| 1 | /* ======================================================================== *\ | 
|---|
| 2 | ! | 
|---|
| 3 | ! * | 
|---|
| 4 | ! * This file is part of MARS, the MAGIC Analysis and Reconstruction | 
|---|
| 5 | ! * Software. It is distributed to you in the hope that it can be a useful | 
|---|
| 6 | ! * and timesaving tool in analysing Data of imaging Cerenkov telescopes. | 
|---|
| 7 | ! * It is distributed WITHOUT ANY WARRANTY. | 
|---|
| 8 | ! * | 
|---|
| 9 | ! * Permission to use, copy, modify and distribute this software and its | 
|---|
| 10 | ! * documentation for any purpose is hereby granted without fee, | 
|---|
| 11 | ! * provided that the above copyright notice appear in all copies and | 
|---|
| 12 | ! * that both that copyright notice and this permission notice appear | 
|---|
| 13 | ! * in supporting documentation. It is provided "as is" without express | 
|---|
| 14 | ! * or implied warranty. | 
|---|
| 15 | ! * | 
|---|
| 16 | ! | 
|---|
| 17 | ! | 
|---|
| 18 | !   Author(s): Thomas Bretz  12/2000 <mailto:tbretz@astro.uni-wuerzburg.de> | 
|---|
| 19 | !   Author(s): Harald Kornmayer 1/2001 | 
|---|
| 20 | !   Author(s): Abelardo Moralejo 2/2005 <mailto:moralejo@pd.infn.it> | 
|---|
| 21 | ! | 
|---|
| 22 | !   Copyright: MAGIC Software Development, 2000-2005 | 
|---|
| 23 | ! | 
|---|
| 24 | ! | 
|---|
| 25 | \* ======================================================================== */ | 
|---|
| 26 |  | 
|---|
| 27 | ////////////////////////////////////////////////////////////////////////////// | 
|---|
| 28 | //                                                                          // | 
|---|
| 29 | //  MHMcCollectionArea                                                      // | 
|---|
| 30 | //                                                                          // | 
|---|
| 31 | ////////////////////////////////////////////////////////////////////////////// | 
|---|
| 32 |  | 
|---|
| 33 | #include "MHMcCollectionArea.h" | 
|---|
| 34 |  | 
|---|
| 35 | #include <TH2.h> | 
|---|
| 36 | #include <TH3.h> | 
|---|
| 37 | #include <TCanvas.h> | 
|---|
| 38 | #include <THStack.h> | 
|---|
| 39 | #include <TLegend.h> | 
|---|
| 40 | #include <TArrayD.h> | 
|---|
| 41 |  | 
|---|
| 42 | #include "MH.h" | 
|---|
| 43 | #include "MBinning.h" | 
|---|
| 44 |  | 
|---|
| 45 | #include "MLog.h" | 
|---|
| 46 | #include "MLogManip.h" | 
|---|
| 47 |  | 
|---|
| 48 |  | 
|---|
| 49 | ClassImp(MHMcCollectionArea); | 
|---|
| 50 |  | 
|---|
| 51 | using namespace std; | 
|---|
| 52 |  | 
|---|
| 53 | //////////////////////////////////////////////////////////////////////////////// | 
|---|
| 54 | // | 
|---|
| 55 | //  Constructor. Creates the three necessary histograms: | 
|---|
| 56 | //   - selected showers (input) | 
|---|
| 57 | //   - all showers (input) | 
|---|
| 58 | //   - collection area (result) | 
|---|
| 59 | // | 
|---|
| 60 | MHMcCollectionArea::MHMcCollectionArea(const char *name, const char *title): | 
