][2] = -2.307965e-01;
+ fHadron[2][3] = 9.206871e-03;
+ fHadron[2][4] = -8.887548e-05;
+
+ fHadron[3][0] = 6.543101e+00;
+ fHadron[3][1] = -2.305203e+00;
+ fHadron[3][2] = 2.761673e-01;
+ fHadron[3][3] = -5.465855e-03;
+ fHadron[3][4] = 2.784329e-05;
+
+ fHadron[4][0] = -2.443530e+01;
+ fHadron[4][1] = 8.902578e+00 ;
+ fHadron[4][2] = -5.265901e-01;
+ fHadron[4][3] = 2.549111e-02;
+ fHadron[4][4] = -2.196801e-04;
+
+ fHadron[5][0] = 2.102007e-01;
+ fHadron[5][1] = -3.844418e-02;
+ fHadron[5][2] = 1.234682e-01;
+ fHadron[5][3] = -3.866733e-03;
+ fHadron[5][4] = 3.362719e-05 ;
+
+ fPiZero[0][0] = 5.072157e-01;
+ fPiZero[0][1] = -5.352747e-01;
+ fPiZero[0][2] = 8.499259e-02;
+ fPiZero[0][3] = -3.687401e-03;
+ fPiZero[0][4] = 5.482280e-05;
+
+ fPiZero[1][0] = 4.590137e+02;
+ fPiZero[1][1] = -7.079341e+01;
+ fPiZero[1][2] = 4.990735e+00;
+ fPiZero[1][3] = -1.241302e-01;
+ fPiZero[1][4] = 1.065772e-03;
+
+ fPiZero[2][0] = 1.376415e+02;
+ fPiZero[2][1] = -3.031577e+01;
+ fPiZero[2][2] = 2.474338e+00;
+ fPiZero[2][3] = -6.903410e-02;
+ fPiZero[2][4] = 6.244089e-04;
+
+ fPiZero[3][0] = 0.;
+ fPiZero[3][1] = 1.145983e+00;
+ fPiZero[3][2] = -2.476052e-01;
+ fPiZero[3][3] = 1.367373e-02;
+ fPiZero[3][4] = 0.;
+
+ fPiZero[4][0] = -2.097586e+02;
+ fPiZero[4][1] = 6.300800e+01;
+ fPiZero[4][2] = -4.038906e+00;
+ fPiZero[4][3] = 1.088543e-01;
+ fPiZero[4][4] = -9.362485e-04;
+
+ fPiZero[5][0] = -1.671477e+01;
+ fPiZero[5][1] = 2.995415e+00;
+ fPiZero[5][2] = -6.040360e-02;
+ fPiZero[5][3] = -6.137459e-04;
+ fPiZero[5][4] = 1.847328e-05;
+
+ fHadronEnergyProb[0] = 4.767543e-02;
+ fHadronEnergyProb[1] = -1.537523e+00;
+ fHadronEnergyProb[2] = 2.956727e-01;
+ fHadronEnergyProb[3] = -3.051022e+01;
+ fHadronEnergyProb[4] =-6.036931e-02;
+
+ Int_t ii= 0;
+ Int_t jj= 3;
+ AliDebug(1,Form("PID parameters (%d, %d): fGamma=%.3f, fPi=%.3f, fHadron=%.3f",
+ ii,jj, fGamma[ii][jj],fPiZero[ii][jj],fHadron[ii][jj] ));
+ //cout << " LowFlux Parameters fGamma [2][2] = " << fGamma[2][2] << endl;
+ //cout << " LowFlux Parameters fHadron [2][2] = " << fHadron[2][2] << endl;
+
+ // end for proton-proton
+
+}
+
+//_______________________________________________________
+void AliEMCALPID::SetHighFluxParam()
+{
+
+ // 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] = fPiZero[i][j] = 0.;
+ fGamma1to10[i][j] = fHadron1to10[i][j] = 0.;
+ }
+ fGammaEnergyProb[i] = 0.;
+ fPiZeroEnergyProb[i] = 0.;
+ fHadronEnergyProb[i] = 0.;
+ }
+
+ // Pb Pb this goes with inverted landau + gaussian for gammas, landau+gaussian for Pi0 and hadrons
+
+ fGamma[0][0] = -7.656908e-01;
+ fGamma[0][1] = 2.352536e-01;
+ fGamma[0][2] = 1.555996e-02;
+ fGamma[0][3] = 2.243525e-04;
+ fGamma[0][4] = -2.560087e-06;
+
+ fGamma[1][0] = 6.500216e+00;
+ fGamma[1][1] = -2.564958e-01;
+ fGamma[1][2] = 1.967894e-01;
+ fGamma[1][3] = -3.982273e-04;
+ fGamma[1][4] = 2.797737e-06;
+
+ fGamma[2][0] = 2.416489e+00;
+ fGamma[2][1] = -1.601258e-01;
+ fGamma[2][2] = 3.126839e-02;
