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30178c30 1/**************************************************************************
2 * Copyright(c) 1998-1999, ALICE Experiment at CERN, All rights reserved. *
3 * *
4 * Author: The ALICE Off-line Project. *
5 * Contributors are mentioned in the code where appropriate. *
6 * *
7 * Permission to use, copy, modify and distribute this software and its *
8 * documentation strictly for non-commercial purposes is hereby granted *
9 * without fee, provided that the above copyright notice appears in all *
10 * copies and that both the copyright notice and this permission notice *
11 * appear in the supporting documentation. The authors make no claims *
12 * about the suitability of this software for any purpose. It is *
13 * provided "as is" without express or implied warranty. *
14 **************************************************************************/
15
16/* $Id$ */
17
d19b6003 18// -------------------------------
19// Class AliMUONClusterFinderAZ
20// -------------------------------
21// Clusterizer class based on the Expectation-Maximization algorithm
22// Author: Alexander Zinchenko, JINR Dubna
0df3ca52 23
ae17f568 24#include <stdlib.h>
0df3ca52 25#include <Riostream.h>
0df3ca52 26#include <TH2.h>
0df3ca52 27#include <TMinuit.h>
28#include <TMatrixD.h>
29
30178c30 30#include "AliMUONClusterFinderAZ.h"
1af223d7 31#include "AliMUONClusterDrawAZ.h"
0627f609 32#include "AliMUONVGeometryDESegmentation.h"
33#include "AliMUONGeometryModuleTransformer.h"
0df3ca52 34#include "AliRun.h"
35#include "AliMUON.h"
0df3ca52 36#include "AliMUONDigit.h"
0df3ca52 37#include "AliMUONRawCluster.h"
38#include "AliMUONClusterInput.h"
39#include "AliMUONPixel.h"
0627f609 40#include "AliMUONMathieson.h"
8c343c7c 41#include "AliLog.h"
0df3ca52 42
13985652 43/// \cond CLASSIMP
0df3ca52 44ClassImp(AliMUONClusterFinderAZ)
13985652 45/// \endcond
0558a292 46
343146bf 47 const Double_t AliMUONClusterFinderAZ::fgkCouplMin = 1.e-3; // threshold on coupling
0627f609 48 const Double_t AliMUONClusterFinderAZ::fgkZeroSuppression = 6; // average zero suppression value
49 const Double_t AliMUONClusterFinderAZ::fgkSaturation = 3000; // average saturation level
0558a292 50 AliMUONClusterFinderAZ* AliMUONClusterFinderAZ::fgClusterFinder = 0x0;
51 TMinuit* AliMUONClusterFinderAZ::fgMinuit = 0x0;
2b1e4f0e 52//FILE *lun1 = fopen("nxny.dat","w");
0df3ca52 53
0df3ca52 54//_____________________________________________________________________________
1af223d7 55AliMUONClusterFinderAZ::AliMUONClusterFinderAZ(Bool_t draw)
74f7bbc5 56 : AliMUONClusterFinderVS()
0df3ca52 57{
d19b6003 58/// Constructor
af34d705 59 fnPads[0]=fnPads[1]=0;
60
61 for (Int_t i=0; i<7; i++)
62 for (Int_t j=0; j<fgkDim; j++)
63 fXyq[i][j]= 9999.;
64
0627f609 65 for (Int_t i=0; i<4; i++)
66 for (Int_t j=0; j<fgkDim; j++)
af34d705 67 fPadIJ[i][j]=-1;
0627f609 68
69 for (Int_t i=0; i<2; i++)
70 for (Int_t j=0; j<fgkDim; j++)
af34d705 71 fUsed[i][j] = 0;
af34d705 72
0627f609 73 fSegmentation[1] = fSegmentation[0] = 0x0;
af34d705 74
0627f609 75 fZpad = 0;
af34d705 76 fQtot = 0;
0627f609 77 fPadBeg[0] = fPadBeg[1] = fCathBeg = fNpar = fnCoupled = 0;
af34d705 78
0df3ca52 79 if (!fgMinuit) fgMinuit = new TMinuit(8);
af34d705 80 if (!fgClusterFinder) fgClusterFinder = this;
0df3ca52 81 fPixArray = new TObjArray(20);
af34d705 82
0627f609 83 fDebug = 0; //0;
84 fReco = 1;
85 fDraw = 0x0;
1af223d7 86 if (draw) {
87 fDebug = 1;
cc87ebcd 88 fReco = 0;
1af223d7 89 fDraw = new AliMUONClusterDrawAZ(this);
90 }
cc87ebcd 91 cout << " *** Running AZ cluster finder *** " << endl;
0df3ca52 92}
93
74f7bbc5 94//_____________________________________________________________________________
95AliMUONClusterFinderAZ::AliMUONClusterFinderAZ(const AliMUONClusterFinderAZ& rhs)
96 : AliMUONClusterFinderVS(rhs)
97{
d19b6003 98/// Protected copy constructor
74f7bbc5 99
8c343c7c 100 AliFatal("Not implemented.");
74f7bbc5 101}
102
0df3ca52 103//_____________________________________________________________________________
104AliMUONClusterFinderAZ::~AliMUONClusterFinderAZ()
105{
d19b6003 106/// Destructor
0df3ca52 107 delete fgMinuit; fgMinuit = 0; delete fPixArray; fPixArray = 0;
1af223d7 108 delete fDraw;
0df3ca52 109}
110
111//_____________________________________________________________________________
112void AliMUONClusterFinderAZ::FindRawClusters()
113{
d19b6003 114/// To provide the same interface as in AliMUONClusterFinderVS
0df3ca52 115
1af223d7 116 ResetRawClusters();
0bf8d810 117 EventLoop (gAlice->GetEvNumber(), fInput->Chamber());
0df3ca52 118}
119
120//_____________________________________________________________________________
1af223d7 121void AliMUONClusterFinderAZ::EventLoop(Int_t nev, Int_t ch)
0df3ca52 122{
d19b6003 123/// Loop over digits
0df3ca52 124
1af223d7 125 if (fDraw && !fDraw->FindEvCh(nev, ch)) return;
0df3ca52 126
0627f609 127 fSegmentation[0] = (AliMUONVGeometryDESegmentation*) fInput->
128 Segmentation2(0)->GetDESegmentation(fInput->DetElemId());
129 fSegmentation[1] = (AliMUONVGeometryDESegmentation*) fInput->
130 Segmentation2(1)->GetDESegmentation(fInput->DetElemId());
0df3ca52 131
1af223d7 132 Int_t ndigits[2] = {9,9}, nShown[2] = {0};
cc87ebcd 133 if (fReco != 2) { // skip initialization for the combined cluster / track
134 fCathBeg = fPadBeg[0] = fPadBeg[1] = 0;
135 for (Int_t i = 0; i < 2; i++) {
136 for (Int_t j = 0; j < fgkDim; j++) { fUsed[i][j] = kFALSE; }
137 }
0df3ca52 138 }
139
140next:
cc87ebcd 141 if (fReco == 2 && (nShown[0] || nShown[1])) return; // only one precluster for the combined finder
1af223d7 142 if (ndigits[0] == nShown[0] && ndigits[1] == nShown[1]) return;
143
0df3ca52 144 Float_t xpad, ypad, zpad, zpad0;
0df3ca52 145 Bool_t first = kTRUE;
2b1e4f0e 146 if (fDebug) cout << " *** Event # " << nev << " chamber: " << ch << endl;
0df3ca52 147 fnPads[0] = fnPads[1] = 0;
cc87ebcd 148 for (Int_t i = 0; i < fgkDim; i++) fPadIJ[1][i] = 0;
2b1e4f0e 149
cc87ebcd 150 for (Int_t iii = fCathBeg; iii < 2; iii++) {
0df3ca52 151 Int_t cath = TMath::Odd(iii);
0627f609 152 ndigits[cath] = fInput->NDigits(cath);
2b1e4f0e 153 if (!ndigits[0] && !ndigits[1]) return;
0df3ca52 154 if (ndigits[cath] == 0) continue;
2b1e4f0e 155 if (fDebug) cout << " ndigits: " << ndigits[cath] << " " << cath << endl;
0df3ca52 156
157 AliMUONDigit *mdig;
158 Int_t digit;
159
c1aed84f 160 Bool_t eEOC = kTRUE; // end-of-cluster
cc87ebcd 161 for (digit = fPadBeg[cath]; digit < ndigits[cath]; digit++) {
2b1e4f0e 162 mdig = AliMUONClusterInput::Instance()->Digit(cath,digit);
0df3ca52 163 if (first) {
164 // Find first unused pad
165 if (fUsed[cath][digit]) continue;
0627f609 166 //if (!fSegmentation[cath]->GetPadC(fInput->DetElemId(),mdig->PadX(),mdig->PadY(),xpad,ypad,zpad0)) {
167 if (!fSegmentation[cath]->HasPad(mdig->PadX(), mdig->PadY())) {
5a051e34 168 // Handle "non-existing" pads
169 fUsed[cath][digit] = kTRUE;
170 continue;
171 }
0627f609 172 fSegmentation[cath]->GetPadC(mdig->PadX(), mdig->PadY(), xpad, ypad, zpad0);
0df3ca52 173 } else {
174 if (fUsed[cath][digit]) continue;
0627f609 175 //if (!fSegmentation[cath]->GetPadC(fInput->DetElemId(),mdig->PadX(),mdig->PadY(),xpad,ypad,zpad)) {
176 if (!fSegmentation[cath]->HasPad(mdig->PadX(), mdig->PadY())) {
5a051e34 177 // Handle "non-existing" pads
178 fUsed[cath][digit] = kTRUE;
179 continue;
180 }
0627f609 181 fSegmentation[cath]->GetPadC(mdig->PadX(), mdig->PadY(), xpad, ypad, zpad);
182 //if (TMath::Abs(zpad-zpad0) > 0.1) continue; // different slats
0df3ca52 183 // Find a pad overlapping with the cluster
184 if (!Overlap(cath,mdig)) continue;
185 }
186 // Add pad - recursive call
187 AddPad(cath,digit);
2b1e4f0e 188 //AZ !!!!!! Temporary fix of St1 overlap regions !!!!!!!!
