/************************************************************************* * Copyright(c) 1998-2009, 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. * **************************************************************************/ /////////////////////////////////////////////////////////////////////////// // Dielectron SignalFunc // // // // // /* Dielectron signal extraction class using functions as input. A function to describe the signal as well as one to describe the background has to be deployed by the user. Alternatively on of the default implementaions can be used. */ // // /////////////////////////////////////////////////////////////////////////// #include #include #include #include #include #include #include #include //#include <../hist/hist/src/TF1Helper.h> #include #include "AliDielectronSignalFunc.h" ClassImp(AliDielectronSignalFunc) AliDielectronSignalFunc::AliDielectronSignalFunc() : AliDielectronSignalBase(), fFuncSignal(0x0), fFuncBackground(0x0), fFuncSigBack(0x0), fParMass(1), fParMassWidth(2), fFitOpt("SMNQE"), fUseIntegral(kFALSE) { // // Default Constructor // } //______________________________________________ AliDielectronSignalFunc::AliDielectronSignalFunc(const char* name, const char* title) : AliDielectronSignalBase(name, title), fFuncSignal(0x0), fFuncBackground(0x0), fFuncSigBack(0x0), fParMass(1), fParMassWidth(2), fFitOpt("SMNQE"), fUseIntegral(kFALSE) { // // Named Constructor // } //______________________________________________ AliDielectronSignalFunc::~AliDielectronSignalFunc() { // // Default Destructor // if(fFuncSignal) delete fFuncSignal; if(fFuncBackground) delete fFuncBackground; if(fFuncSigBack) delete fFuncSigBack; } //______________________________________________ void AliDielectronSignalFunc::Process(TObjArray * const arrhist) { // // Fit the invariant mass histograms and retrieve the signal and background // switch(fMethod) { case kFitted : ProcessFit(arrhist); break; case kLikeSign : ProcessLS(arrhist); break; case kEventMixing : ProcessEM(arrhist); break; default : AliError("Background substraction method not known!"); } } //______________________________________________ void AliDielectronSignalFunc::ProcessFit(TObjArray * const arrhist) { // // Fit the +- invariant mass distribution only // Here we assume that the combined fit function is a sum of the signal and background functions // and that the signal function is always the first term of this sum // fHistDataPM = (TH1F*)(arrhist->At(1))->Clone("histPM"); // +- SE fHistDataPM->Sumw2(); if(fRebin>1) fHistDataPM->Rebin(fRebin); fHistSignal = new TH1F("HistSignal", "Like-Sign substracted signal", fHistDataPM->GetXaxis()->GetNbins(), fHistDataPM->GetXaxis()->GetXmin(), fHistDataPM->GetXaxis()->GetXmax()); fHistBackground = new TH1F("HistBackground", "Like-sign contribution", fHistDataPM->GetXaxis()->GetNbins(), fHistDataPM->GetXaxis()->GetXmin(), fHistDataPM->GetXaxis()->GetXmax()); // the starting parameters of the fit function and their limits can be tuned // by the user in its macro fHistDataPM->Fit(fFuncSigBack, fFitOpt.Data(), "", fFitMin, fFitMax); TFitResultPtr pmFitPtr = fHistDataPM->Fit(fFuncSigBack, fFitOpt.Data(), "", fFitMin, fFitMax); //TFitResult *pmFitResult = pmFitPtr.Get(); // used only with TF1Helper fFuncSignal->SetParameters(fFuncSigBack->GetParameters()); fFuncBackground->SetParameters(fFuncSigBack->GetParameters()+fFuncSignal->GetNpar()); for(Int_t iBin=1; iBin<=fHistDataPM->GetXaxis()->GetNbins(); iBin++) { Double_t m = fHistDataPM->GetBinCenter(iBin); Double_t pm = fHistDataPM->GetBinContent(iBin); Double_t epm = fHistDataPM->GetBinError(iBin); Double_t bknd = fFuncBackground->Eval(m); Double_t ebknd = 0; for(Int_t iPar=fFuncSignal->GetNpar(); iParGetNpar(); iPar++) { /* TF1Helper problem on alien compilation for(Int_t jPar=iPar; jParGetNpar(); jPar++) { TF1 gradientIpar("gradientIpar", ROOT::TF1Helper::TGradientParFunction(iPar-fFuncSignal->GetNpar(),fFuncBackground),0,0,0); TF1 gradientJpar("gradientJpar", ROOT::TF1Helper::TGradientParFunction(jPar-fFuncSignal->GetNpar(),fFuncBackground),0,0,0); ebknd += pmFitResult->CovMatrix(iPar,jPar)* gradientIpar.Eval(m)*gradientJpar.Eval(m)* (iPar==jPar ? 