|---|
| 61 | fImpactBins(50), fImpactMax(500.), fMinEvents(10) | 
|---|
| 62 | { | 
|---|
| 63 | fName  = name  ? name  : "MHMcCollectionArea"; | 
|---|
| 64 | fTitle = title ? title : "Collection Area vs. Theta vs. Energy"; | 
|---|
| 65 |  | 
|---|
| 66 | // | 
|---|
| 67 | //   Initialize the histogram for the distribution | 
|---|
| 68 | //   Theta vs impact parameter vs E (z, y, x) | 
|---|
| 69 | // | 
|---|
| 70 | //   As default we set the energy range from 2 Gev to 20000 GeV (in log 4 | 
|---|
| 71 | //   orders of magnitude) and for each order we take 25 subdivisions --> | 
|---|
| 72 | //   100 xbins. We set the radius range from 0 m to 500 m with 10 m bin --> | 
|---|
| 73 | //   50 ybins. We make bins equally spaced in cos(theta) | 
|---|
| 74 | // | 
|---|
| 75 | //   The coarse binning (of fHistColCoarse) is not set by default, the | 
|---|
| 76 | //   PreProcess of mmc/MMcCollectionAreaCalc will do it with the binnings | 
|---|
| 77 | //   found in the parameter list. | 
|---|
| 78 | // | 
|---|
| 79 |  | 
|---|
| 80 | MBinning binsx; | 
|---|
| 81 | MBinning binsy; | 
|---|
| 82 | MBinning binsz; | 
|---|
| 83 |  | 
|---|
| 84 | Int_t nbins = 32; | 
|---|
| 85 | TArrayD edges(nbins+1); | 
|---|
| 86 |  | 
|---|
| 87 | edges[0] = 0; | 
|---|
| 88 |  | 
|---|
| 89 | for(int i = 0; i < nbins; i++) | 
|---|
| 90 | { | 
|---|
| 91 | Double_t x = 1 - i*0.01;  // x = cos(theta) | 
|---|
| 92 | edges[i+1] = acos(x-0.005)*kRad2Deg; | 
|---|
| 93 | } | 
|---|
| 94 |  | 
|---|
| 95 | binsx.SetEdgesLog(100, 2., 20000);               // Energy [GeV] | 
|---|
| 96 | binsy.SetEdges   (fImpactBins, 0, fImpactMax);   // Impact parameter [m] | 
|---|
| 97 | binsz.SetEdges   (edges);                        // Theta [deg] | 
|---|
| 98 |  | 
|---|
| 99 | fHistAll = new TH3D(); | 
|---|
| 100 | fHistSel = new TH3D(); | 
|---|
| 101 | fHistCol = new TH2D(); | 
|---|
| 102 | fHistColCoarse = new TH2D(); | 
|---|
| 103 |  | 
|---|
| 104 | MH::SetBinning(fHistAll, &binsx, &binsy, &binsz); | 
|---|
| 105 | MH::SetBinning(fHistSel, &binsx, &binsy, &binsz); | 
|---|
| 106 |  | 
|---|
| 107 | fHistColCoarse->SetName("CollectionArea"); | 
|---|
| 108 | fHistCol->SetName("CollAreaFineBins"); | 
|---|
| 109 | fHistAll->SetName("AllEvents"); | 
|---|
| 110 | fHistSel->SetName("SelectedEvents"); | 
|---|
| 111 |  | 
|---|
| 112 | fHistAll->Sumw2(); | 
|---|
| 113 | fHistSel->Sumw2(); | 
|---|
| 114 |  | 
|---|
| 115 | fHistColCoarse->SetTitle(fTitle); | 
|---|
| 116 | fHistCol->SetTitle(fTitle); | 
|---|
| 117 | fHistAll->SetTitle("All showers - Theta vs Radius vs Energy"); | 
|---|
| 118 | fHistSel->SetTitle("Selected showers - Theta vs Radius vs Energy"); | 
|---|
| 119 |  | 
|---|
| 120 | fHistAll->SetDirectory(NULL); | 
|---|
| 121 | fHistSel->SetDirectory(NULL); | 
|---|
| 122 | fHistCol->SetDirectory(NULL); | 
|---|
| 123 | fHistColCoarse->SetDirectory(NULL); | 
|---|
| 124 |  | 