0627f609 189 /*
2b1e4f0e 190 if (cath && ch < 2) {
191 Int_t npads = fnPads[0] + fnPads[1] - 1;
192 Int_t cath1 = fPadIJ[0][npads];
193 Int_t idig = TMath::Nint (fXyq[5][npads]);
194 mdig = AliMUONClusterInput::Instance()->Digit(cath1,idig);
0627f609 195 //fSegmentation[cath1]->GetPadC(fInput->DetElemId(),mdig->PadX(),mdig->PadY(),xpad,ypad,zpad);
196 fSegmentation[cath1]->GetPadC(mdig->PadX(), mdig->PadY(), xpad, ypad, zpad);
2b1e4f0e 197 if (TMath::Abs(zpad-zpad0) > 0.1) zpad0 = zpad;
198 }
0627f609 199 */
c1aed84f 200 eEOC = kFALSE;
0df3ca52 201 if (digit >= 0) break;
202 }
c1aed84f 203 if (first && eEOC) {
0df3ca52 204 // No more unused pads
205 if (cath == 0) continue; // on cathode #0 - check #1
2b1e4f0e 206 else return; // No more clusters
0df3ca52 207 }
c1aed84f 208 if (eEOC) break; // cluster found
0df3ca52 209 first = kFALSE;
2b1e4f0e 210 if (fDebug) cout << " nPads: " << fnPads[cath] << " " << nShown[cath]+fnPads[cath] << " " << cath << endl;
0df3ca52 211 } // for (Int_t iii = 0;
212
2b1e4f0e 213 fZpad = zpad0;
1af223d7 214 if (fDraw) fDraw->DrawCluster();
2b1e4f0e 215
216 // Use MLEM for cluster finder
217 Int_t nMax = 1, localMax[100], maxPos[100];
218 Double_t maxVal[100];
0df3ca52 219
2b1e4f0e 220 if (CheckPrecluster(nShown)) {
221 BuildPixArray();
0627f609 222 //*
223 if (fnPads[0]+fnPads[1] > 50) nMax = FindLocalMaxima(fPixArray, localMax, maxVal);
2b1e4f0e 224 if (nMax > 1) TMath::Sort(nMax, maxVal, maxPos, kTRUE); // in decreasing order
225 Int_t iSimple = 0, nInX = -1, nInY;
226 PadsInXandY(nInX, nInY);
227 if (fDebug) cout << "Pads in X and Y: " << nInX << " " << nInY << endl;
5a051e34 228 if (nMax == 1 && nInX < 4 && nInY < 4) iSimple = 1; //1; // simple cluster
0627f609 229 //*/
230 /* For test
231 Int_t iSimple = 0, nInX = -1, nInY;
232 PadsInXandY(nInX, nInY);
233 if (fDebug) cout << "Pads in X and Y: " << nInX << " " << nInY << endl;
234 if (nMax == 1 && nInX < 4 && nInY < 4) iSimple = 1; //1; // simple cluster
235 if (!iSimple) nMax = FindLocalMaxima(fPixArray, localMax, maxVal);
236 nMax = 1;
237 if (nMax > 1) TMath::Sort(nMax, maxVal, maxPos, kTRUE); // in decreasing order
238 */
2b1e4f0e 239 for (Int_t i=0; i<nMax; i++) {
240 if (nMax > 1) FindCluster(localMax, maxPos[i]);
af82d8d2 241 MainLoop(iSimple);
2b1e4f0e 242 if (i < nMax-1) {
243 for (Int_t j=0; j<fnPads[0]+fnPads[1]; j++) {
244 if (fPadIJ[1][j] == 0) continue; // pad charge was not modified
245 fPadIJ[1][j] = 0;
246 fXyq[2][j] = fXyq[6][j]; // use backup charge value
247 }
248 }
0627f609 249 } // for (Int_t i=0; i<nMax;
250 if (nMax > 1) ((TH2D*) gROOT->FindObject("anode"))->Delete();
251 TH2D *mlem = (TH2D*) gROOT->FindObject("mlem");
252 if (mlem) mlem->Delete();
2b1e4f0e 253 }
1af223d7 254 if (!fDraw || fDraw->Next()) goto next;
0df3ca52 255}
256
257//_____________________________________________________________________________
258void AliMUONClusterFinderAZ::AddPad(Int_t cath, Int_t digit)
259{
d19b6003 260/// Add pad to the cluster
261
0627f609 262 AliMUONDigit *mdig = fInput->Digit(cath,digit);
0df3ca52 263
264 Int_t charge = mdig->Signal();
265 // get the center of the pad
0627f609 266 Float_t xpad, ypad, zpad0;
267 //if (!fSegmentation[cath]->GetPadC(fInput->DetElemId(),mdig->PadX(),mdig->PadY(),xpad,ypad,zpad0)) { // Handle "non-existing" pads
268 if (!fSegmentation[cath]->HasPad(mdig->PadX(), mdig->PadY())) {
5a051e34 269 fUsed[cath][digit] = kTRUE;
270 return;
271 }
0627f609 272 fSegmentation[cath]->GetPadC(mdig->PadX(), mdig->PadY(), xpad, ypad, zpad0);
273 Int_t isec = fSegmentation[cath]->Sector(mdig->PadX(), mdig->PadY());
0df3ca52 274 Int_t nPads = fnPads[0] + fnPads[1];
275 fXyq[0][nPads] = xpad;
276 fXyq[1][nPads] = ypad;
277 fXyq[2][nPads] = charge;
0627f609 278 fXyq[3][nPads] = fSegmentation[cath]->Dpx(isec)/2;
279 fXyq[4][nPads] = fSegmentation[cath]->Dpy(isec)/2;
0df3ca52 280 fXyq[5][nPads] = digit;
2b1e4f0e 281 fXyq[6][nPads] = 0;
0df3ca52 282 fPadIJ[0][nPads] = cath;
283 fPadIJ[1][nPads] = 0;
0627f609 284 fPadIJ[2][nPads] = mdig->PadX();
285 fPadIJ[3][nPads] = mdig->PadY();
0df3ca52 286 fUsed[cath][digit] = kTRUE;
0627f609 287 if (fDebug) printf(" bbb %d %d %f %f %f %f %f %4d %3d %3d \n", nPads, cath, xpad, ypad, zpad0, fXyq[3][nPads]*2, fXyq[4][nPads]*2, charge, mdig->PadX(), mdig->PadY());
0df3ca52 288 fnPads[cath]++;
289
290 // Check neighbours
291 Int_t nn, ix, iy, xList[10], yList[10];
292 AliMUONDigit *mdig1;
293
0627f609 294 Int_t ndigits = fInput->NDigits(cath);
295 fSegmentation[cath]->Neighbours(mdig->PadX(), mdig->PadY(), &nn, xList, yList);
296 for (Int_t in = 0; in < nn; in++) {
297 ix = xList[in];
298 iy = yList[in];
0df3ca52 299 for (Int_t digit1 = 0; digit1 < ndigits; digit1++) {
300 if (digit1 == digit) continue;
0627f609 301 mdig1 = fInput->Digit(cath,digit1);
0df3ca52 302 if (!fUsed[cath][digit1] && mdig1->PadX() == ix && mdig1->PadY() == iy) {
303 fUsed[cath][digit1] = kTRUE;
304 // Add pad - recursive call
305 AddPad(cath,digit1);
306 }
307 } //for (Int_t digit1 = 0;
0627f609 308 } // for (Int_t in = 0;
0df3ca52 309}
310
311//_____________________________________________________________________________
2b1e4f0e 312Bool_t AliMUONClusterFinderAZ::Overlap(Int_t cath, AliMUONDigit *mdig)
0df3ca52 313{
d19b6003 314/// Check if the pad from one cathode overlaps with a pad
315/// in the precluster on the other cathode
0df3ca52 316
0df3ca52 317 Float_t xpad, ypad, zpad;
0627f609 318 fSegmentation[cath]->GetPadC(mdig->PadX(), mdig->PadY(), xpad, ypad, zpad);
319 Int_t isec = fSegmentation[cath]->Sector(mdig->PadX(), mdig->PadY());
002920d1 320
2b1e4f0e 321 Float_t xy1[4], xy12[4];
0627f609 322 xy1[0] = xpad - fSegmentation[cath]->Dpx(isec)/2;
323 xy1[1] = xy1[0] + fSegmentation[cath]->Dpx(isec);
324 xy1[2] = ypad - fSegmentation[cath]->Dpy(isec)/2;
325 xy1[3] = xy1[2] + fSegmentation[cath]->Dpy(isec);
0df3ca52 326 //cout << " ok " << fnPads[0]+fnPads[1] << xy1[0] << xy1[1] << xy1[2] << xy1[3] << endl;
327
328 Int_t cath1 = TMath::Even(cath);
329 for (Int_t i=0; i<fnPads[0]+fnPads[1]; i++) {
330 if (fPadIJ[0][i] != cath1) continue;
331 if (Overlap(xy1, i, xy12, 0)) return kTRUE;
332 }
333 return kFALSE;
334}
335
336//_____________________________________________________________________________
337Bool_t AliMUONClusterFinderAZ::Overlap(Float_t *xy1, Int_t iPad, Float_t *xy12, Int_t iSkip)
338{
d19b6003 339/// Check if the pads xy1 and iPad overlap and return overlap area
0df3ca52 340
341 Float_t xy2[4];
342 xy2[0] = fXyq[0][iPad] - fXyq[3][iPad];
343 xy2[1] = fXyq[0][iPad] + fXyq[3][iPad];
344 if (xy1[0] > xy2[1]-1.e-4 || xy1[1] < xy2[0]+1.e-4) return kFALSE;
345 xy2[2] = fXyq[1][iPad] - fXyq[4][iPad];
346 xy2[3] = fXyq[1][iPad] + fXyq[4][iPad];
347 if (xy1[2] > xy2[3]-1.e-4 || xy1[3] < xy2[2]+1.e-4) return kFALSE;
348 if (!iSkip) return kTRUE; // just check overlap (w/out computing the area)
349 xy12[0] = TMath::Max (xy1[0],xy2[0]);
350 xy12[1] = TMath::Min (xy1[1],xy2[1]);
351 xy12[2] = TMath::Max (xy1[2],xy2[2]);
352 xy12[3] = TMath::Min (xy1[3],xy2[3]);
353 return kTRUE;
354}
355
0df3ca52 356//_____________________________________________________________________________
357Bool_t AliMUONClusterFinderAZ::CheckPrecluster(Int_t *nShown)
358{
d19b6003 359/// Check precluster in order to attempt to simplify it (mostly for
360/// two-cathode preclusters)
0df3ca52 361
2b1e4f0e 362 Int_t i1, i2, cath=0, digit=0;
0df3ca52 363 Float_t xy1[4], xy12[4];
364
365 Int_t npad = fnPads[0] + fnPads[1];
2b1e4f0e 366 if (npad == 1) {
367 // Disregard one-pad clusters (leftovers from splitting)
368 nShown[0] += fnPads[0];
369 nShown[1] += fnPads[1];
370 return kFALSE;
371 }
0df3ca52 372
373 // If pads have the same size take average of pads on both cathodes
0627f609 374 //Int_t sameSize = (fnPads[0] && fnPads[1]) ? 1 : 0;
375 Int_t sameSize = 0; //AZ - 17-01-06
376
0df3ca52 377 if (sameSize) {
378 Double_t xSize = -1, ySize = 0;
379 for (Int_t i=0; i<npad; i++) {
380 if (fXyq[2][i] < 0) continue;
381 if (xSize < 0) { xSize = fXyq[3][i]; ySize = fXyq[4][i]; }
382 if (TMath::Abs(xSize-fXyq[3][i]) > 1.e-4 || TMath::Abs(ySize-fXyq[4][i]) > 1.e-4) { sameSize = 0; break; }
383 }
384 } // if (sameSize)
2b1e4f0e 385 if (sameSize && fnPads[0] == 1 && fnPads[1] == 1) sameSize = 0; //AZ
5a051e34 386 // Handle shift by half a pad in Station 1
387 if (sameSize) {
388 Int_t cath0 = fPadIJ[0][0];
389 for (Int_t i = 1; i < npad; i++) {
390 if (fPadIJ[0][i] == cath0) continue;
391 Double_t dx = TMath::Abs ((fXyq[0][i] - fXyq[0][0]) / fXyq[3][i] / 2);
392 Int_t idx = (Int_t) TMath::Abs ((fXyq[0][i] - fXyq[0][0]) / fXyq[3][i] / 2);
393 if (TMath::Abs (dx - idx) > 0.001) sameSize = 0;
394 break;
395 }
396 } // if (sameSize)
397
2b1e4f0e 398 if (sameSize && (fnPads[0] >= 2 || fnPads[1] >= 2)) {
0df3ca52 399 nShown[0] += fnPads[0];
400 nShown[1] += fnPads[1];
401 fnPads[0] = fnPads[1] = 0;
402 Int_t div;
403 for (Int_t i=0; i<npad; i++) {
404 if (fXyq[2][i] < 0) continue; // used pad
405 fXyq[2][fnPads[0]] = fXyq[2][i];
406 div = 1;
2b1e4f0e 407 cath = fPadIJ[0][i];
0df3ca52 408 for (Int_t j=i+1; j<npad; j++) {
409 if (fPadIJ[0][j] == fPadIJ[0][i]) continue; // same cathode
410 if (TMath::Abs(fXyq[0][j]-fXyq[0][i]) > 1.e-4) continue;
411 if (TMath::Abs(fXyq[1][j]-fXyq[1][i]) > 1.e-4) continue;
412 fXyq[2][fnPads[0]] += fXyq[2][j];
413 div = 2;
414 fXyq[2][j] = -2;
2b1e4f0e 415 if (cath) fXyq[5][fnPads[0]] = fXyq[5][j]; // save digit number for cath 0
0df3ca52 416 break;
417 }
2b1e4f0e 418 // Flag that the digit from the other cathode
419 if (cath && div == 1) fXyq[5][fnPads[0]] = -fXyq[5][i] - 1;
420 // If low pad charge take the other equal to 0
0627f609 421 //if (div == 1 && fXyq[2][fnPads[0]] < fgkZeroSuppression + 1.5*3) div = 2;
0df3ca52 422 fXyq[2][fnPads[0]] /= div;
423 fXyq[0][fnPads[0]] = fXyq[0][i];
424 fXyq[1][fnPads[0]] = fXyq[1][i];
0627f609 425 fPadIJ[2][fnPads[0]] = fPadIJ[2][i];
426 fPadIJ[3][fnPads[0]] = fPadIJ[3][i];
0df3ca52 427 fPadIJ[0][fnPads[0]++] = 0;
428 }
429 } // if (sameSize)
430
431 // Check if one-cathode precluster
432 i1 = fnPads[0]!=0 ? 0 : 1;
433 i2 = fnPads[1]!=0 ? 1 : 0;
434
435 if (i1 != i2) { // two-cathode
436
437 Int_t *flags = new Int_t[npad];
438 for (Int_t i=0; i<npad; i++) { flags[i] = 0; }
439
440 // Check pad overlaps
441 for (Int_t i=0; i<npad; i++) {
442 if (fPadIJ[0][i] != i1) continue;
443 xy1[0] = fXyq[0][i] - fXyq[3][i];
444 xy1[1] = fXyq[0][i] + fXyq[3][i];
445 xy1[2] = fXyq[1][i] - fXyq[4][i];
446 xy1[3] = fXyq[1][i] + fXyq[4][i];
447 for (Int_t j=0; j<npad; j++) {
448 if (fPadIJ[0][j] != i2) continue;
449 if (!Overlap(xy1, j, xy12, 0)) continue;
450 flags[i] = flags[j] = 1; // mark overlapped pads
451 } // for (Int_t j=0;
452 } // for (Int_t i=0;
453
454 // Check if all pads overlap
2b1e4f0e 455 Int_t nFlags=0;
456 for (Int_t i=0; i<npad; i++) {
457 if (flags[i]) continue;
458 nFlags ++;
1af223d7 459 if (fDebug) cout << i << " " << fPadIJ[0][i] << " " << fXyq[0][i] << " " << fXyq[1][i] << endl;
2b1e4f0e 460 }
461 if (fDebug && nFlags) cout << " nFlags = " << nFlags << endl;
0df3ca52 462 //if (nFlags > 2 || (Float_t)nFlags / npad > 0.2) { // why 2 ??? - empirical choice
0627f609 463 if (nFlags > 0) {
0df3ca52 464 for (Int_t i=0; i<npad; i++) {
465 if (flags[i]) continue;
466 digit = TMath::Nint (fXyq[5][i]);