1.0 : 2.0); } */ } Double_t signal = pm-bknd; Double_t error = TMath::Sqrt(epm*epm+ebknd); fHistSignal->SetBinContent(iBin, signal); fHistSignal->SetBinError(iBin, error); fHistBackground->SetBinContent(iBin, bknd); fHistBackground->SetBinError(iBin, TMath::Sqrt(ebknd)); } if(fUseIntegral) { // signal fValues(0) = fFuncSignal->Integral(fIntMin, fIntMax)/fHistDataPM->GetBinWidth(1); fErrors(0) = 0; for(Int_t iPar=0; iParGetNpar(); iPar++) { /* TF1Helper problem on alien compilation for(Int_t jPar=iPar; jParGetNpar(); jPar++) { TF1 gradientIpar("gradientIpar", ROOT::TF1Helper::TGradientParFunction(iPar,fFuncSignal),0,0,0); TF1 gradientJpar("gradientJpar", ROOT::TF1Helper::TGradientParFunction(jPar,fFuncSignal),0,0,0); fErrors(0) += pmFitResult->CovMatrix(iPar,jPar)* gradientIpar.Integral(fIntMin,fIntMax)*gradientJpar.Integral(fIntMin,fIntMax)* (iPar==jPar ? 1.0 : 2.0); } */ } // background fValues(1) = fFuncBackground->Integral(fIntMin, fIntMax)/fHistDataPM->GetBinWidth(1); fErrors(1) = 0; for(Int_t iPar=fFuncSignal->GetNpar(); iParGetNpar(); iPar++) { /* TF1Helper problem on alien compilation for(Int_t jPar=iPar; jParGetNpar(); jPar++) { TF1 gradientIpar("gradientIpar", ROOT::TF1Helper::TGradientParFunction(iPar-fFuncSignal->GetNpar(),fFuncBackground),0,0,0); TF1 gradientJpar("gradientJpar", ROOT::TF1Helper::TGradientParFunction(jPar-fFuncSignal->GetNpar(),fFuncBackground),0,0,0); fErrors(1) += pmFitResult->CovMatrix(iPar,jPar)* gradientIpar.Integral(fIntMin, fIntMax)*gradientJpar.Integral(fIntMin, fIntMax)* (iPar==jPar ? 1.0 : 2.0); } */ } } else { // signal fValues(0) = fHistSignal->IntegralAndError(fHistSignal->FindBin(fIntMin), fHistSignal->FindBin(fIntMax), fErrors(0)); // background fValues(1) = fHistBackground->IntegralAndError(fHistBackground->FindBin(fIntMin), fHistBackground->FindBin(fIntMax), fErrors(1)); } // S/B and significance SetSignificanceAndSOB(); fValues(4) = fFuncSigBack->GetParameter(fParMass); fErrors(4) = fFuncSigBack->GetParError(fParMass); fValues(5) = fFuncSigBack->GetParameter(fParMassWidth); fErrors(5) = fFuncSigBack->GetParError(fParMassWidth); fProcessed = kTRUE; } //______________________________________________ void AliDielectronSignalFunc::ProcessLS(TObjArray * const arrhist) { // // Substract background using the like-sign spectrum // fHistDataPP = (TH1F*)(arrhist->At(0))->Clone("histPP"); // ++ SE fHistDataPM = (TH1F*)(arrhist->At(1))->Clone("histPM"); // +- SE fHistDataMM = (TH1F*)(arrhist->At(2))->Clone("histMM"); // -- SE if (fRebin>1) { fHistDataPP->Rebin(fRebin); fHistDataPM->Rebin(fRebin); fHistDataMM->Rebin(fRebin); } fHistDataPP->Sumw2(); fHistDataPM->Sumw2(); fHistDataMM->Sumw2(); fHistSignal = new TH1F("HistSignal", "Like-Sign substracted signal", fHistDataPM->GetXaxis()->GetNbins(), fHistDataPM->GetXaxis()->GetXmin(), fHistDataPM->GetXaxis()->GetXmax()); fHistBackground = new TH1F("HistBackground", "Like-sign contribution", fHistDataPM->GetXaxis()->GetNbins(), fHistDataPM->GetXaxis()->GetXmin(), fHistDataPM->GetXaxis()->GetXmax()); // fit the +- mass distribution fHistDataPM->Fit(fFuncSigBack, fFitOpt.Data(), "", fFitMin, fFitMax); fHistDataPM->Fit(fFuncSigBack, fFitOpt.Data(), "", fFitMin, fFitMax); // declare