|---|
| 125 | fHistAll->UseCurrentStyle(); | 
|---|
| 126 | fHistSel->UseCurrentStyle(); | 
|---|
| 127 | fHistCol->UseCurrentStyle(); | 
|---|
| 128 | fHistColCoarse->UseCurrentStyle(); | 
|---|
| 129 |  | 
|---|
| 130 | fHistAll->SetXTitle("E [GeV]"); | 
|---|
| 131 | fHistAll->SetYTitle("r [m]"); | 
|---|
| 132 | fHistAll->SetZTitle("\\theta [\\circ]"); | 
|---|
| 133 |  | 
|---|
| 134 | fHistSel->SetXTitle("E [GeV]"); | 
|---|
| 135 | fHistSel->SetYTitle("r [m]"); | 
|---|
| 136 | fHistSel->SetZTitle("\\theta [\\circ]"); | 
|---|
| 137 |  | 
|---|
| 138 | fHistCol->SetXTitle("E [GeV]"); | 
|---|
| 139 | fHistCol->SetYTitle("\\theta [\\circ]"); | 
|---|
| 140 | fHistCol->SetZTitle("A [m^{2}]"); | 
|---|
| 141 |  | 
|---|
| 142 | fHistColCoarse->SetXTitle("E [GeV]"); | 
|---|
| 143 | fHistColCoarse->SetYTitle("\\theta [\\circ]"); | 
|---|
| 144 | fHistColCoarse->SetZTitle("A [m^{2}]"); | 
|---|
| 145 | } | 
|---|
| 146 |  | 
|---|
| 147 | // -------------------------------------------------------------------------- | 
|---|
| 148 | // | 
|---|
| 149 | // Delete the three histograms | 
|---|
| 150 | // | 
|---|
| 151 | MHMcCollectionArea::~MHMcCollectionArea() | 
|---|
| 152 | { | 
|---|
| 153 | delete fHistAll; | 
|---|
| 154 | delete fHistSel; | 
|---|
| 155 | delete fHistCol; | 
|---|
| 156 | } | 
|---|
| 157 |  | 
|---|
| 158 | // -------------------------------------------------------------------------- | 
|---|
| 159 | // | 
|---|
| 160 | // Set the (fine) binnings of histograms fHistAll, fHistSel used in the | 
|---|
| 161 | // calculations. We do not need to change impact parameter binning. | 
|---|
| 162 | // | 
|---|
| 163 | void MHMcCollectionArea::SetBinnings(const MBinning &binsEnergy, | 
|---|
| 164 | const MBinning &binsTheta) | 
|---|
| 165 | { | 
|---|
| 166 | MBinning binsImpact; | 
|---|
| 167 | binsImpact.SetEdges(fImpactBins, 0., fImpactMax); | 
|---|
| 168 |  | 
|---|
| 169 | MH::SetBinning(fHistAll, &binsEnergy, &binsImpact, &binsTheta); | 
|---|
| 170 | MH::SetBinning(fHistSel, &binsEnergy, &binsImpact, &binsTheta); | 
|---|
| 171 |  | 
|---|
| 172 | fHistAll->Sumw2(); | 
|---|
| 173 | fHistSel->Sumw2(); | 
|---|
| 174 | } | 
|---|
| 175 |  | 
|---|
| 176 |  | 
|---|
| 177 | // -------------------------------------------------------------------------- | 
|---|
| 178 | // | 
|---|
| 179 | // Set the binnings of the histogram fHistColCoarse, the effective areas | 
|---|
| 180 | // in the coarse bins used in the analysis. | 
|---|
| 181 | // | 
|---|
| 182 | // | 
|---|
| 183 | void MHMcCollectionArea::SetCoarseBinnings(const MBinning &binsEnergy, | 
|---|
| 184 | const MBinning &binsTheta) | 
|---|
| 185 | { | 
|---|
| 186 | MH::SetBinning(fHistColCoarse, &binsEnergy, &binsTheta); | 
|---|
| 187 | } | 
|---|
| 188 |  | 
|---|
| 189 | // -------------------------------------------------------------------------- | 
|---|
| 190 | // | 
|---|
| 191 | // Fill data into the histogram which contains all showers | 