467 cath = fPadIJ[0][i];
1af223d7 468 // Check for edge effect (missing pads on the other cathode)
469 Int_t cath1 = TMath::Even(cath), ix, iy;
0627f609 470 ix = iy = 0;
471 //if (!fSegmentation[cath1]->GetPadI(fInput->DetElemId(),fXyq[0][i],fXyq[1][i],fZpad,ix,iy)) continue;
472 if (!fSegmentation[cath1]->HasPad(fXyq[0][i], fXyq[1][i], fZpad)) continue;
473 if (nFlags == 1 && fXyq[2][i] < fgkZeroSuppression * 3) continue;
0df3ca52 474 fUsed[cath][digit] = kFALSE; // release pad
475 fXyq[2][i] = -2;
476 fnPads[cath]--;
477 }
cc87ebcd 478 if (fDraw) fDraw->UpdateCluster(npad);
0df3ca52 479 } // if (nFlags > 2)
480
481 // Check correlations of cathode charges
482 if (fnPads[0] && fnPads[1]) { // two-cathode
483 Double_t sum[2]={0};
484 Int_t over[2] = {1, 1};
485 for (Int_t i=0; i<npad; i++) {
486 cath = fPadIJ[0][i];
487 if (fXyq[2][i] > 0) sum[cath] += fXyq[2][i];
0627f609 488 if (fXyq[2][i] > fgkSaturation-1) over[cath] = 0;
0df3ca52 489 }
2b1e4f0e 490 if (fDebug) cout << " Total charge: " << sum[0] << " " << sum[1] << endl;
0df3ca52 491 if ((over[0] || over[1]) && TMath::Abs(sum[0]-sum[1])/(sum[0]+sum[1])*2 > 1) { // 3 times difference
2b1e4f0e 492 if (fDebug) cout << " Release " << endl;
0df3ca52 493 // Big difference
cc87ebcd 494 cath = sum[0] > sum[1] ? 0 : 1;
495 Int_t imax = 0, imin = 0;
496 Double_t cmax = -1, cmin = 9999, dxMin = 0, dyMin = 0;
0df3ca52 497 Double_t *dist = new Double_t[npad];
cc87ebcd 498 for (Int_t i = 0; i < npad; i++) {
499 if (fPadIJ[0][i] != cath || fXyq[2][i] < 0) continue;
500 if (fXyq[2][i] < cmin) {
501 cmin = fXyq[2][i];
502 imin = i;
503 }
0df3ca52 504 if (fXyq[2][i] < cmax) continue;
505 cmax = fXyq[2][i];
506 imax = i;
507 }
508 // Arrange pads according to their distance to the max,
509 // normalized to the pad size
cc87ebcd 510 for (Int_t i = 0; i < npad; i++) {
0df3ca52 511 dist[i] = 0;
cc87ebcd 512 if (fPadIJ[0][i] != cath || fXyq[2][i] < 0) continue;
0df3ca52 513 if (i == imax) continue;
cc87ebcd 514 Double_t dx = (fXyq[0][i] - fXyq[0][imax]) / fXyq[3][imax] / 2;
515 Double_t dy = (fXyq[1][i] - fXyq[1][imax]) / fXyq[4][imax] / 2;
516 dist[i] = TMath::Sqrt (dx * dx + dy * dy);
517 if (i == imin) {
e8fb921b 518 cmin = dist[i] + 0.001; // distance to the pad with minimum charge
cc87ebcd 519 dxMin = dx;
520 dyMin = dy;
521 }
0df3ca52 522 }
523 TMath::Sort(npad, dist, flags, kFALSE); // in increasing order
524 Int_t indx;
525 Double_t xmax = -1;
cc87ebcd 526 for (Int_t i = 0; i < npad; i++) {
0df3ca52 527 indx = flags[i];
cc87ebcd 528 if (fPadIJ[0][indx] != cath || fXyq[2][indx] < 0) continue;
529 if (dist[indx] > cmin) {
530 // Farther than the minimum pad
531 Double_t dx = (fXyq[0][indx] - fXyq[0][imax]) / fXyq[3][imax] / 2;
532 Double_t dy = (fXyq[1][indx] - fXyq[1][imax]) / fXyq[4][imax] / 2;
533 dx *= dxMin;
534 dy *= dyMin;
535 if (dx >= 0 && dy >= 0) continue;
536 if (TMath::Abs(dx) > TMath::Abs(dy) && dx >= 0) continue;
537 if (TMath::Abs(dy) > TMath::Abs(dx) && dy >= 0) continue;
538 }
539 if (fXyq[2][indx] <= cmax || TMath::Abs(dist[indx]-xmax) < 1.e-3) {
0df3ca52 540 // Release pads
cc87ebcd 541 if (TMath::Abs(dist[indx]-xmax) < 1.e-3)
cd747ddb 542 cmax = TMath::Max((Double_t)(fXyq[2][indx]),cmax);
0df3ca52 543 else cmax = fXyq[2][indx];
544 xmax = dist[indx];
545 digit = TMath::Nint (fXyq[5][indx]);
546 fUsed[cath][digit] = kFALSE;
547 fXyq[2][indx] = -2;
548 fnPads[cath]--;
cc87ebcd 549 }
550 } // for (Int_t i = 0; i < npad;
551
552 // Check pad overlaps once more
553 for (Int_t j = 0; j < npad; j++) flags[j] = 0;
554 for (Int_t k = 0; k < npad; k++) {
555 if (fXyq[2][k] < 0 || fPadIJ[0][k] != i1) continue;
556 xy1[0] = fXyq[0][k] - fXyq[3][k];
557 xy1[1] = fXyq[0][k] + fXyq[3][k];
558 xy1[2] = fXyq[1][k] - fXyq[4][k];
559 xy1[3] = fXyq[1][k] + fXyq[4][k];
560 for (Int_t j = 0; j < npad; j++) {
561 if (fXyq[2][j] < 0) continue;
562 if (fPadIJ[0][j] != i2) continue;
563 if (!Overlap(xy1, j, xy12, 0)) continue;
564 flags[k] = flags[j] = 1; // mark overlapped pads
565 } // for (Int_t j = 0;
566 } // for (Int_t k = 0;
567 nFlags = 0;
568 for (Int_t j = 0; j < npad; j++) {
569 if (fXyq[2][j] < 0 || flags[j]) continue;
570 nFlags ++;
571 }
572 if (nFlags == fnPads[0] + fnPads[1]) {
573 // No overlap
574 for (Int_t j = 0; j < npad; j++) {
575 if (fXyq[2][j] < 0 || fPadIJ[0][j] != cath) continue;
576 fXyq[2][j] = -2;
577 fnPads[cath]--;
0df3ca52 578 }
cc87ebcd 579 }
0df3ca52 580 delete [] dist; dist = 0;
cc87ebcd 581 if (fDraw) fDraw->UpdateCluster(npad);
0df3ca52 582 } // TMath::Abs(sum[0]-sum[1])...
583 } // if (fnPads[0] && fnPads[1])
584 delete [] flags; flags = 0;
585 } // if (i1 != i2)
586
587 if (!sameSize) { nShown[0] += fnPads[0]; nShown[1] += fnPads[1]; }
588
589 // Move released pads to the right
590 Int_t beg = 0, end = npad-1, padij;
591 Double_t xyq;
592 while (beg < end) {
593 if (fXyq[2][beg] > 0) { beg++; continue; }
594 for (Int_t j=end; j>beg; j--) {
595 if (fXyq[2][j] < 0) continue;
596 end = j - 1;
0627f609 597 for (Int_t j1=0; j1<4; j1++) {
0df3ca52 598 padij = fPadIJ[j1][beg];
599 fPadIJ[j1][beg] = fPadIJ[j1][j];
600 fPadIJ[j1][j] = padij;
601 }
602 for (Int_t j1=0; j1<6; j1++) {
603 xyq = fXyq[j1][beg];
604 fXyq[j1][beg] = fXyq[j1][j];
605 fXyq[j1][j] = xyq;
606 }
607 break;
608 } // for (Int_t j=end;
609 beg++;
610 } // while
611 npad = fnPads[0] + fnPads[1];
94eb555e 612 if (npad > 500) {
613 AliWarning(Form(" *** Too large cluster. Give up. %d ", npad));
614 return kFALSE;
615 }
0df3ca52 616 // Back up charge value
1af223d7 617 for (Int_t j = 0; j < npad; j++) fXyq[6][j] = fXyq[2][j];
0df3ca52 618
619 return kTRUE;
620}
621
622//_____________________________________________________________________________
623void AliMUONClusterFinderAZ::BuildPixArray()
624{
d19b6003 625/// Build pixel array for MLEM method
0df3ca52 626
627 Int_t nPix=0, i1, i2;
628 Float_t xy1[4], xy12[4];
629 AliMUONPixel *pixPtr=0;
630
631 Int_t npad = fnPads[0] + fnPads[1];
632
633 // One cathode is empty
634 i1 = fnPads[0]!=0 ? 0 : 1;
635 i2 = fnPads[1]!=0 ? 1 : 0;
636
637 // Build array of pixels on anode plane
638 if (i1 == i2) { // one-cathode precluster
639 for (Int_t j=0; j<npad; j++) {
640 pixPtr = new AliMUONPixel();
641 for (Int_t i=0; i<2; i++) {
642 pixPtr->SetCoord(i, fXyq[i][j]); // pixel coordinates
643 pixPtr->SetSize(i, fXyq[i+3][j]); // pixel size
644 }
645 pixPtr->SetCharge(fXyq[2][j]); // charge
646 fPixArray->Add((TObject*)pixPtr);
647 nPix++;
648 }
649 } else { // two-cathode precluster
5a051e34 650 i1 = fPadIJ[0][0];
651 i2 = TMath::Even (i1);
652 for (Int_t i = 0; i < npad; i++) {
0df3ca52 653 if (fPadIJ[0][i] != i1) continue;
654 xy1[0] = fXyq[0][i] - fXyq[3][i];
655 xy1[1] = fXyq[0][i] + fXyq[3][i];
656 xy1[2] = fXyq[1][i] - fXyq[4][i];
657 xy1[3] = fXyq[1][i] + fXyq[4][i];
5a051e34 658 for (Int_t j = 1; j < npad; j++) {
0df3ca52 659 if (fPadIJ[0][j] != i2) continue;
660 if (!Overlap(xy1, j, xy12, 1)) continue;
661 pixPtr = new AliMUONPixel();
662 for (Int_t k=0; k<2; k++) {
663 pixPtr->SetCoord(k, (xy12[2*k]+xy12[2*k+1])/2); // pixel coordinates
664 pixPtr->SetSize(k, xy12[2*k+1]-pixPtr->Coord(k)); // size
665 }
666 pixPtr->SetCharge(TMath::Min (fXyq[2][i],fXyq[2][j])); //charge
667 fPixArray->Add((TObject*)pixPtr);
2b1e4f0e 668 //cout << nPix << " " << pixPtr->Coord(0) << " " << pixPtr->Size(0) << " " << pixPtr->Coord(1) << " " << pixPtr->Size(1) << " " << pixPtr->Charge() << endl;
0df3ca52 669 nPix++;
670 } // for (Int_t j=0;
671 } // for (Int_t i=0;
672 } // else
673
5a051e34 674 Float_t xPadMin = 999, yPadMin = 999;
675 for (Int_t i = 0; i < npad; i++) {
676 xPadMin = TMath::Min (xPadMin, fXyq[3][i]);
677 yPadMin = TMath::Min (yPadMin, fXyq[4][i]);
678 }
679 if (fDebug) cout << xPadMin << " " << yPadMin << endl;
680
681 Float_t wxmin = 999, wymin = 999;
682 for (Int_t i = 0; i < nPix; i++) {
683 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
684 wxmin = TMath::Min ((Double_t)wxmin, pixPtr->Size(0));
685 wymin = TMath::Min ((Double_t)wymin, pixPtr->Size(1));
0df3ca52 686 }
2b1e4f0e 687 if (fDebug) cout << wxmin << " " << wymin << endl;
5a051e34 688 wxmin = TMath::Abs (wxmin - xPadMin/2) > 0.001 ? xPadMin : xPadMin / 2;
689 wymin = TMath::Abs (wymin - yPadMin/2) > 0.001 ? yPadMin : yPadMin / 2;
690 //wxmin = xPadMin; wymin = yPadMin;
0df3ca52 691
692 // Check if small pixel X-size
2b1e4f0e 693 AdjustPixel(wxmin, 0);
0df3ca52 694 // Check if small pixel Y-size
2b1e4f0e 695 AdjustPixel(wymin, 1);
0df3ca52 696 // Check if large pixel size
2b1e4f0e 697 AdjustPixel(wxmin, wymin);
0df3ca52 698
699 // Remove discarded pixels
700 for (Int_t i=0; i<nPix; i++) {
701 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
702 //pixPtr->Print();
703 if (pixPtr->Charge() < 1) { fPixArray->RemoveAt(i); delete pixPtr; }// discarded pixel
704 }
705 fPixArray->Compress();
706 nPix = fPixArray->GetEntriesFast();
707
708 if (nPix > npad) {
2b1e4f0e 709 if (fDebug) cout << nPix << endl;
0df3ca52 710 // Too many pixels - sort and remove pixels with the lowest signal
711 fPixArray->Sort();
712 for (Int_t i=npad; i<nPix; i++) {
713 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
714 //pixPtr->Print();
715 fPixArray->RemoveAt(i);
716 delete pixPtr;
717 }
718 nPix = npad;
719 } // if (nPix > npad)
720
721 // Set pixel charges to the same value (for MLEM)
722 for (Int_t i=0; i<nPix; i++) {
723 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
724 //pixPtr->SetCharge(10);
2b1e4f0e 725 if (fDebug) cout << i+1 << " " << pixPtr->Coord(0) << " " << pixPtr->Coord(1) << " " << pixPtr->Size(0) << " " << pixPtr->Size(1) << endl;
0df3ca52 726 }
727}
728
729//_____________________________________________________________________________
2b1e4f0e 730void AliMUONClusterFinderAZ::AdjustPixel(Float_t width, Int_t ixy)
0df3ca52 731{
d19b6003 732/// Check if some pixels have small size (adjust if necessary)
0df3ca52 733
734 AliMUONPixel *pixPtr, *pixPtr1 = 0;
735 Int_t ixy1 = TMath::Even(ixy);
736 Int_t nPix = fPixArray->GetEntriesFast();
737
738 for (Int_t i=0; i<nPix; i++) {
739 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
740 if (pixPtr->Charge() < 1) continue; // discarded pixel
741 if (pixPtr->Size(ixy)-width < -1.e-4) {
742 // try to merge
2b1e4f0e 743 if (fDebug) cout << i << " Small X or Y: " << ixy << " " << pixPtr->Size(ixy) << " " << width << " " << pixPtr->Coord(0) << " " << pixPtr->Coord(1) << endl;
0df3ca52 744 for (Int_t j=i+1; j<nPix; j++) {
745 pixPtr1 = (AliMUONPixel*) fPixArray->UncheckedAt(j);
746 if (pixPtr1->Charge() < 1) continue; // discarded pixel
747 if (TMath::Abs(pixPtr1->Size(ixy)-width) < 1.e-4) continue; // right size
748 if (TMath::Abs(pixPtr1->Coord(ixy1)-pixPtr->Coord(ixy1)) > 1.e-4) continue; // different rows/columns
749 if (TMath::Abs(pixPtr1->Coord(ixy)-pixPtr->Coord(ixy)) < 2*width) {
750 // merge
2b1e4f0e 751 Double_t tmp = pixPtr->Coord(ixy) + pixPtr1->Size(ixy) *
752 TMath::Sign (1., pixPtr1->Coord(ixy) - pixPtr->Coord(ixy));
753 pixPtr->SetCoord(ixy, tmp);
0df3ca52 754 pixPtr->SetSize(ixy, width);
0df3ca52 755 pixPtr->SetCharge(TMath::Min (pixPtr->Charge(),pixPtr1->Charge()));
756 pixPtr1->SetCharge(0);
757 pixPtr1 = 0;
758 break;
759 }
760 } // for (Int_t j=i+1;
761 //if (!pixPtr1) { cout << " I am here!" << endl; pixPtr->SetSize(ixy, width); } // ???