the variables where the like-sign fit results will be stored TFitResult *ppFitResult = 0x0; TFitResult *mmFitResult = 0x0; // fit the like sign background TF1 *funcClonePP = (TF1*)fFuncBackground->Clone("funcClonePP"); TF1 *funcCloneMM = (TF1*)fFuncBackground->Clone("funcCloneMM"); fHistDataPP->Fit(funcClonePP, fFitOpt.Data(), "", fFitMin, fFitMax); TFitResultPtr ppFitPtr = fHistDataPP->Fit(funcClonePP, fFitOpt.Data(), "", fFitMin, fFitMax); ppFitResult = ppFitPtr.Get(); fHistDataMM->Fit(funcCloneMM, fFitOpt.Data(), "", fFitMin, fFitMax); TFitResultPtr mmFitPtr = fHistDataMM->Fit(funcCloneMM, fFitOpt.Data(), "", fFitMin, fFitMax); mmFitResult = mmFitPtr.Get(); for(Int_t iBin=1; iBin<=fHistDataPM->GetXaxis()->GetNbins(); iBin++) { Double_t m = fHistDataPM->GetBinCenter(iBin); Double_t pm = fHistDataPM->GetBinContent(iBin); Double_t pp = funcClonePP->Eval(m); Double_t mm = funcCloneMM->Eval(m); Double_t epm = fHistDataPM->GetBinError(iBin); Double_t epp = 0; for(Int_t iPar=0; iParGetNpar(); iPar++) { /* TF1Helper problem on alien compilation for(Int_t jPar=iPar; jParGetNpar(); jPar++) { TF1 gradientIpar("gradientIpar", ROOT::TF1Helper::TGradientParFunction(iPar,funcClonePP),0,0,0); TF1 gradientJpar("gradientJpar", ROOT::TF1Helper::TGradientParFunction(jPar,funcClonePP),0,0,0); epp += ppFitResult->CovMatrix(iPar,jPar)* gradientIpar.Eval(m)*gradientJpar.Eval(m)* (iPar==jPar ? 1.0 : 2.0); } */ } Double_t emm = 0; for(Int_t iPar=0; iParGetNpar(); iPar++) { /* TF1Helper problem on alien compilation for(Int_t jPar=iPar; jParGetNpar(); jPar++) { TF1 gradientIpar("gradientIpar", ROOT::TF1Helper::TGradientParFunction(iPar,funcCloneMM),0,0,0); TF1 gradientJpar("gradientJpar", ROOT::TF1Helper::TGradientParFunction(jPar,funcCloneMM),0,0,0); emm += mmFitResult->CovMatrix(iPar,jPar)* gradientIpar.Eval(m)*gradientJpar.Eval(m)* (iPar==jPar ? 1.0 : 2.0); } */ } Double_t signal = pm-2.0*TMath::Sqrt(pp*mm); Double_t background = 2.0*TMath::Sqrt(pp*mm); // error propagation on the signal calculation above Double_t esignal = TMath::Sqrt(epm*epm+(mm/pp)*epp+(pp/mm)*emm); Double_t ebackground = TMath::Sqrt((mm/pp)*epp+(pp/mm)*emm); fHistSignal->SetBinContent(iBin, signal); fHistSignal->SetBinError(iBin, esignal); fHistBackground->SetBinContent(iBin, background); fHistBackground->SetBinError(iBin, ebackground); } // signal fValues(0) = fHistSignal->IntegralAndError(fHistSignal->FindBin(fIntMin), fHistSignal->FindBin(fIntMax), fErrors(0)); // background fValues(1) = fHistBackground->IntegralAndError(fHistBackground->FindBin(fIntMin), fHistBackground->FindBin(fIntMax), fErrors(1)); // S/B and significance SetSignificanceAndSOB(); fValues(4) = fFuncSigBack->GetParameter(fParMass); fErrors(4) = fFuncSigBack->GetParError(fParMass); fValues(5) = fFuncSigBack->GetParameter(fParMassWidth); fErrors(5) = fFuncSigBack->GetParError(fParMassWidth); fProcessed = kTRUE; } //______________________________________________ void AliDielectronSignalFunc::ProcessEM(TObjArray * const arrhist) { // // Substract background with the event mixing technique // arrhist->GetEntries(); // just to avoid the unused parameter warning AliError("Event mixing for background substraction method not implemented!"); } //______________________________________________ void AliDielectronSignalFunc::SetFunctions(TF1 * const combined, TF1 * const sig, TF1 * const back, Int_t parM, Int_t parMres) { // // Set the signal, background functions and combined fit function // Note: The process method assumes that the first n parameters in the // combined fit function correspond to the n parameters of the signal function // and the n+1 to n+m parameters to