]> git.uio.no Git - u/mrichter/AliRoot.git/blobdiff - EMCAL/AliEMCALPID.cxx
Incedent angle correction fixed
[u/mrichter/AliRoot.git] / EMCAL / AliEMCALPID.cxx
index 1f9099a2fd0b0cdd68f559d802dda66ca180b5c8..2ce1f384dc911ab5a239dbc3502b854cec3650f8 100644 (file)
 /* History of cvs commits:
  *
  * $Log$
+ * 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()
  *
   
 ClassImp(AliEMCALPID)
 
-AliEMCALPID::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;
+  //
+  // 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(AliESD *esd)
 {
 //
@@ -228,11 +236,12 @@ void AliEMCALPID::RunPID(AliESD *esd)
 // but just gamma/PiO/Hadron
 //
        // trivial check against NULL object passed
-
+  
   if (esd == 0x0) {
-    AliInfo("NULL ESD object passed!!" );
+    AliInfo("NULL ESD object passed !!" );
     return ;
   }
+
   Int_t nClusters = esd->GetNumberOfEMCALClusters();
   Int_t firstCluster = esd->GetFirstEMCALCluster();
   Double_t energy, lambda0;
@@ -243,10 +252,15 @@ void AliEMCALPID::RunPID(AliESD *esd)
     lambda0 = clust->GetM02();
     // verify cluster type
     Int_t clusterType= clust->GetClusterType();
-    if (clusterType == AliESDCaloCluster::kClusterv1 && lambda0 != 0 && energy > 5 && energy < 1000) {
+    if (clusterType == AliESDCaloCluster::kClusterv1 && lambda0 != 0  && energy < 1000) {
+
+
       // reject clusters with lambda0 = 0
-      // reject clusters with energy < 5 GeV
+
+
       ComputePID(energy, lambda0);
+
+
       if (fPrintInfo) {
        AliInfo("___________________________________________________");
        AliInfo(Form( "Particle Energy = %f",energy));
@@ -269,138 +283,143 @@ void AliEMCALPID::RunPID(AliESD *esd)
        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.
 //
-       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]/2;
-       fPIDFinal[7]  = fPIDWeight[2]/8;
-       fPIDFinal[8]  = fPIDWeight[2]/8;
-       fPIDFinal[9]  = fPIDWeight[2]/8;
-       fPIDFinal[10] = fPIDWeight[2]/8;
+
+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;
+  //
+  // 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;
+  //
+  // 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;
 }