762 //else if (pixPtr1->Charge() > 0.5 || i == nPix-1) {
763 if (pixPtr1 || i == nPix-1) {
764 // edge pixel - just increase its size
2b1e4f0e 765 if (fDebug) cout << " Edge ..." << endl;
0df3ca52 766 for (Int_t j=0; j<fnPads[0]+fnPads[1]; j++) {
2b1e4f0e 767 //if (fPadIJ[0][j] != ixy1) continue;
5a051e34 768 //???-check if (TMath::Abs(pixPtr->Coord(ixy1)-fXyq[ixy1][j]) > 1.e-4) continue;
0df3ca52 769 if (pixPtr->Coord(ixy) < fXyq[ixy][j])
2b1e4f0e 770 //pixPtr->Shift(ixy, -pixPtr->Size(ixy));
771 pixPtr->Shift(ixy, pixPtr->Size(ixy)-width);
772 //else pixPtr->Shift(ixy, pixPtr->Size(ixy));
773 else pixPtr->Shift(ixy, -pixPtr->Size(ixy)+width);
0df3ca52 774 pixPtr->SetSize(ixy, width);
775 break;
776 }
777 }
778 } // if (pixPtr->Size(ixy)-width < -1.e-4)
779 } // for (Int_t i=0; i<nPix;
780 return;
781}
782
783//_____________________________________________________________________________
2b1e4f0e 784void AliMUONClusterFinderAZ::AdjustPixel(Float_t wxmin, Float_t wymin)
0df3ca52 785{
d19b6003 786/// Check if some pixels have large size (adjust if necessary)
0df3ca52 787
cc87ebcd 788 Int_t n1[2], n2[2], iOK = 1, nPix = fPixArray->GetEntriesFast();
789 AliMUONPixel *pixPtr, pix;
af82d8d2 790 Double_t xy0[2] = {9999, 9999}, wxy[2], dist[2] = {0};
0df3ca52 791
792 // Check if large pixel size
cc87ebcd 793 for (Int_t i = 0; i < nPix; i++) {
0df3ca52 794 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
795 if (pixPtr->Charge() < 1) continue; // discarded pixel
cc87ebcd 796 if (pixPtr->Size(0) - wxmin < 1.e-4) {
797 if (xy0[0] > 9998) xy0[0] = pixPtr->Coord(0); // position of a "normal" pixel
798 if (pixPtr->Size(1) - wymin < 1.e-4) {
799 if (xy0[1] > 9998) xy0[1] = pixPtr->Coord(1); // position of a "normal" pixel
800 continue;
801 } else iOK = 0; // large pixel
802 } else {
803 iOK = 0; // large pixel
804 if (xy0[1] > 9998 && pixPtr->Size(1) - wymin < 1.e-4) xy0[1] = pixPtr->Coord(1); // "normal" pixel
805 }
806 if (xy0[0] < 9998 && xy0[1] < 9998) break;
807 }
808 if (iOK) return;
809
810 wxy[0] = wxmin;
811 wxy[1] = wymin;
812 //cout << xy0[0] << " " << xy0[1] << endl;
813 for (Int_t i = 0; i < nPix; i++) {
814 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
815 if (pixPtr->Charge() < 1) continue; // discarded pixel
816 n1[0] = n1[1] = 999;
817 n2[0] = n2[1] = 1;
818 for (Int_t j = 0; j < 2; j++) {
819 if (pixPtr->Size(j) - wxy[j] < 1.e-4) continue;
820 dist[j] = (pixPtr->Coord(j) - xy0[j]) / wxy[j] / 2; // normalized distance to "normal" pixel
821 n2[j] = TMath::Nint (pixPtr->Size(j) / wxy[j]);
822 n1[j] = n2[j] == 1 ? TMath::Nint(dist[j]) : (Int_t)dist[j];
823 }
824 if (n1[0] > 998 && n1[1] > 998) continue;
825 if (fDebug) cout << " Different " << pixPtr->Size(0) << " " << wxy[0] << " "
826 << pixPtr->Size(1) << " " << wxy[1] <<endl;
827
0627f609 828 if (n2[0] > 2 || n2[1] > 2) {
94eb555e 829 //cout << n2[0] << " " << n2[1] << endl;
0627f609 830 if (n2[0] > 2 && n1[0] < 999) n1[0]--;
831 if (n2[1] > 2 && n1[1] < 999) n1[1]--;
832 }
cc87ebcd 833 //cout << n1[0] << " " << n2[0] << " " << n1[1] << " " << n2[1] << endl;
834 pix = *pixPtr;
835 pix.SetSize(0, wxy[0]); pix.SetSize(1, wxy[1]);
836 //pixPtr->Print();
837 for (Int_t ii = 0; ii < n2[0]; ii++) {
838 if (n1[0] < 999) pix.SetCoord(0, xy0[0] + (n1[0] + TMath::Sign(1.,dist[0]) * ii) * 2 * wxy[0]);
839 for (Int_t jj = 0; jj < n2[1]; jj++) {
840 if (n1[1] < 999) pix.SetCoord(1, xy0[1] + (n1[1] + TMath::Sign(1.,dist[1]) * jj) * 2 * wxy[1]);
841 fPixArray->Add(new AliMUONPixel(pix));
842 //pix.Print();
0df3ca52 843 }
0df3ca52 844 }
cc87ebcd 845 pixPtr->SetCharge(0);
846 } // for (Int_t i = 0; i < nPix;
0df3ca52 847}
848
849//_____________________________________________________________________________
2b1e4f0e 850Bool_t AliMUONClusterFinderAZ::MainLoop(Int_t iSimple)
0df3ca52 851{
d19b6003 852/// Repeat MLEM algorithm until pixel size becomes sufficiently small
0df3ca52 853
854 TH2D *mlem;
855
856 Int_t ix, iy;
857 //Int_t nn, xList[10], yList[10];
858 Int_t nPix = fPixArray->GetEntriesFast();
0df3ca52 859 AliMUONPixel *pixPtr = 0;
860 Double_t *coef = 0, *probi = 0;
2b1e4f0e 861 AddVirtualPad(); // add virtual pads if necessary
862 Int_t npadTot = fnPads[0] + fnPads[1], npadOK = 0;
1af223d7 863 for (Int_t i = 0; i < npadTot; i++) if (fPadIJ[1][i] == 0) npadOK++;
864 if (fDraw) fDraw->ResetMuon();
0df3ca52 865
866 while (1) {
867
868 mlem = (TH2D*) gROOT->FindObject("mlem");
869 if (mlem) mlem->Delete();
870 // Calculate coefficients
2b1e4f0e 871 if (fDebug) cout << " nPix, npadTot, npadOK " << nPix << " " << npadTot << " " << npadOK << endl;
0df3ca52 872
873 // Calculate coefficients and pixel visibilities
874 coef = new Double_t [npadTot*nPix];
875 probi = new Double_t [nPix];
2b1e4f0e 876 for (Int_t ipix=0; ipix<nPix; ipix++) probi[ipix] = 0;
877 Int_t indx = 0, indx1 = 0, cath = 0;
878
879 for (Int_t j=0; j<npadTot; j++) {
880 indx = j*nPix;
881 if (fPadIJ[1][j] == 0) {
0df3ca52 882 cath = fPadIJ[0][j];
0627f609 883 ix = fPadIJ[2][j];
884 iy = fPadIJ[3][j];
885 fSegmentation[cath]->SetPad(ix, iy);
2b1e4f0e 886 /*
887 fSegmentation[cath]->Neighbours(fInput->DetElemId(),ix,iy,&nn,xList,yList);
888 if (nn != 4) {
889 cout << nn << ": ";
890 for (Int_t i=0; i<nn; i++) {cout << xList[i] << " " << yList[i] << ", ";}
891 cout << endl;
892 }
893 */
894 }
895
896 for (Int_t ipix=0; ipix<nPix; ipix++) {
897 indx1 = indx + ipix;
898 if (fPadIJ[1][j] < 0) { coef[indx1] = 0; continue; }
899 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(ipix);
0627f609 900 fSegmentation[cath]->SetHit(pixPtr->Coord(0), pixPtr->Coord(1), fZpad);
901 coef[indx1] = fInput->Mathieson()->IntXY(fInput->DetElemId(),fInput->Segmentation2(cath));
2b1e4f0e 902 probi[ipix] += coef[indx1];
903 } // for (Int_t ipix=0;
904 } // for (Int_t j=0;
905 for (Int_t ipix=0; ipix<nPix; ipix++) if (probi[ipix] < 0.01) pixPtr->SetCharge(0); // "invisible" pixel
0df3ca52 906
907 // MLEM algorithm
2b1e4f0e 908 Mlem(coef, probi, 15);
0df3ca52 909
cd747ddb 910 Double_t xylim[4] = {999, 999, 999, 999};
0df3ca52 911 for (Int_t ipix=0; ipix<nPix; ipix++) {
912 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(ipix);
cc87ebcd 913 //cout << ipix+1; pixPtr->Print();
0df3ca52 914 for (Int_t i=0; i<4; i++)
915 xylim[i] = TMath::Min (xylim[i], (i%2 ? -1 : 1)*pixPtr->Coord(i/2));
0df3ca52 916 }
917 for (Int_t i=0; i<4; i++) {
2b1e4f0e 918 xylim[i] -= pixPtr->Size(i/2); if (fDebug) cout << (i%2 ? -1 : 1)*xylim[i] << " "; }
919 if (fDebug) cout << endl;
0df3ca52 920
2b1e4f0e 921 // Adjust histogram to approximately the same limits as for the pads
0df3ca52 922 // (for good presentation)
1af223d7 923 if (fDraw) fDraw->AdjustHist(xylim, pixPtr);
924
0df3ca52 925 Int_t nx = TMath::Nint ((-xylim[1]-xylim[0])/pixPtr->Size(0)/2);
926 Int_t ny = TMath::Nint ((-xylim[3]-xylim[2])/pixPtr->Size(1)/2);
2b1e4f0e 927
0df3ca52 928 mlem = new TH2D("mlem","mlem",nx,xylim[0],-xylim[1],ny,xylim[2],-xylim[3]);
929 for (Int_t ipix=0; ipix<nPix; ipix++) {
930 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(ipix);
931 mlem->Fill(pixPtr->Coord(0),pixPtr->Coord(1),pixPtr->Charge());
932 }
1af223d7 933 if (fDraw) fDraw->DrawHist("c2", mlem);
0df3ca52 934
935 // Check if the total charge of pixels is too low
936 Double_t qTot = 0;
937 for (Int_t i=0; i<nPix; i++) {
938 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
939 qTot += pixPtr->Charge();
940 }
2b1e4f0e 941 if (qTot < 1.e-4 || npadOK < 3 && qTot < 7) {
0df3ca52 942 delete [] coef; delete [] probi; coef = 0; probi = 0;
943 fPixArray->Delete();
2b1e4f0e 944 for (Int_t i=0; i<npadTot; i++) if (fPadIJ[1][i] == 0) fPadIJ[1][i] = -1;
0df3ca52 945 return kFALSE;
946 }
947
948 // Plot data - expectation
949 /*
950 Double_t x, y, cont;
951 for (Int_t j=0; j<npadTot; j++) {
952 Double_t sum1 = 0;
953 for (Int_t i=0; i<nPix; i++) {
954 // Caculate expectation
955 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
956 sum1 += pixPtr->Charge()*coef[j*nPix+i];
957 }
0627f609 958 sum1 = TMath::Min (sum1,fgkSaturation);
0df3ca52 959 x = fXyq[0][j];
960 y = fXyq[1][j];
961 cath = fPadIJ[0][j];
962 Int_t ihist = cath*2;
963 ix = fHist[ihist]->GetXaxis()->FindBin(x);
964 iy = fHist[ihist]->GetYaxis()->FindBin(y);
965 cont = fHist[ihist]->GetCellContent(ix,iy);
966 if (cont == 0 && fHist[ihist+1]) {
967 ihist += 1;
968 ix = fHist[ihist]->GetXaxis()->FindBin(x);
969 iy = fHist[ihist]->GetYaxis()->FindBin(y);
970 }
971 fHist[ihist]->SetBinContent(ix,iy,fXyq[2][j]-sum1);
972 }
973 ((TCanvas*)gROOT->FindObject("c1"))->cd(1);
974 //gPad->SetTheta(55);
975 //gPad->SetPhi(30);
976 //mlem->Draw("lego1");
977 gPad->Modified();
978 ((TCanvas*)gROOT->FindObject("c1"))->cd(2);
979 gPad->Modified();
980 */
981
2b1e4f0e 982 if (iSimple) {
983 // Simple cluster - skip further passes thru EM-procedure
2b1e4f0e 984 Simple();
985 delete [] coef; delete [] probi; coef = 0; probi = 0;
986 fPixArray->Delete();
987 return kTRUE;
988 }
989
0df3ca52 990 // Calculate position of the center-of-gravity around the maximum pixel
991 Double_t xyCOG[2];
992 FindCOG(mlem, xyCOG);
993
994 if (TMath::Min(pixPtr->Size(0),pixPtr->Size(1)) < 0.07 && pixPtr->Size(0) > pixPtr->Size(1)) break;
2b1e4f0e 995 //if (TMath::Min(pixPtr->Size(0),pixPtr->Size(1)) < 0.007 && pixPtr->Size(0) > pixPtr->Size(1)) break;
0df3ca52 996 //if (TMath::Min(pixPtr->Size(0),pixPtr->Size(1)) >= 0.07 || pixPtr->Size(0) < pixPtr->Size(1)) {
997 // Sort pixels according to the charge
998 fPixArray->Sort();
999 /*
1000 for (Int_t i=0; i<nPix; i++) {
1001 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
1002 cout << i+1; pixPtr->Print();
1003 }
1004 */
1005 Double_t pixMin = 0.01*((AliMUONPixel*)fPixArray->UncheckedAt(0))->Charge();
1006 pixMin = TMath::Min (pixMin,50.);
1007
1008 // Decrease pixel size and shift pixels to make them centered at
1009 // the maximum one
1010 indx = (pixPtr->Size(0)>pixPtr->Size(1)) ? 0 : 1;
1011 Double_t width = 0, shift[2]={0};
1012 ix = 1;
1013 for (Int_t i=0; i<4; i++) xylim[i] = 999;
1014 Int_t nPix1 = nPix; nPix = 0;
1015 for (Int_t ipix=0; ipix<nPix1; ipix++) {
1016 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(ipix);
1017 if (nPix >= npadOK) { // too many pixels already
1018 fPixArray->RemoveAt(ipix);
1019 delete pixPtr;
1020 continue;
1021 }
1022 if (pixPtr->Charge() < pixMin) { // low charge
1023 fPixArray->RemoveAt(ipix);
1024 delete pixPtr;
1025 continue;
1026 }
1027 for (Int_t i=0; i<2; i++) {
1028 if (!i) {
1029 pixPtr->SetCharge(10);
1030 pixPtr->SetSize(indx, pixPtr->Size(indx)/2);
1031 width = -pixPtr->Size(indx);
1032 pixPtr->Shift(indx, width);
1033 // Shift pixel position
1034 if (ix) {
1035 ix = 0;
1036 for (Int_t j=0; j<2; j++) {
1037 shift[j] = pixPtr->Coord(j) - xyCOG[j];
1038 shift[j] -= ((Int_t)(shift[j]/pixPtr->Size(j)/2))*pixPtr->Size(j)*2;
1039 }
1040 //cout << ipix << " " << i << " " << shift[0] << " " << shift[1] << endl;
1041 } // if (ix)
1042 pixPtr->Shift(0, -shift[0]);
1043 pixPtr->Shift(1, -shift[1]);
1044 } else {
1045 pixPtr = new AliMUONPixel(*pixPtr);
1046 pixPtr->Shift(indx, -2*width);
1047 fPixArray->Add((TObject*)pixPtr);
1048 } // else
1049 //pixPtr->Print();
1050 for (Int_t i=0; i<4; i++)
1051 xylim[i] = TMath::Min (xylim[i], (i%2 ? -1 : 1)*pixPtr->Coord(i/2));
1052 } // for (Int_t i=0; i<2;
1053 nPix += 2;
1054 } // for (Int_t ipix=0;
1055
1056 fPixArray->Compress();
1057 nPix = fPixArray->GetEntriesFast();
1058
1059 // Remove excessive pixels
1060 if (nPix > npadOK) {
1061 for (Int_t ipix=npadOK; ipix<nPix; ipix++) {
1062 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(ipix);
1063 fPixArray->RemoveAt(ipix);
1064 delete pixPtr;
1065 }
1066 } else {
1067 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(0);
1068 // add pixels if the maximum is at the limit of pixel area
1069 // start from Y-direction
1070 Int_t j = 0;
1071 for (Int_t i=3; i>-1; i--) {
1072 if (nPix < npadOK &&
1073 TMath::Abs((i%2 ? -1 : 1)*xylim[i]-xyCOG[i/2]) < pixPtr->Size(i/2)) {
1074 pixPtr = new AliMUONPixel(*pixPtr);
1075 pixPtr->SetCoord(i/2, xyCOG[i/2]+(i%2 ? 2:-2)*pixPtr->Size(i/2));
1076 j = TMath::Even (i/2);
1077 pixPtr->SetCoord(j, xyCOG[j]);
1078 fPixArray->Add((TObject*)pixPtr);
1079 nPix++;
1080 }
1081 }
1082 } // else
1083
1084 fPixArray->Compress();
1085 nPix = fPixArray->GetEntriesFast();
1086 delete [] coef; delete [] probi; coef = 0; probi = 0;
1087 } // while (1)
1088
1089 // remove pixels with low signal or low visibility
1090 // Cuts are empirical !!!