the m parameters of the background function!!! if (!sig||!back||!combined) { AliError("Both, signal and background function need to be set!"); return; } fFuncSignal=sig; fFuncBackground=back; fFuncSigBack=combined; fParMass=parM; fParMassWidth=parMres; } //______________________________________________ void AliDielectronSignalFunc::SetDefaults(Int_t type) { // // Setup some default functions: // type = 0: gaus signal + linear background in 2.5 - 4 GeV inv. mass // type = 1: gaus signal + exponential background in 2.5 - 4 GeV inv. mass // type = 2: half gaussian, half exponential signal function // type = 3: Crystal-Ball function // type = 4: Crystal-Ball signal + exponential background // if (type==0){ fFuncSignal=new TF1("DieleSignal","gaus",2.5,4); fFuncBackground=new TF1("DieleBackground","pol1",2.5,4); fFuncSigBack=new TF1("DieleCombined","gaus+pol1(3)",2.5,4); fFuncSigBack->SetParameters(1,3.1,.05,2.5,1); fFuncSigBack->SetParLimits(0,0,10000000); fFuncSigBack->SetParLimits(1,3.05,3.15); fFuncSigBack->SetParLimits(2,.02,.1); } else if (type==1){ fFuncSignal=new TF1("DieleSignal","gaus",2.5,4); fFuncBackground=new TF1("DieleBackground","[0]*exp(-(x-[1])/[2])",2.5,4); fFuncSigBack=new TF1("DieleCombined","gaus+[3]*exp(-(x-[4])/[5])",2.5,4); fFuncSigBack->SetParameters(1,3.1,.05,1,2.5,1); fFuncSigBack->SetParLimits(0,0,10000000); fFuncSigBack->SetParLimits(1,3.05,3.15); fFuncSigBack->SetParLimits(2,.02,.1); } else if (type==2){ // half gaussian, half exponential signal function // exponential background fFuncSignal = new TF1("DieleSignal","(x<[1])*([0]*(exp(-0.5*((x-[1])/[2])^2)+exp((x-[1])/[3])*(1-exp(-0.5*((x-[1])/[2])^2))))+(x>=[1])*([0]*exp(-0.5*((x-[1])/[2])^2))",2.5,4); fFuncBackground = new TF1("DieleBackground","[0]*exp(-(x-[1])/[2])+[3]",2.5,4); fFuncSigBack = new TF1("DieleCombined","(x<[1])*([0]*(exp(-0.5*((x-[1])/[2])^2)+exp((x-[1])/[3])*(1-exp(-0.5*((x-[1])/[2])^2))))+(x>=[1])*([0]*exp(-0.5*((x-[1])/[2])^2))+[4]*exp(-(x-[5])/[6])+[7]",2.5,4); fFuncSigBack->SetParameters(1.,3.1,.05,.1,1,2.5,1,0); fFuncSigBack->SetParLimits(0,0,10000000); fFuncSigBack->SetParLimits(1,3.05,3.15); fFuncSigBack->SetParLimits(2,.02,.1); fFuncSigBack->FixParameter(6,2.5); fFuncSigBack->FixParameter(7,0); } } //______________________________________________ void AliDielectronSignalFunc::Draw(const Option_t* option) { // // Draw the fitted function // TString drawOpt(option); drawOpt.ToLower(); Bool_t optStat=drawOpt.Contains("stat"); fFuncSigBack->SetNpx(200); fFuncSigBack->SetRange(fIntMin,fIntMax); fFuncBackground->SetNpx(200); fFuncBackground->SetRange(fIntMin,fIntMax); TGraph *grSig=new TGraph(fFuncSigBack); grSig->SetFillColor(kGreen); grSig->SetFillStyle(3001); TGraph *grBack=new TGraph(fFuncBackground); grBack->SetFillColor(kRed); grBack->SetFillStyle(3001); grSig->SetPoint(0,grBack->GetX()[0],grBack->GetY()[0]); grSig->SetPoint(grSig->GetN()-1,grBack->GetX()[grBack->GetN()-1],grBack->GetY()[grBack->GetN()-1]); grBack->SetPoint(0,grBack->GetX()[0],0.); grBack->SetPoint(grBack->GetN()-1,grBack->GetX()[grBack->GetN()-1],0.); fFuncSigBack->SetRange(fFitMin,fFitMax); fFuncBackground->SetRange(fFitMin,fFitMax); if (!drawOpt.Contains("same")){ if (fHistDataPM){ fHistDataPM->Draw(); grSig->Draw("f"); } else { grSig->Draw("af"); } } else { grSig->Draw("f"); } if(fMethod==kFitted) grBack->Draw("f"); fFuncSigBack->Draw("same"); fFuncSigBack->SetLineWidth(2); if(fMethod==kLikeSign) { fHistDataPP->SetLineWidth(2); fHistDataPP->SetLineColor(6); fHistDataPP->Draw("same"); fHistDataMM->SetLineWidth(2); fHistDataMM->SetLineColor(8); fHistDataMM->Draw("same"); } if(fMethod==kFitted) fFuncBackground->Draw("same"); if (optStat) DrawStats(); }