+ fGamma[2][3] = 3.387532e-04;
+ fGamma[2][4] = -4.089145e-06;
+
+ fGamma[3][0] = 0.;
+ fGamma[3][1] = -2.696008e+00;
+ fGamma[3][2] = 6.920305e-01;
+ fGamma[3][3] = -2.281122e-03;
+ fGamma[3][4] = 0.;
+
+ fGamma[4][0] = 2.281564e-01;
+ fGamma[4][1] = -7.575040e-02;
+ fGamma[4][2] = 3.813423e-01;
+ fGamma[4][3] = -1.243854e-04;
+ fGamma[4][4] = 1.232045e-06;
+
+ fGamma[5][0] = -3.290107e-01;
+ fGamma[5][1] = 3.707545e-02;
+ fGamma[5][2] = 2.917397e-03;
+ fGamma[5][3] = 4.695306e-05;
+ fGamma[5][4] = -3.572981e-07;
+
+ fHadron[0][0] = 1.519112e-01;
+ fHadron[0][1] = -8.267603e-02;
+ fHadron[0][2] = 1.914574e-02;
+ fHadron[0][3] = -2.677921e-04;
+ fHadron[0][4] = 5.447939e-06;
+
+ fHadron[1][0] = 0.;
+ fHadron[1][1] = -7.549870e-02;
+ fHadron[1][2] = 3.930087e-01;
+ fHadron[1][3] = -2.368500e-03;
+ fHadron[1][4] = 0.;
+
+ fHadron[2][0] = 0.;
+ fHadron[2][1] = -2.463152e-02;
+ fHadron[2][2] = 1.349257e-01;
+ fHadron[2][3] = -1.089440e-03;
+ fHadron[2][4] = 0.;
+
+ fHadron[3][0] = 0.;
+ fHadron[3][1] = 5.101560e-01;
+ fHadron[3][2] = 1.458679e-01;
+ fHadron[3][3] = 4.903068e-04;
+ fHadron[3][4] = 0.;
+
+ fHadron[4][0] = 0.;
+ fHadron[4][1] = -6.693943e-03;
+ fHadron[4][2] = 2.444753e-01;
+ fHadron[4][3] = -5.553749e-05;
+ fHadron[4][4] = 0.;
+
+ fHadron[5][0] = -4.414030e-01;
+ fHadron[5][1] = 2.292277e-01;
+ fHadron[5][2] = -2.433737e-02;
+ fHadron[5][3] = 1.758422e-03;
+ fHadron[5][4] = -3.001493e-05;
+
+ fPiZero[0][0] = 5.072157e-01;
+ fPiZero[0][1] = -5.352747e-01;
+ fPiZero[0][2] = 8.499259e-02;
+ fPiZero[0][3] = -3.687401e-03;
+ fPiZero[0][4] = 5.482280e-05;
+
+ fPiZero[1][0] = 4.590137e+02;
+ fPiZero[1][1] = -7.079341e+01;
+ fPiZero[1][2] = 4.990735e+00;
+ fPiZero[1][3] = -1.241302e-01;
+ fPiZero[1][4] = 1.065772e-03;
+
+ fPiZero[2][0] = 1.376415e+02;
+ fPiZero[2][1] = -3.031577e+01;
+ fPiZero[2][2] = 2.474338e+00;
+ fPiZero[2][3] = -6.903410e-02;
+ fPiZero[2][4] = 6.244089e-04;
+
+ fPiZero[3][0] = 0.;
+ fPiZero[3][1] = 1.145983e+00;
+ fPiZero[3][2] = -2.476052e-01;
+ fPiZero[3][3] = 1.367373e-02;
+ fPiZero[3][4] = 0.;
+
+ fPiZero[4][0] = -2.097586e+02;
+ fPiZero[4][1] = 6.300800e+01;
+ fPiZero[4][2] = -4.038906e+00;
+ fPiZero[4][3] = 1.088543e-01;
+ fPiZero[4][4] = -9.362485e-04;
+
+ fPiZero[5][0] = -1.671477e+01;
+ fPiZero[5][1] = 2.995415e+00;
+ fPiZero[5][2] = -6.040360e-02;
+ fPiZero[5][3] = -6.137459e-04;
+ fPiZero[5][4] = 1.847328e-05;
+
+ // those are the High Flux PbPb ones
+ fHadronEnergyProb[0] = 0.;
+ fHadronEnergyProb[1] = 0.;
+ fHadronEnergyProb[2] = 6.188452e-02;
+ fHadronEnergyProb[3] = 2.030230e+00;
+ fHadronEnergyProb[4] = -6.402242e-02;
+
+ Int_t ii= 0;
+ Int_t jj= 3;
+ AliDebug(1,Form("PID parameters (%d, %d): fGamma=%.3f, fPi=%.3f, fHadron=%.3f",
+ ii,jj, fGamma[ii][jj],fPiZero[ii][jj],fHadron[ii][jj] ));
+ //cout << " HighFlux Parameters fGamma [2][2] = " << fGamma[2][2] << endl;
+ //cout << " HighFlux Parameters fHadron [2][2] = " << fHadron[2][2] << endl;
+
+}