1091 Double_t thresh = TMath::Max (mlem->GetMaximum()/100.,1.);
1092 thresh = TMath::Min (thresh,50.);
1093 Double_t cmax = -1, charge = 0;
1094 for (Int_t i=0; i<nPix; i++) cmax = TMath::Max (cmax,probi[i]);
2b1e4f0e 1095 //cout << thresh << " " << cmax << " " << cmax*0.9 << endl;
0df3ca52 1096 // Mark pixels which should be removed
1097 for (Int_t i=0; i<nPix; i++) {
1098 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
1099 charge = pixPtr->Charge();
1100 if (charge < thresh) pixPtr->SetCharge(-charge);
2b1e4f0e 1101 //else if (cmax > 1.91) {
1102 // if (probi[i] < 1.9) pixPtr->SetCharge(-charge);
1103 //}
1104 //AZ else if (probi[i] < cmax*0.9) pixPtr->SetCharge(-charge);
0627f609 1105 //18-01-06 else if (probi[i] < cmax*0.8) pixPtr->SetCharge(-charge);
2b1e4f0e 1106 //cout << i << " " << pixPtr->Coord(0) << " " << pixPtr->Coord(1) << " " << charge << " " << probi[i] << endl;
0df3ca52 1107 }
1108 // Move charge of removed pixels to their nearest neighbour (to keep total charge the same)
1109 Int_t near = 0;
1110 for (Int_t i=0; i<nPix; i++) {
1111 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
1112 charge = pixPtr->Charge();
1113 if (charge > 0) continue;
1114 near = FindNearest(pixPtr);
1115 pixPtr->SetCharge(0);
2b1e4f0e 1116 probi[i] = 0; // make it "invisible"
0df3ca52 1117 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(near);
2b1e4f0e 1118 pixPtr->SetCharge(pixPtr->Charge() + (-charge));
0df3ca52 1119 }
2b1e4f0e 1120 Mlem(coef,probi,2);
0df3ca52 1121 // Update histogram
1122 for (Int_t i=0; i<nPix; i++) {
1123 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
1124 ix = mlem->GetXaxis()->FindBin(pixPtr->Coord(0));
1125 iy = mlem->GetYaxis()->FindBin(pixPtr->Coord(1));
1126 mlem->SetBinContent(ix, iy, pixPtr->Charge());
1127 }
1af223d7 1128 if (fDraw) fDraw->DrawHist("c2", mlem);
0df3ca52 1129
0df3ca52 1130 // Try to split into clusters
1131 Bool_t ok = kTRUE;
1132 if (mlem->GetSum() < 1) ok = kFALSE;
1133 else Split(mlem, coef);
1134 delete [] coef; delete [] probi; coef = 0; probi = 0;
1135 fPixArray->Delete();
1136 return ok;
1137}
1138
1139//_____________________________________________________________________________
2b1e4f0e 1140void AliMUONClusterFinderAZ::Mlem(Double_t *coef, Double_t *probi, Int_t nIter)
0df3ca52 1141{
d19b6003 1142/// Use MLEM to find pixel charges
0df3ca52 1143
1144 Int_t nPix = fPixArray->GetEntriesFast();
1145 Int_t npad = fnPads[0] + fnPads[1];
1146 Double_t *probi1 = new Double_t [nPix];
2b1e4f0e 1147 Double_t probMax = 0;
0df3ca52 1148 Int_t indx, indx1;
1149 AliMUONPixel *pixPtr;
1150
2b1e4f0e 1151 for (Int_t ipix=0; ipix<nPix; ipix++) if (probi[ipix] > probMax) probMax = probi[ipix];
1152 for (Int_t iter=0; iter<nIter; iter++) {
0df3ca52 1153 // Do iterations
1154 for (Int_t ipix=0; ipix<nPix; ipix++) {
1155 // Correct each pixel
1156 if (probi[ipix] < 0.01) continue; // skip "invisible" pixel
1157 Double_t sum = 0;
2b1e4f0e 1158 //probi1[ipix] = probi[ipix];
1159 probi1[ipix] = probMax;
0df3ca52 1160 for (Int_t j=0; j<npad; j++) {
1161 if (fPadIJ[1][j] < 0) continue;
1162 Double_t sum1 = 0;
1163 indx1 = j*nPix;
1164 indx = indx1 + ipix;
1165 for (Int_t i=0; i<nPix; i++) {
1166 // Caculate expectation
1167 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
1168 sum1 += pixPtr->Charge()*coef[indx1+i];
1169 } // for (Int_t i=0;
0627f609 1170 if (fXyq[2][j] > fgkSaturation-1 && sum1 > fXyq[2][j]) { probi1[ipix] -= coef[indx]; continue; } // correct for pad charge overflows
0df3ca52 1171 //cout << sum1 << " " << fXyq[2][j] << " " << coef[j*nPix+ipix] << endl;
1172 if (coef[indx] > 1.e-6) sum += fXyq[2][j]*coef[indx]/sum1;
1173 } // for (Int_t j=0;
1174 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(ipix);
1175 if (probi1[ipix] > 1.e-6) pixPtr->SetCharge(pixPtr->Charge()*sum/probi1[ipix]);
1176 } // for (Int_t ipix=0;
1177 } // for (Int_t iter=0;
1178 delete [] probi1;
1179 return;
1180}
1181
1182//_____________________________________________________________________________
1183void AliMUONClusterFinderAZ::FindCOG(TH2D *mlem, Double_t *xyc)
1184{
d19b6003 1185/// Calculate position of the center-of-gravity around the maximum pixel
0df3ca52 1186
1187 Int_t ixmax, iymax, ix, nsumx=0, nsumy=0, nsum=0;
1188 Int_t i1 = -9, j1 = -9;
1189 mlem->GetMaximumBin(ixmax,iymax,ix);
1190 Int_t nx = mlem->GetNbinsX();
1191 Int_t ny = mlem->GetNbinsY();
1192 Double_t thresh = mlem->GetMaximum()/10;
1193 Double_t x, y, cont, xq=0, yq=0, qq=0;
1194
1195 for (Int_t i=TMath::Max(1,iymax-1); i<=TMath::Min(ny,iymax+1); i++) {
1196 y = mlem->GetYaxis()->GetBinCenter(i);
1197 for (Int_t j=TMath::Max(1,ixmax-1); j<=TMath::Min(nx,ixmax+1); j++) {
1198 cont = mlem->GetCellContent(j,i);
1199 if (cont < thresh) continue;
1200 if (i != i1) {i1 = i; nsumy++;}
1201 if (j != j1) {j1 = j; nsumx++;}
1202 x = mlem->GetXaxis()->GetBinCenter(j);
1203 xq += x*cont;
1204 yq += y*cont;
1205 qq += cont;
1206 nsum++;
1207 }
1208 }
1209
1210 Double_t cmax = 0;
1211 Int_t i2 = 0, j2 = 0;
1212 x = y = 0;
1213 if (nsumy == 1) {
1214 // one bin in Y - add one more (with the largest signal)
1215 for (Int_t i=TMath::Max(1,iymax-1); i<=TMath::Min(ny,iymax+1); i++) {
1216 if (i == iymax) continue;
1217 for (Int_t j=TMath::Max(1,ixmax-1); j<=TMath::Min(nx,ixmax+1); j++) {
1218 cont = mlem->GetCellContent(j,i);
1219 if (cont > cmax) {
1220 cmax = cont;
1221 x = mlem->GetXaxis()->GetBinCenter(j);
1222 y = mlem->GetYaxis()->GetBinCenter(i);
1223 i2 = i;
1224 j2 = j;
1225 }
1226 }
1227 }
1228 xq += x*cmax;
1229 yq += y*cmax;
1230 qq += cmax;
1231 if (i2 != i1) nsumy++;
1232 if (j2 != j1) nsumx++;
1233 nsum++;
1234 } // if (nsumy == 1)
1235
1236 if (nsumx == 1) {
1237 // one bin in X - add one more (with the largest signal)
1238 cmax = x = y = 0;
1239 for (Int_t j=TMath::Max(1,ixmax-1); j<=TMath::Min(nx,ixmax+1); j++) {
1240 if (j == ixmax) continue;
1241 for (Int_t i=TMath::Max(1,iymax-1); i<=TMath::Min(ny,iymax+1); i++) {
1242 cont = mlem->GetCellContent(j,i);
1243 if (cont > cmax) {
1244 cmax = cont;
1245 x = mlem->GetXaxis()->GetBinCenter(j);
1246 y = mlem->GetYaxis()->GetBinCenter(i);
1247 i2 = i;
1248 j2 = j;
1249 }
1250 }
1251 }
1252 xq += x*cmax;
1253 yq += y*cmax;
1254 qq += cmax;
1255 if (i2 != i1) nsumy++;
1256 if (j2 != j1) nsumx++;
1257 nsum++;
1258 } // if (nsumx == 1)
1259
1260 xyc[0] = xq/qq; xyc[1] = yq/qq;
2b1e4f0e 1261 if (fDebug) cout << xyc[0] << " " << xyc[1] << " " << qq << " " << nsum << " " << nsumx << " " << nsumy << endl;
0df3ca52 1262 return;
1263}
1264
1265//_____________________________________________________________________________
1266Int_t AliMUONClusterFinderAZ::FindNearest(AliMUONPixel *pixPtr0)
1267{
d19b6003 1268/// Find the pixel nearest to the given one
1269/// (algorithm may be not very efficient)
0df3ca52 1270
1271 Int_t nPix = fPixArray->GetEntriesFast(), imin = 0;
1272 Double_t rmin = 99999, dx = 0, dy = 0, r = 0;
1273 Double_t xc = pixPtr0->Coord(0), yc = pixPtr0->Coord(1);
1274 AliMUONPixel *pixPtr;
1275
1276 for (Int_t i=0; i<nPix; i++) {
1277 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
1278 if (pixPtr->Charge() < 0.5) continue;
1279 dx = (xc - pixPtr->Coord(0)) / pixPtr->Size(0);
1280 dy = (yc - pixPtr->Coord(1)) / pixPtr->Size(1);
1281 r = dx *dx + dy * dy;
1282 if (r < rmin) { rmin = r; imin = i; }
1283 }
1284 return imin;
1285}
1286
1287//_____________________________________________________________________________
1288void AliMUONClusterFinderAZ::Split(TH2D *mlem, Double_t *coef)
1289{
d19b6003 1290/// The main steering function to work with clusters of pixels in anode
1291/// plane (find clusters, decouple them from each other, merge them (if
1292/// necessary), pick up coupled pads, call the fitting function)
0df3ca52 1293
1294 Int_t nx = mlem->GetNbinsX();
1295 Int_t ny = mlem->GetNbinsY();
1296 Int_t nPix = fPixArray->GetEntriesFast();
1297
1298 Bool_t *used = new Bool_t[ny*nx];
1299 Double_t cont;
1300 Int_t nclust = 0, indx, indx1;
1301
1302 for (Int_t i=0; i<ny*nx; i++) used[i] = kFALSE;
1303
1304 TObjArray *clusters[200]={0};
1305 TObjArray *pix;
1306
1307 // Find clusters of histogram bins (easier to work in 2-D space)
1308 for (Int_t i=1; i<=ny; i++) {
1309 for (Int_t j=1; j<=nx; j++) {
1310 indx = (i-1)*nx + j - 1;
1311 if (used[indx]) continue;
1312 cont = mlem->GetCellContent(j,i);
1313 if (cont < 0.5) continue;
1314 pix = new TObjArray(20);
1315 used[indx] = 1;
1316 pix->Add(BinToPix(mlem,j,i));
1317 AddBin(mlem, i, j, 0, used, pix); // recursive call
2b1e4f0e 1318 if (nclust >= 200) AliFatal(" Too many clusters !!!");
0df3ca52 1319 clusters[nclust++] = pix;
0df3ca52 1320 } // for (Int_t j=1; j<=nx; j++) {
1321 } // for (Int_t i=1; i<=ny;
2b1e4f0e 1322 if (fDebug) cout << nclust << endl;
0df3ca52 1323 delete [] used; used = 0;
1324
1325 // Compute couplings between clusters and clusters to pads
1326 Int_t npad = fnPads[0] + fnPads[1];
1327
2b1e4f0e 1328 // Write out some information for algorithm development
1329 Int_t cath=0, npadx[2]={0}, npady[2]={0};
1330 Double_t xlow[2]={9999,9999}, xhig[2]={-9999,-9999};
1331 Double_t ylow[2]={9999,9999}, yhig[2]={-9999,-9999};
1332 for (Int_t j=0; j<npad; j++) {
1333 if (fXyq[3][j] < 0) continue; // exclude virtual pads
1334 cath = fPadIJ[0][j];
1335 if (fXyq[0][j] < xlow[cath]-0.001) {
1336 if (fXyq[0][j]+fXyq[3][j] <= xlow[cath] && npadx[cath]) npadx[cath]++;
1337 xlow[cath] = fXyq[0][j];
1338 }
