fit2.C: Fitting a 2-D histogram | Fitting tutorials | fit2d.C: example illustrating how to fit a 2-d histogram of type y=f(x) |
#include "TF2.h" #include "TH2.h" #include "TCutG.h" #include "TMath.h" //+ Fitting a 2-D histogram (a variant) // This tutorial illustrates : // - how to create a 2-d function // - fill a 2-d histogram randomly from this function // - fit the histogram // - display the fitted function on top of the histogram (lego-plot) // using a surface plot in a sub-range of the histogram. // // This example can be executed via the interpreter or/and the compiler // root > .x fit2a.C // root > .x fit2a.C++ //Author: Rene Brun Double_t g2(Double_t *x, Double_t *par) { Double_t r1 = Double_t((x[0]-par[1])/par[2]); Double_t r2 = Double_t((x[1]-par[3])/par[4]); return par[0]*TMath::Exp(-0.5*(r1*r1+r2*r2)); } Double_t fun2(Double_t *x, Double_t *par) { Double_t *p1 = &par[0]; Double_t *p2 = &par[5]; Double_t *p3 = &par[10]; Double_t result = g2(x,p1) + g2(x,p2) + g2(x,p3); return result; } TCanvas *fit2a() { TCanvas *c = new TCanvas(); gStyle->SetOptStat(kTRUE); gStyle->SetPalette(1); const Int_t npar = 15; Double_t f2params[npar] = {100,-3,3,-3,3,160,0,0.8,0,0.9,40,4,0.7,4,0.7}; TF2 *f2 = new TF2("f2",fun2,-10,10,-10,10, npar); f2->SetParameters(f2params); //Create an histogram and fill it randomly with f2 TH2F *h2 = new TH2F("h2","From f2",40,-10,10,40,-10,10); Int_t nentries = 100000; h2->FillRandom("f2",nentries); //Fit h2 with original function f2 Float_t ratio = 4*nentries/100000; f2params[ 0] *= ratio; f2params[ 5] *= ratio; f2params[10] *= ratio; f2->SetParameters(f2params); h2->Fit("f2","N"); TCutG *cutg = new TCutG("cutg",5); cutg->SetPoint(0,-7,-7); cutg->SetPoint(1, 2,-7); cutg->SetPoint(2, 2, 2); cutg->SetPoint(3,-7, 2); cutg->SetPoint(4,-7,-7); h2->Draw("lego2 0"); h2->SetFillColor(38); f2->SetNpx(80); f2->SetNpy(80); f2->Draw("surf1 same bb [cutg]"); return c; } fit2a.C:1 fit2a.C:2 fit2a.C:3 fit2a.C:4 fit2a.C:5 fit2a.C:6 fit2a.C:7 fit2a.C:8 fit2a.C:9 fit2a.C:10 fit2a.C:11 fit2a.C:12 fit2a.C:13 fit2a.C:14 fit2a.C:15 fit2a.C:16 fit2a.C:17 fit2a.C:18 fit2a.C:19 fit2a.C:20 fit2a.C:21 fit2a.C:22 fit2a.C:23 fit2a.C:24 fit2a.C:25 fit2a.C:26 fit2a.C:27 fit2a.C:28 fit2a.C:29 fit2a.C:30 fit2a.C:31 fit2a.C:32 fit2a.C:33 fit2a.C:34 fit2a.C:35 fit2a.C:36 fit2a.C:37 fit2a.C:38 fit2a.C:39 fit2a.C:40 fit2a.C:41 fit2a.C:42 fit2a.C:43 fit2a.C:44 fit2a.C:45 fit2a.C:46 fit2a.C:47 fit2a.C:48 fit2a.C:49 fit2a.C:50 fit2a.C:51 fit2a.C:52 fit2a.C:53 fit2a.C:54 fit2a.C:55 fit2a.C:56 fit2a.C:57 fit2a.C:58 fit2a.C:59 fit2a.C:60 fit2a.C:61 fit2a.C:62 fit2a.C:63 fit2a.C:64 fit2a.C:65 |
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