|---|
| 192 | // | 
|---|
| 193 | void MHMcCollectionArea::FillAll(Double_t energy, Double_t radius, Double_t theta) | 
|---|
| 194 | { | 
|---|
| 195 | fHistAll->Fill(energy, radius, theta); | 
|---|
| 196 | } | 
|---|
| 197 |  | 
|---|
| 198 | // -------------------------------------------------------------------------- | 
|---|
| 199 | // | 
|---|
| 200 | // Fill data into the histogram which contains the selected showers | 
|---|
| 201 | // | 
|---|
| 202 | void MHMcCollectionArea::FillSel(Double_t energy, Double_t radius, Double_t theta) | 
|---|
| 203 | { | 
|---|
| 204 | fHistSel->Fill(energy, radius, theta); | 
|---|
| 205 | } | 
|---|
| 206 |  | 
|---|
| 207 | // -------------------------------------------------------------------------- | 
|---|
| 208 | // | 
|---|
| 209 | // Draw | 
|---|
| 210 | // | 
|---|
| 211 | void MHMcCollectionArea::Draw(Option_t* option) | 
|---|
| 212 | { | 
|---|
| 213 | // | 
|---|
| 214 | // Lego plot | 
|---|
| 215 | // | 
|---|
| 216 | TCanvas *c1 = new TCanvas(); | 
|---|
| 217 | c1->SetLogx(); | 
|---|
| 218 | c1->SetLogz(); | 
|---|
| 219 | c1->SetGridx(); | 
|---|
| 220 | c1->SetGridy(); | 
|---|
| 221 |  | 
|---|
| 222 | fHistCol->Draw("lego2"); | 
|---|
| 223 |  | 
|---|
| 224 | // | 
|---|
| 225 | // Averagye Aeff | 
|---|
| 226 | // | 
|---|
| 227 | TCanvas *c2 = new TCanvas(); | 
|---|
| 228 | c2->SetLogx(); | 
|---|
| 229 | c2->SetLogy(); | 
|---|
| 230 | c2->SetGridx(); | 
|---|
| 231 | c2->SetGridy(); | 
|---|
| 232 |  | 
|---|
| 233 | TH1D* harea = fHistCol->ProjectionX(); | 
|---|
| 234 | harea->Draw("e1"); | 
|---|
| 235 |  | 
|---|
| 236 | // | 
|---|
| 237 | // Plot the Aeff for the different theta | 
|---|
| 238 | // | 
|---|
| 239 | TCanvas *c3 = new TCanvas(); | 
|---|
| 240 | c3->SetLogx(); | 
|---|
| 241 | c3->SetLogy(); | 
|---|
| 242 | c3->SetGridx(); | 
|---|
| 243 | c3->SetGridy(); | 
|---|
| 244 |  | 
|---|
| 245 | TLegend * leg = new TLegend(0.73,0.65,0.89,0.89); | 
|---|
| 246 |  | 
|---|
| 247 | TAxis* yaxis = fHistCol->GetYaxis(); | 
|---|
| 248 | const Int_t nbiny = fHistCol->GetYaxis()->GetNbins(); | 
|---|
| 249 |  | 
|---|
| 250 | THStack* hs = new THStack("aa","aa"); | 
|---|
| 251 |  | 
|---|
| 252 | hs->Add(harea,"e1"); | 
|---|
| 253 | leg->AddEntry(harea,"All","l"); | 
|---|
| 254 |  | 
|---|
| 255 | for(Int_t iy=1; iy<=nbiny; iy++) | 
|---|
| 256 | { | 
|---|
| 257 |  | 
|---|
| 258 | TH1D* h1=  fHistCol->ProjectionX(Form("%d",iy),iy,iy); | 
|---|
| 259 |  | 
|---|
| 260 | if(h1->GetEntries()==0) | 
|---|
| 261 | continue; | 
|---|
| 262 |  | 
|---|
| 263 | cout <<h1->GetEntries() << endl; | 
|---|
| 264 |  | 
|---|
| 265 | leg->AddEntry(h1,Form("\\theta = %.0f",yaxis->GetBinCenter(iy)),"l"); | 
|---|
| 266 | h1->SetLineColor(iy); | 
|---|
| 267 | hs->Add(h1,"e1"); | 
|---|
| 268 | } | 
|---|
| 269 | hs->SetMinimum(1); | 
|---|
| 270 |  | 
|---|
| 271 | hs->Draw("nostack"); | 
|---|
| 272 | leg->Draw(); | 