1339 if (fXyq[0][j] > xhig[cath]+0.001) {
1340 if (fXyq[0][j]-fXyq[3][j] >= xhig[cath]) npadx[cath]++;
1341 xhig[cath] = fXyq[0][j];
1342 }
1343 if (fXyq[1][j] < ylow[cath]-0.001) {
1344 if (fXyq[1][j]+fXyq[4][j] <= ylow[cath] && npady[cath]) npady[cath]++;
1345 ylow[cath] = fXyq[1][j];
1346 }
1347 if (fXyq[1][j] > yhig[cath]+0.001) {
1348 if (fXyq[1][j]-fXyq[4][j] >= yhig[cath]) npady[cath]++;
1349 yhig[cath] = fXyq[1][j];
1350 }
1351 }
1352 //if (lun1) fprintf(lun1," %4d %2d %3d %3d %3d %3d \n",gAlice->GetHeader()->GetEvent(),AliMUONClusterInput::Instance()->Chamber(), npadx[0], npadx[1], npady[0], npady[1]);
1353
0df3ca52 1354 // Exclude pads with overflows
1355 for (Int_t j=0; j<npad; j++) {
0627f609 1356 if (fXyq[2][j] > fgkSaturation-1) fPadIJ[1][j] = -5;
0df3ca52 1357 else fPadIJ[1][j] = 0;
1358 }
1359
1360 // Compute couplings of clusters to pads
c1aed84f 1361 TMatrixD *aijclupad = new TMatrixD(nclust,npad);
1362 *aijclupad = 0;
0df3ca52 1363 Int_t npxclu;
1364 for (Int_t iclust=0; iclust<nclust; iclust++) {
1365 pix = clusters[iclust];
1366 npxclu = pix->GetEntriesFast();
1367 for (Int_t i=0; i<npxclu; i++) {
1368 indx = fPixArray->IndexOf(pix->UncheckedAt(i));
1369 for (Int_t j=0; j<npad; j++) {
2b1e4f0e 1370 if (fPadIJ[1][j] < 0 && fPadIJ[1][j] != -5) continue;
343146bf 1371 if (coef[j*nPix+indx] < fgkCouplMin) continue;
c1aed84f 1372 (*aijclupad)(iclust,j) += coef[j*nPix+indx];
0df3ca52 1373 }
1374 }
1375 }
1376 // Compute couplings between clusters
c1aed84f 1377 TMatrixD *aijcluclu = new TMatrixD(nclust,nclust);
1378 *aijcluclu = 0;
0df3ca52 1379 for (Int_t iclust=0; iclust<nclust; iclust++) {
1380 for (Int_t j=0; j<npad; j++) {
1381 // Exclude overflows
1382 if (fPadIJ[1][j] < 0) continue;
343146bf 1383 if ((*aijclupad)(iclust,j) < fgkCouplMin) continue;
0df3ca52 1384 for (Int_t iclust1=iclust+1; iclust1<nclust; iclust1++) {
343146bf 1385 if ((*aijclupad)(iclust1,j) < fgkCouplMin) continue;
c1aed84f 1386 (*aijcluclu)(iclust,iclust1) +=
1387 TMath::Sqrt ((*aijclupad)(iclust,j)*(*aijclupad)(iclust1,j));
0df3ca52 1388 }
1389 }
1390 }
1391 for (Int_t iclust=0; iclust<nclust; iclust++) {
1392 for (Int_t iclust1=iclust+1; iclust1<nclust; iclust1++) {
c1aed84f 1393 (*aijcluclu)(iclust1,iclust) = (*aijcluclu)(iclust,iclust1);
0df3ca52 1394 }
1395 }
1396
2b1e4f0e 1397 if (fDebug && nclust > 1) aijcluclu->Print();
0df3ca52 1398
1399 // Find groups of coupled clusters
1400 used = new Bool_t[nclust];
1401 for (Int_t i=0; i<nclust; i++) used[i] = kFALSE;
1402 Int_t *clustNumb = new Int_t[nclust];
1403 Int_t nCoupled, nForFit, minGroup[3], clustFit[3], nfit = 0;
1404 Double_t parOk[8];
1405
1406 for (Int_t igroup=0; igroup<nclust; igroup++) {
1407 if (used[igroup]) continue;
1408 used[igroup] = kTRUE;
1409 clustNumb[0] = igroup;
1410 nCoupled = 1;
1411 // Find group of coupled clusters
c1aed84f 1412 AddCluster(igroup, nclust, aijcluclu, used, clustNumb, nCoupled); // recursive
2b1e4f0e 1413 if (fDebug) {
1414 cout << " nCoupled: " << nCoupled << endl;
1415 for (Int_t i=0; i<nCoupled; i++) cout << clustNumb[i] << " "; cout << endl;
1416 }
1417 fnCoupled = nCoupled;
0df3ca52 1418
1419 while (nCoupled > 0) {
1420
1421 if (nCoupled < 4) {
1422 nForFit = nCoupled;
1423 for (Int_t i=0; i<nCoupled; i++) clustFit[i] = clustNumb[i];
1424 } else {
1425 // Too many coupled clusters to fit - try to decouple them
1426 // Find the lowest coupling of 1, 2, min(3,nLinks/2) pixels with
1427 // all the others in the group
1428 for (Int_t j=0; j<3; j++) minGroup[j] = -1;
c1aed84f 1429 Double_t coupl = MinGroupCoupl(nCoupled, clustNumb, aijcluclu, minGroup);
0df3ca52 1430
1431 // Flag clusters for fit
1432 nForFit = 0;
1433 while (minGroup[nForFit] >= 0 && nForFit < 3) {
2b1e4f0e 1434 if (fDebug) cout << clustNumb[minGroup[nForFit]] << " ";
0df3ca52 1435 clustFit[nForFit] = clustNumb[minGroup[nForFit]];
1436 clustNumb[minGroup[nForFit]] -= 999;
1437 nForFit++;
1438 }
2b1e4f0e 1439 if (fDebug) cout << nForFit << " " << coupl << endl;
0df3ca52 1440 } // else
1441
1442 // Select pads for fit.
c1aed84f 1443 if (SelectPad(nCoupled, nForFit, clustNumb, clustFit, aijclupad) < 3 && nCoupled > 1) {
0df3ca52 1444 // Deselect pads
2b1e4f0e 1445 for (Int_t j=0; j<npad; j++) {
1446 if (TMath::Abs(fPadIJ[1][j]) == 1) fPadIJ[1][j] = 0;
1447 if (TMath::Abs(fPadIJ[1][j]) == -9) fPadIJ[1][j] = -5;
1448 }
0df3ca52 1449 // Merge the failed cluster candidates (with too few pads to fit) with
1450 // the one with the strongest coupling
c1aed84f 1451 Merge(nForFit, nCoupled, clustNumb, clustFit, clusters, aijcluclu, aijclupad);
0df3ca52 1452 } else {
1453 // Do the fit
0627f609 1454 nfit = Fit(0, nForFit, clustFit, clusters, parOk);
0df3ca52 1455 }
1456
1457 // Subtract the fitted charges from pads with strong coupling and/or
1458 // return pads for further use
1459 UpdatePads(nfit, parOk);
1460
1461 // Mark used pads
2b1e4f0e 1462 for (Int_t j=0; j<npad; j++) {
1463 if (fPadIJ[1][j] == 1) fPadIJ[1][j] = -1;
1464 if (fPadIJ[1][j] == -9) fPadIJ[1][j] = -5;
1465 }
0df3ca52 1466
1467 // Sort the clusters (move to the right the used ones)
1468 Int_t beg = 0, end = nCoupled - 1;
1469 while (beg < end) {
1470 if (clustNumb[beg] >= 0) { beg++; continue; }
1471 for (Int_t j=end; j>beg; j--) {
1472 if (clustNumb[j] < 0) continue;
1473 end = j - 1;
1474 indx = clustNumb[beg];
1475 clustNumb[beg] = clustNumb[j];
1476 clustNumb[j] = indx;
1477 break;
1478 }
1479 beg++;
1480 }
1481
1482 nCoupled -= nForFit;
1483 if (nCoupled > 3) {
1484 // Remove couplings of used clusters
1485 for (Int_t iclust=nCoupled; iclust<nCoupled+nForFit; iclust++) {
1486 indx = clustNumb[iclust] + 999;
1487 for (Int_t iclust1=0; iclust1<nCoupled; iclust1++) {
1488 indx1 = clustNumb[iclust1];
c1aed84f 1489 (*aijcluclu)(indx,indx1) = (*aijcluclu)(indx1,indx) = 0;
0df3ca52 1490 }
1491 }
1492
1493 // Update the remaining clusters couplings (exclude couplings from
1494 // the used pads)
1495 for (Int_t j=0; j<npad; j++) {
1496 if (fPadIJ[1][j] != -1) continue;
1497 for (Int_t iclust=0; iclust<nCoupled; iclust++) {
1498 indx = clustNumb[iclust];
343146bf 1499 if ((*aijclupad)(indx,j) < fgkCouplMin) continue;
0df3ca52 1500 for (Int_t iclust1=iclust+1; iclust1<nCoupled; iclust1++) {
1501 indx1 = clustNumb[iclust1];
343146bf 1502 if ((*aijclupad)(indx1,j) < fgkCouplMin) continue;
0df3ca52 1503 // Check this
c1aed84f 1504 (*aijcluclu)(indx,indx1) -=
1505 TMath::Sqrt ((*aijclupad)(indx,j)*(*aijclupad)(indx1,j));
1506 (*aijcluclu)(indx1,indx) = (*aijcluclu)(indx,indx1);
0df3ca52 1507 }
1508 }
2b1e4f0e 1509 fPadIJ[1][j] = -8;
0df3ca52 1510 } // for (Int_t j=0; j<npad;
1511 } // if (nCoupled > 3)
1512 } // while (nCoupled > 0)
1513 } // for (Int_t igroup=0; igroup<nclust;
1514
c1aed84f 1515 aijcluclu->Delete(); aijclupad->Delete();
0df3ca52 1516 for (Int_t iclust=0; iclust<nclust; iclust++) {
1517 pix = clusters[iclust];
1518 pix->Clear();
1519 delete pix; pix = 0;
1520 }
1521 delete [] clustNumb; clustNumb = 0; delete [] used; used = 0;
1522}
1523
1524//_____________________________________________________________________________
1525void AliMUONClusterFinderAZ::AddBin(TH2D *mlem, Int_t ic, Int_t jc, Int_t mode, Bool_t *used, TObjArray *pix)
1526{
d19b6003 1527/// Add a bin to the cluster
0df3ca52 1528
1529 Int_t nx = mlem->GetNbinsX();
1530 Int_t ny = mlem->GetNbinsY();
1531 Double_t cont1, cont = mlem->GetCellContent(jc,ic);
1532 AliMUONPixel *pixPtr = 0;
1533
1534 for (Int_t i=TMath::Max(ic-1,1); i<=TMath::Min(ic+1,ny); i++) {
1535 for (Int_t j=TMath::Max(jc-1,1); j<=TMath::Min(jc+1,nx); j++) {
1536 if (i != ic && j != jc) continue;
1537 if (used[(i-1)*nx+j-1]) continue;
1538 cont1 = mlem->GetCellContent(j,i);
1539 if (mode && cont1 > cont) continue;
1540 used[(i-1)*nx+j-1] = kTRUE;
1541 if (cont1 < 0.5) continue;
1542 if (pix) pix->Add(BinToPix(mlem,j,i));
1543 else {
1544 pixPtr = new AliMUONPixel (mlem->GetXaxis()->GetBinCenter(j),
1545 mlem->GetYaxis()->GetBinCenter(i), 0, 0, cont1);
1546 fPixArray->Add((TObject*)pixPtr);
1547 }
1548 AddBin(mlem, i, j, mode, used, pix); // recursive call
1549 }
1550 }
1551}
1552
1553//_____________________________________________________________________________
1554TObject* AliMUONClusterFinderAZ::BinToPix(TH2D *mlem, Int_t jc, Int_t ic)
1555{
d19b6003 1556/// Translate histogram bin to pixel
0df3ca52 1557
1558 Double_t yc = mlem->GetYaxis()->GetBinCenter(ic);
1559 Double_t xc = mlem->GetXaxis()->GetBinCenter(jc);
1560
1561 Int_t nPix = fPixArray->GetEntriesFast();
0627f609 1562 AliMUONPixel *pixPtr = NULL;
0df3ca52 1563
1564 // Compare pixel and bin positions
1565 for (Int_t i=0; i<nPix; i++) {
1566 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
1567 if (pixPtr->Charge() < 0.5) continue;
1568 if (TMath::Abs(pixPtr->Coord(0)-xc)<1.e-4 && TMath::Abs(pixPtr->Coord(1)-yc)<1.e-4) return (TObject*) pixPtr;
1569 }
94eb555e 1570 AliError(Form(" Something wrong ??? %f %f ", xc, yc));
0df3ca52 1571 return NULL;
1572}
1573
1574//_____________________________________________________________________________
c1aed84f 1575void AliMUONClusterFinderAZ::AddCluster(Int_t ic, Int_t nclust, TMatrixD *aijcluclu, Bool_t *used, Int_t *clustNumb, Int_t &nCoupled)
0df3ca52 1576{
d19b6003 1577/// Add a cluster to the group of coupled clusters
0df3ca52 1578
1579 for (Int_t i=0; i<nclust; i++) {
1580 if (used[i]) continue;
343146bf 1581 if ((*aijcluclu)(i,ic) < fgkCouplMin) continue;
0df3ca52 1582 used[i] = kTRUE;
1583 clustNumb[nCoupled++] = i;
c1aed84f 1584 AddCluster(i, nclust, aijcluclu, used, clustNumb, nCoupled);
0df3ca52 1585 }
1586}
1587
1588//_____________________________________________________________________________
c1aed84f 1589Double_t AliMUONClusterFinderAZ::MinGroupCoupl(Int_t nCoupled, Int_t *clustNumb, TMatrixD *aijcluclu, Int_t *minGroup)
0df3ca52 1590{
d19b6003 1591/// Find group of clusters with minimum coupling to all the others
0df3ca52 1592
1593 Int_t i123max = TMath::Min(3,nCoupled/2);
1594 Int_t indx, indx1, indx2, indx3, nTot = 0;
1595 Double_t *coupl1 = 0, *coupl2 = 0, *coupl3 = 0;
1596
1597 for (Int_t i123=1; i123<=i123max; i123++) {
1598
1599 if (i123 == 1) {
1600 coupl1 = new Double_t [nCoupled];
1601 for (Int_t i=0; i<nCoupled; i++) coupl1[i] = 0;
1602 }
1603 else if (i123 == 2) {
1604 nTot = nCoupled*nCoupled;
1605 coupl2 = new Double_t [nTot];
1606 for (Int_t i=0; i<nTot; i++) coupl2[i] = 9999;
1607 } else {
1608 nTot = nTot*nCoupled;
1609 coupl3 = new Double_t [nTot];
1610 for (Int_t i=0; i<nTot; i++) coupl3[i] = 9999;
1611 } // else
1612
1613 for (Int_t i=0; i<nCoupled; i++) {
1614 indx1 = clustNumb[i];
1615 for (Int_t j=i+1; j<nCoupled; j++) {
1616 indx2 = clustNumb[j];
1617 if (i123 == 1) {
c1aed84f 1618 coupl1[i] += (*aijcluclu)(indx1,indx2);
1619 coupl1[j] += (*aijcluclu)(indx1,indx2);
0df3ca52 1620 }
1621 else if (i123 == 2) {
1622 indx = i*nCoupled + j;
1623 coupl2[indx] = coupl1[i] + coupl1[j];
c1aed84f 1624 coupl2[indx] -= 2 * ((*aijcluclu)(indx1,indx2));
0df3ca52 1625 } else {
1626 for (Int_t k=j+1; k<nCoupled; k++) {
1627 indx3 = clustNumb[k];
1628 indx = i*nCoupled*nCoupled + j*nCoupled + k;
1629 coupl3[indx] = coupl2[i*nCoupled+j] + coupl1[k];
c1aed84f 1630 coupl3[indx] -= 2 * ((*aijcluclu)(indx1,indx3)+(*aijcluclu)(indx2,indx3));
0df3ca52 1631 }
1632 } // else
1633 } // for (Int_t j=i+1;
1634 } // for (Int_t i=0;
1635 } // for (Int_t i123=1;
1636
1637 // Find minimum coupling
1638 Double_t couplMin = 9999;
1639 Int_t locMin = 0;
1640
1641 for (Int_t i123=1; i123<=i123max; i123++) {
1642 if (i123 == 1) {
1643 locMin = TMath::LocMin(nCoupled, coupl1);
1644 couplMin = coupl1[locMin];
1645 minGroup[0] = locMin;
1646 delete [] coupl1; coupl1 = 0;
1647 }
1648 else if (i123 == 2) {
1649 locMin = TMath::LocMin(nCoupled*nCoupled, coupl2);
1650 if (coupl2[locMin] < couplMin) {
1651 couplMin = coupl2[locMin];
1652 minGroup[0] = locMin/nCoupled;
1653 minGroup[1] = locMin%nCoupled;
1654 }
1655 delete [] coupl2; coupl2 = 0;
1656 } else {
1657 locMin = TMath::LocMin(nTot, coupl3);
1658 if (coupl3[locMin] < couplMin) {
1659 couplMin = coupl3[locMin];
1660 minGroup[0] = locMin/nCoupled/nCoupled;
1661 minGroup[1] = locMin%(nCoupled*nCoupled)/nCoupled;
1662 minGroup[2] = locMin%nCoupled;
1663 }
1664 delete [] coupl3; coupl3 = 0;
1665 } // else
1666 } // for (Int_t i123=1;
1667 return couplMin;
1668}
1669
1670//_____________________________________________________________________________
c1aed84f 1671Int_t AliMUONClusterFinderAZ::SelectPad(Int_t nCoupled, Int_t nForFit, Int_t *clustNumb, Int_t *clustFit, TMatrixD *aijclupad)
0df3ca52 1672{
d19b6003 1673/// Select pads for fit. If too many coupled clusters, find pads giving
1674/// the strongest coupling with the rest of clusters and exclude them from the fit.
0df3ca52 1675
1676 Int_t npad = fnPads[0] + fnPads[1];
c1aed84f 1677 Double_t *padpix = 0;
0df3ca52 1678
1679 if (nCoupled > 3) {
c1aed84f 1680 padpix = new Double_t[npad];
1681 for (Int_t i=0; i<npad; i++) padpix[i] = 0;
0df3ca52 1682 }
1683
1684 Int_t nOK = 0, indx, indx1;
1685 for (Int_t iclust=0; iclust<nForFit; iclust++) {
1686 indx = clustFit[iclust];
1687 for (Int_t j=0; j<npad; j++) {
343146bf 1688 if ((*aijclupad)(indx,j) < fgkCouplMin) continue;
2b1e4f0e 1689 if (fPadIJ[1][j] == -5) fPadIJ[1][j] = -9; // flag overflow
1690 if (fPadIJ[1][j] < 0) continue; // exclude overflows and used pads
1691 if (!fPadIJ[1][j]) { fPadIJ[1][j] = 1; nOK++; } // pad to be used in fit
0df3ca52 1692 if (nCoupled > 3) {
1693 // Check other clusters
1694 for (Int_t iclust1=0; iclust1<nCoupled; iclust1++) {
1695 indx1 = clustNumb[iclust1];
1696 if (indx1 < 0) continue;
343146bf 1697 if ((*aijclupad)(indx1,j) < fgkCouplMin) continue;
c1aed84f 1698 padpix[j] += (*aijclupad)(indx1,j);
0df3ca52 1699 }
1700 } // if (nCoupled > 3)
1701 } // for (Int_t j=0; j<npad;
1702 } // for (Int_t iclust=0; iclust<nForFit
1703 if (nCoupled < 4) return nOK;
1704
1705 Double_t aaa = 0;
1706 for (Int_t j=0; j<npad; j++) {
343146bf 1707 if (padpix[j] < fgkCouplMin) continue;
2b1e4f0e 1708 if (fDebug) cout << j << " " << padpix[j] << " " << fXyq[0][j] << " " << fXyq[1][j] << endl;
c1aed84f 1709 aaa += padpix[j];
0df3ca52 1710 fPadIJ[1][j] = -1; // exclude pads with strong coupling to the other clusters
1711 nOK--;
1712 }
c1aed84f 1713 delete [] padpix; padpix = 0;
0df3ca52 1714 return nOK;
1715}
1716
1717//_____________________________________________________________________________
c1aed84f 1718void AliMUONClusterFinderAZ::Merge(Int_t nForFit, Int_t nCoupled, Int_t *clustNumb, Int_t *clustFit, TObjArray **clusters, TMatrixD *aijcluclu, TMatrixD *aijclupad)
0df3ca52 1719{
d19b6003 1720/// Merge the group of clusters with the one having the strongest coupling with them
0df3ca52 1721
1722 Int_t indx, indx1, npxclu, npxclu1, imax=0;
1723 TObjArray *pix, *pix1;
1724 Double_t couplMax;
1725
1726 for (Int_t icl=0; icl<nForFit; icl++) {
1727 indx = clustFit[icl];
1728 pix = clusters[indx];
1729 npxclu = pix->GetEntriesFast();
1730 couplMax = -1;
1731 for (Int_t icl1=0; icl1<nCoupled; icl1++) {
1732 indx1 = clustNumb[icl1];
1733 if (indx1 < 0) continue;
c1aed84f 1734 if ((*aijcluclu)(indx,indx1) > couplMax) {
1735 couplMax = (*aijcluclu)(indx,indx1);
0df3ca52 1736 imax = indx1;
1737 }
1738 } // for (Int_t icl1=0;
343146bf 1739 /*if (couplMax < fgkCouplMin) {
0df3ca52 1740 cout << " Oops " << couplMax << endl;
c1aed84f 1741 aijcluclu->Print();
0df3ca52 1742 cout << icl << " " << indx << " " << npxclu << " " << nLinks << endl;
1743 ::exit(0);
1744 }*/
1745 // Add to it
1746 pix1 = clusters[imax];
1747 npxclu1 = pix1->GetEntriesFast();
1748 // Add pixels
1749 for (Int_t i=0; i<npxclu; i++) { pix1->Add(pix->UncheckedAt(i)); pix->RemoveAt(i); }
2b1e4f0e 1750 if (fDebug) cout << " New number of pixels: " << npxclu1 << " " << pix1->GetEntriesFast() << endl;
0df3ca52 1751 //Add cluster-to-cluster couplings
c1aed84f 1752 //aijcluclu->Print();
0df3ca52 1753 for (Int_t icl1=0; icl1<nCoupled; icl1++) {
1754 indx1 = clustNumb[icl1];
1755 if (indx1 < 0 || indx1 == imax) continue;
c1aed84f 1756 (*aijcluclu)(indx1,imax) += (*aijcluclu)(indx,indx1);
1757 (*aijcluclu)(imax,indx1) = (*aijcluclu)(indx1,imax);
0df3ca52 1758 }
c1aed84f 1759 (*aijcluclu)(indx,imax) = (*aijcluclu)(imax,indx) = 0;
1760 //aijcluclu->Print();
0df3ca52 1761 //Add cluster-to-pad couplings
1762 for (Int_t j=0; j<fnPads[0]+fnPads[1]; j++) {
2b1e4f0e 1763 if (fPadIJ[1][j] < 0 && fPadIJ[1][j] != -5) continue; // exclude used pads
c1aed84f 1764 (*aijclupad)(imax,j) += (*aijclupad)(indx,j);
1765 (*aijclupad)(indx,j) = 0;
0df3ca52 1766 }
1767 } // for (Int_t icl=0; icl<nForFit;
1768}
1769
1770//_____________________________________________________________________________
0627f609 1771Int_t AliMUONClusterFinderAZ::Fit(Int_t iSimple, Int_t nfit, Int_t *clustFit, TObjArray **clusters, Double_t *parOk)
0df3ca52 1772{
d19b6003 1773/// Find selected clusters to selected pad charges
0df3ca52 1774
1775 TH2D *mlem = (TH2D*) gROOT->FindObject("mlem");
0df3ca52 1776 Double_t xmin = mlem->GetXaxis()->GetXmin() - mlem->GetXaxis()->GetBinWidth(1);
1777 Double_t xmax = mlem->GetXaxis()->GetXmax() + mlem->GetXaxis()->GetBinWidth(1);
1778 Double_t ymin = mlem->GetYaxis()->GetXmin() - mlem->GetYaxis()->GetBinWidth(1);
1779 Double_t ymax = mlem->GetYaxis()->GetXmax() + mlem->GetYaxis()->GetBinWidth(1);
2b1e4f0e 1780 Double_t step[3]={0.01,0.002,0.02}, xPad = 0, yPad = 99999;
0df3ca52 1781
2b1e4f0e 1782 // Number of pads to use and number of virtual pads
0627f609 1783 Int_t npads = 0, nVirtual = 0, nfit0 = nfit;
2b1e4f0e 1784 for (Int_t i=0; i<fnPads[0]+fnPads[1]; i++) {
2b1e4f0e 1785 if (fXyq[3][i] < 0) nVirtual++;
1786 if (fPadIJ[1][i] != 1) continue;
0627f609 1787 if (fXyq[3][i] > 0) {
1788 npads++;
1789 if (yPad > 9999) {
1790 xPad = fXyq[0][i];
1791 yPad = fXyq[1][i];
1792 } else {
1793 if (fXyq[4][i] < fXyq[3][i]) yPad = fXyq[1][i];
1794 else xPad = fXyq[0][i];
1795 }
1796 }
2b1e4f0e 1797 }
1798 if (fDebug) {
1799 for (Int_t i=0; i<nfit; i++) {cout << i+1 << " " << clustFit[i] << " ";}
1800 cout << nfit << endl;
1801 cout << " Number of pads to fit: " << npads << endl;
1802 }
0df3ca52 1803 fNpar = 0;
1804 fQtot = 0;
1805 if (npads < 2) return 0;
0627f609 1806
1807 Int_t digit = 0;
2b1e4f0e 1808 AliMUONDigit *mdig = 0;
1809 Int_t tracks[3] = {-1, -1, -1};
1810 for (Int_t cath=0; cath<2; cath++) {
1811 for (Int_t i=0; i<fnPads[0]+fnPads[1]; i++) {
1812 if (fPadIJ[0][i] != cath) continue;
1813 if (fPadIJ[1][i] != 1) continue;
1814 if (fXyq[3][i] < 0) continue; // exclude virtual pads
1815 digit = TMath::Nint (fXyq[5][i]);
1816 if (digit >= 0) mdig = fInput->Digit(cath,digit);
1817 else mdig = fInput->Digit(TMath::Even(cath),-digit-1);
1818 //if (!mdig) mdig = fInput->Digit(TMath::Even(cath),digit);
1819 if (!mdig) continue; // protection for cluster display
1820 if (mdig->Hit() >= 0) {
1821 if (tracks[0] < 0) {
1822 tracks[0] = mdig->Hit();
1823 tracks[1] = mdig->Track(0);