|---|
| 273 |  | 
|---|
| 274 | } | 
|---|
| 275 |  | 
|---|
| 276 | // -------------------------------------------------------------------------- | 
|---|
| 277 | // | 
|---|
| 278 | // Calculate the collection area and set the 'ReadyToSave' flag | 
|---|
| 279 | // We first calculate the area in fine energy bins, and then do a | 
|---|
| 280 | // weighted mean to obtain the area in coarse bins. The weights in | 
|---|
| 281 | // the coarse bins are intended to account for the effect of the | 
|---|
| 282 | // energy spectrum in the effective area itself. The weights | 
|---|
| 283 | // are taken from the tentative differential spectrum dN_gam/dE given | 
|---|
| 284 | // through the function "spectrum". If no such function is supplied, | 
|---|
| 285 | // then no weights are applied (and hence the spectrum will be as a | 
|---|
| 286 | // flat spectrum in dN_gam/dE). Of course we have a "generated" MC | 
|---|
| 287 | // spectrum, but within each fine bin the differences in spectrum | 
|---|
| 288 | // should not change the result (if bins are fine enough). With no | 
|---|
| 289 | // supplied tentative spectrum, each fine bin is weighted equally in | 
|---|
| 290 | // calculating the area in the coarse bin, and so it is like having a | 
|---|
| 291 | // flat spectrum. | 
|---|
| 292 | // | 
|---|
| 293 | // You can run this Calc procedure on an already existing | 
|---|
| 294 | // MHMcCollectionArea object, as long as it is filled. | 
|---|
| 295 | // | 
|---|
| 296 | void MHMcCollectionArea::Calc(TF1 *spectrum) | 
|---|
| 297 | { | 
|---|
| 298 | // Search last impact parameter bin containing events | 
|---|
| 299 | // FIXME: this should be done independently for each theta angle. | 
|---|
| 300 | // | 
|---|
| 301 | TH1D &himpact = *(TH1D*)fHistAll->Project3D("y"); | 
|---|
| 302 |  | 
|---|
| 303 | Int_t impbin; | 
|---|
| 304 | for (impbin = himpact.GetNbinsX(); impbin > 0; impbin--) | 
|---|
| 305 | if (himpact.GetBinContent(impbin)>0) | 
|---|
| 306 | break; | 
|---|
| 307 |  | 
|---|
| 308 | Float_t max_radius = himpact.GetBinLowEdge(impbin); | 
|---|
| 309 |  | 
|---|
| 310 | Float_t total_area = TMath::Pi()*max_radius*max_radius; | 
|---|
| 311 |  | 
|---|
| 312 | for (Int_t ix = 1; ix <= fHistAll->GetNbinsX(); ix++) | 
|---|
| 313 | for (Int_t iz = 1; iz <= fHistAll->GetNbinsZ(); iz++) | 
|---|
| 314 | { | 
|---|
| 315 | fHistAll->SetBinContent(ix, impbin, iz, 0.); | 
|---|
| 316 | fHistSel->SetBinContent(ix, impbin, iz, 0.); | 
|---|
| 317 | fHistAll->SetBinError(ix, impbin, iz, 0.); | 
|---|
| 318 | fHistSel->SetBinError(ix, impbin, iz, 0.); | 
|---|
| 319 | } | 
|---|
| 320 |  | 
|---|
| 321 | TH2D &histsel = *(TH2D*)fHistSel->Project3D("zx,e"); | 
|---|
| 322 | TH2D &histall = *(TH2D*)fHistAll->Project3D("zx,e"); | 
|---|
| 323 | // "e" option means that errors are computed! | 
|---|
| 324 |  | 
|---|
| 325 |  | 
|---|
| 326 | TAxis &xaxis = *histsel.GetXaxis(); | 
|---|
| 327 | TAxis &yaxis = *histsel.GetYaxis(); | 
|---|
| 328 | MH::SetBinning(fHistCol, &xaxis, &yaxis); | 
|---|
| 329 |  | 
|---|
| 330 | cout << "Total considered MC area = pi * " << max_radius | 
|---|
| 331 | << "^2 square meters" << endl; | 
|---|
| 332 |  | 
|---|
| 333 | fHistCol->Sumw2(); | 
|---|
| 334 | fHistCol->Divide(&histsel, &histall, total_area, 1., "b"); | 
|---|
| 335 |  | 
|---|
| 336 | // | 
|---|
| 337 | // Now get the effective area in the selected coarse bins. Weight | 
|---|
| 338 | // the values in the small bins according the supplied tentative | 
|---|
| 339 | // spectrum, if it has been supplied as argument of Calc. | 
|---|
| 340 | // | 
|---|
| 341 |  | 
|---|
| 342 | for (Int_t ibin = 1; ibin <= fHistColCoarse->GetNbinsX(); ibin++) | 
|---|
| 343 | for (Int_t jbin = 1; jbin <= fHistColCoarse->GetNbinsY(); jbin++) | 
|---|
| 344 | { | 
|---|
| 345 | Float_t maxenergy = fHistColCoarse->GetXaxis()->GetBinUpEdge(ibin); | 
|---|
| 346 | Float_t minenergy = fHistColCoarse->GetXaxis()->GetBinLowEdge(ibin); | 
|---|
| 347 |  | 
|---|
| 348 | Float_t maxtheta = fHistColCoarse->GetYaxis()->GetBinUpEdge(jbin); | 
|---|
| 349 | Float_t mintheta = fHistColCoarse->GetYaxis()->GetBinLowEdge(jbin); | 
|---|
| 350 |  | 
|---|
| 351 | // Fine bins ranges covered by the coarse bin ibin, jbin: | 
|---|
| 352 | Int_t ibin2max = fHistCol->GetXaxis()->FindBin(maxenergy); | 
|---|
| 353 | Int_t ibin2min = fHistCol->GetXaxis()->FindBin(minenergy); | 
|---|
| 354 |  | 
|---|
| 355 | Int_t jbin2max = fHistCol->GetYaxis()->FindBin(maxtheta); | 
|---|
| 356 | Int_t jbin2min = fHistCol->GetYaxis()->FindBin(mintheta); | 
|---|
| 357 |  | 
|---|
| 358 | Float_t area = 0.; | 
|---|
| 359 | Float_t errarea = 0.; | 
|---|
| 360 | Float_t norm = 0; | 
|---|
| 361 |  | 
|---|
| 362 | for (Int_t ibin2 = ibin2min; ibin2 <= ibin2max; ibin2++) | 
|---|
| 363 | { | 
|---|
| 364 | Float_t weight = spectrum? spectrum-> | 
|---|
| 365 | Eval(fHistCol->GetXaxis()->GetBinCenter(ibin2)) : 1.; | 
|---|
| 366 |  | 
|---|
| 367 | for (Int_t jbin2 = jbin2min; jbin2 <= jbin2max; jbin2++) | 
|---|
| 368 | { | 
|---|
| 369 | // Skip bins with too few produced MC events | 
|---|
| 370 | if (histall.GetBinContent(ibin2,jbin2) < fMinEvents) | 
|---|
| 371 | continue; | 
|---|
| 372 |  | 
|---|
| 373 | area += weight * fHistCol->GetBinContent(ibin2,jbin2); | 
|---|
| 374 | norm += weight; | 
|---|
| 375 | errarea += pow(weight * fHistCol-> | 
|---|
| 376 | GetBinError(ibin2,jbin2), 2.); | 
|---|
| 377 | } | 
|---|
| 378 | } | 
|---|
| 379 | if (norm > 0.) | 
|---|
| 380 | { | 
|---|
| 381 | area /= norm; | 
|---|
| 382 | errarea = sqrt(errarea)/norm; | 
|---|
| 383 | } | 
|---|
| 384 |  | 
|---|
| 385 | fHistColCoarse->SetBinContent(ibin, jbin, area); | 
|---|
| 386 | fHistColCoarse->SetBinError(ibin, jbin, errarea); | 
|---|
| 387 | } | 
|---|
| 388 |  | 
|---|
| 389 | SetReadyToSave(); | 
|---|
| 390 | } | 
|---|
| 391 |  | 
|---|
| 392 |  | 
|---|