1824 } else if (mdig->Track(0) < tracks[1]) {
1825 tracks[0] = mdig->Hit();
1826 tracks[1] = mdig->Track(0);
1827 }
1828 }
2b1e4f0e 1829 if (mdig->Track(1) >= 0 && mdig->Track(1) != tracks[1]) {
1830 if (tracks[2] < 0) tracks[2] = mdig->Track(1);
1831 else tracks[2] = TMath::Min (tracks[2], mdig->Track(1));
1832 }
1833 //if (!mdig) break;
1834 //cout << mdig->Hit() << " " << mdig->Track(0) << " " << mdig->Track(1) <<endl;
1835 } // for (Int_t i=0;
1836 } // for (Int_t cath=0;
1837 //cout << tracks[0] << " " << tracks[1] << " " << tracks[2] <<endl;
1838
1839 // Get number of pads in X and Y
1840 Int_t nInX = 0, nInY;
1841 PadsInXandY(nInX, nInY);
1af223d7 1842 //cout << " nInX and Y: " << nInX << " " << nInY << endl;
2b1e4f0e 1843
0627f609 1844 Int_t nfitMax = 3;
1845 nfitMax = TMath::Min (nfitMax, (npads + 1) / 3);
1846 if (nfitMax > 1) {
1847 if (nInX < 3 && nInY < 3 || nInX == 3 && nInY < 3 || nInX < 3 && nInY == 3) nfitMax = 1; // not enough pads in each direction
1848 }
1849 if (nfit > nfitMax) nfit = nfitMax;
1850
0df3ca52 1851 // Take cluster maxima as fitting seeds
2b1e4f0e 1852 TObjArray *pix;
0df3ca52 1853 AliMUONPixel *pixPtr;
2b1e4f0e 1854 Int_t npxclu;
1855 Double_t cont, cmax = 0, xseed = 0, yseed = 0, errOk[8], qq = 0;
f29ba3e1 1856 Double_t xyseed[3][2], qseed[3], xyCand[3][2] = {{0},{0}}, sigCand[3][2] = {{0},{0}};
2b1e4f0e 1857
0627f609 1858 for (Int_t ifit=1; ifit<=nfit0; ifit++) {
0df3ca52 1859 cmax = 0;
1860 pix = clusters[clustFit[ifit-1]];
1861 npxclu = pix->GetEntriesFast();
2b1e4f0e 1862 //qq = 0;
0df3ca52 1863 for (Int_t clu=0; clu<npxclu; clu++) {
1864 pixPtr = (AliMUONPixel*) pix->UncheckedAt(clu);
1865 cont = pixPtr->Charge();
1866 fQtot += cont;
1867 if (cont > cmax) {
1868 cmax = cont;
1869 xseed = pixPtr->Coord(0);
1870 yseed = pixPtr->Coord(1);
1871 }
2b1e4f0e 1872 qq += cont;
1873 /*
f29ba3e1 1874 xyCand[ifit-1][0] += pixPtr->Coord(0) * cont;
1875 xyCand[ifit-1][1] += pixPtr->Coord(1) * cont;
1876 sigCand[ifit-1][0] += pixPtr->Coord(0) * pixPtr->Coord(0) * cont;
1877 sigCand[ifit-1][1] += pixPtr->Coord(1) * pixPtr->Coord(1) * cont;
2b1e4f0e 1878 */
f29ba3e1 1879 xyCand[0][0] += pixPtr->Coord(0) * cont;
1880 xyCand[0][1] += pixPtr->Coord(1) * cont;
1881 sigCand[0][0] += pixPtr->Coord(0) * pixPtr->Coord(0) * cont;
1882 sigCand[0][1] += pixPtr->Coord(1) * pixPtr->Coord(1) * cont;
0df3ca52 1883 }
1884 xyseed[ifit-1][0] = xseed;
1885 xyseed[ifit-1][1] = yseed;
1886 qseed[ifit-1] = cmax;
2b1e4f0e 1887 /*
f29ba3e1 1888 xyCand[ifit-1][0] /= qq; // <x>
1889 xyCand[ifit-1][1] /= qq; // <y>
1890 sigCand[ifit-1][0] = sigCand[ifit-1][0]/qq - xyCand[ifit-1][0]*xyCand[ifit-1][0]; // <x^2> - <x>^2
1891 sigCand[ifit-1][0] = sigCand[ifit-1][0] > 0 ? TMath::Sqrt (sigCand[ifit-1][0]) : 0;
1892 sigCand[ifit-1][1] = sigCand[ifit-1][1]/qq - xyCand[ifit-1][1]*xyCand[ifit-1][1]; // <y^2> - <y>^2
1893 sigCand[ifit-1][1] = sigCand[ifit-1][1] > 0 ? TMath::Sqrt (sigCand[ifit-1][1]) : 0;
1894 cout << xyCand[ifit-1][0] << " " << xyCand[ifit-1][1] << " " << sigCand[ifit-1][0] << " " << sigCand[ifit-1][1] << endl;
2b1e4f0e 1895 */
0df3ca52 1896 } // for (Int_t ifit=1;
1897
f29ba3e1 1898 xyCand[0][0] /= qq; // <x>
1899 xyCand[0][1] /= qq; // <y>
1900 sigCand[0][0] = sigCand[0][0]/qq - xyCand[0][0]*xyCand[0][0]; // <x^2> - <x>^2
1901 sigCand[0][0] = sigCand[0][0] > 0 ? TMath::Sqrt (sigCand[0][0]) : 0;
1902 sigCand[0][1] = sigCand[0][1]/qq - xyCand[0][1]*xyCand[0][1]; // <y^2> - <y>^2
1903 sigCand[0][1] = sigCand[0][1] > 0 ? TMath::Sqrt (sigCand[0][1]) : 0;
1904 if (fDebug) cout << xyCand[0][0] << " " << xyCand[0][1] << " " << sigCand[0][0] << " " << sigCand[0][1] << endl;
2b1e4f0e 1905
0627f609 1906 Int_t nDof, maxSeed[3], nMax = 0;
0df3ca52 1907 Double_t fmin, chi2o = 9999, chi2n;
1908
0627f609 1909 TMath::Sort(nfit0, qseed, maxSeed, kTRUE); // in decreasing order
1910 /*
1911 Int_t itmp[100], localMax[100];
1912 Double_t maxVal[100];
1913 if (!iSimple && nfit < nfitMax) {
1914 // Try to split pixel cluster according to local maxima
1915 Int_t nfit1 = nfit;
1916 for (Int_t iclus = 0; iclus < nfit1; iclus++) {
1917 nMax = FindLocalMaxima (clusters[clustFit[maxSeed[iclus]]], localMax, maxVal);
1918 TH2D *hist = (TH2D*) gROOT->FindObject("anode1");
1919 if (nMax == 1) { hist->Delete(); continue; }
1920 // Add extra fitting seeds from local maxima
1921 Int_t ixseed = hist->GetXaxis()->FindBin(xyseed[maxSeed[iclus]][0]);
1922 Int_t iyseed = hist->GetYaxis()->FindBin(xyseed[maxSeed[iclus]][1]);
1923 Int_t nx = hist->GetNbinsX();
1924 TMath::Sort(nMax, maxVal, itmp, kTRUE); // in decreasing order
1925 for (Int_t j = 0; j < nMax; j++) {
1926 Int_t iyc = localMax[itmp[j]] / nx + 1;
1927 Int_t ixc = localMax[itmp[j]] % nx + 1;
1928 if (ixc == ixseed && iyc == iyseed) continue; // local max already taken for seeding
1929 xyseed[nfit][0] = hist->GetXaxis()->GetBinCenter(ixc);
1930 xyseed[nfit][1] = hist->GetYaxis()->GetBinCenter(iyc);
1931 qseed[nfit] = maxVal[itmp[j]];
1932 maxSeed[nfit] = nfit++;
1933 if (nfit >= nfitMax) break;
1934 }
1935 hist->Delete();
1936 if (nfit >= nfitMax) break;
1937 } // for (Int_t iclus = 0;
1938 //nfit0 = nfit;
1939 //TMath::Sort(nfit0, qseed, maxSeed, kTRUE); // in decreasing order
1940 } //if (!iSimple && nfit < nfitMax)
1941 */
0df3ca52 1942
a952ddec 1943 Double_t *gin = 0, func0, func1, param[8], step0[8];
1944 Double_t param0[2][8]={{0},{0}}, deriv[2][8]={{0},{0}};
0df3ca52 1945 Double_t shift[8], stepMax, derMax, parmin[8], parmax[8], func2[2], shift0;
1946 Double_t delta[8], scMax, dder[8], estim, shiftSave = 0;
1947 Int_t min, max, nCall = 0, memory[8] = {0}, nLoop, idMax = 0, iestMax = 0, nFail;
2b1e4f0e 1948 Double_t rad, dist[3] = {0};
0df3ca52 1949
0627f609 1950 // Try to fit with one-track hypothesis, then 2-track. If chi2/dof is
1951 // lower, try 3-track (if number of pads is sufficient).
0df3ca52 1952 for (Int_t iseed=0; iseed<nfit; iseed++) {
1953
2b1e4f0e 1954 if (iseed) { for (Int_t j=0; j<fNpar; j++) param[j] = parOk[j]; } // for bounded params
0df3ca52 1955 for (Int_t j=0; j<3; j++) step0[fNpar+j] = shift[fNpar+j] = step[j];
0627f609 1956 if (nfit == 1) param[fNpar] = xyCand[0][0]; // take COG
1957 else param[fNpar] = xyseed[maxSeed[iseed]][0];
0df3ca52 1958 parmin[fNpar] = xmin;
1959 parmax[fNpar++] = xmax;
0627f609 1960 if (nfit == 1) param[fNpar] = xyCand[0][1]; // take COG
1961 else param[fNpar] = xyseed[maxSeed[iseed]][1];
0df3ca52 1962 parmin[fNpar] = ymin;
1963 parmax[fNpar++] = ymax;
1964 if (fNpar > 2) {
1965 param[fNpar] = fNpar == 4 ? 0.5 : 0.3;
1966 parmin[fNpar] = 0;
1967 parmax[fNpar++] = 1;
1968 }
5a051e34 1969 if (iseed) { for (Int_t j=0; j<fNpar; j++) param0[1][j] = 0; }
0df3ca52 1970
1971 // Try new algorithm
1972 min = nLoop = 1; stepMax = func2[1] = derMax = 999999; nFail = 0;
1973
1974 while (1) {
1975 max = !min;
30178c30 1976 Fcn1(fNpar, gin, func0, param, 1); nCall++;
0df3ca52 1977 //cout << " Func: " << func0 << endl;
1978
1979 func2[max] = func0;
1980 for (Int_t j=0; j<fNpar; j++) {
1981 param0[max][j] = param[j];
1982 delta[j] = step0[j];
1983 param[j] += delta[j] / 10;
1984 if (j > 0) param[j-1] -= delta[j-1] / 10;
30178c30 1985 Fcn1(fNpar, gin, func1, param, 1); nCall++;
0df3ca52 1986 deriv[max][j] = (func1 - func0) / delta[j] * 10; // first derivative
1987 //cout << j << " " << deriv[max][j] << endl;
1988 dder[j] = param0[0][j] != param0[1][j] ? (deriv[0][j] - deriv[1][j]) /
a952ddec 1989 (param0[0][j] - param0[1][j]) : 0; // second derivative
0df3ca52 1990 }
1991 param[fNpar-1] -= delta[fNpar-1] / 10;
2b1e4f0e 1992 if (nCall > 2000) break;
0df3ca52 1993
1994 min = func2[0] < func2[1] ? 0 : 1;
1995 nFail = min == max ? 0 : nFail + 1;
1996
1997 stepMax = derMax = estim = 0;
1998 for (Int_t j=0; j<fNpar; j++) {
1999 // Estimated distance to minimum
2000 shift0 = shift[j];
2001 if (nLoop == 1) shift[j] = TMath::Sign (step0[j], -deriv[max][j]); // first step
2002 else if (TMath::Abs(deriv[0][j]) < 1.e-3 && TMath::Abs(deriv[1][j]) < 1.e-3) shift[j] = 0;
2003 else if (deriv[min][j]*deriv[!min][j] > 0 && TMath::Abs(deriv[min][j]) > TMath::Abs(deriv[!min][j])
2b1e4f0e 2004 //|| TMath::Abs(deriv[0][j]-deriv[1][j]) < 1.e-3) {
2005 || TMath::Abs(deriv[0][j]-deriv[1][j]) < 1.e-3 || TMath::Abs(dder[j]) < 1.e-6) {
0df3ca52 2006 shift[j] = -TMath::Sign (shift[j], (func2[0]-func2[1]) * (param0[0][j]-param0[1][j]));
2007 if (min == max) {
2008 if (memory[j] > 1) { shift[j] *= 2; } //cout << " Memory " << memory[j] << " " << shift[j] << endl; }
2009 memory[j]++;
2010 }
2011 } else {
2b1e4f0e 2012 shift[j] = dder[j] != 0 ? -deriv[min][j] / dder[j] : 0;
0df3ca52 2013 memory[j] = 0;
2014 }
2015 if (TMath::Abs(shift[j])/step0[j] > estim) {
2016 estim = TMath::Abs(shift[j])/step0[j];
2017 iestMax = j;
2018 }
2019
2020 // Too big step
2021 if (TMath::Abs(shift[j])/step0[j] > 10) shift[j] = TMath::Sign(10.,shift[j]) * step0[j]; //
2022
2023 // Failed to improve minimum
2024 if (min != max) {
2025 memory[j] = 0;
2026 param[j] = param0[min][j];
2027 if (TMath::Abs(shift[j]+shift0) > 0.1*step0[j]) shift[j] = (shift[j] + shift0) / 2;
2028 else shift[j] /= -2;
2029 }
2030
2031 // Too big step
2032 if (TMath::Abs(shift[j]*deriv[min][j]) > func2[min])
2033 shift[j] = TMath::Sign (func2[min]/deriv[min][j], shift[j]);
2034
2035 // Introduce step relaxation factor
2036 if (memory[j] < 3) {
2037 scMax = 1 + 4 / TMath::Max(nLoop/2.,1.);
2038 if (TMath::Abs(shift0) > 0 && TMath::Abs(shift[j]/shift0) > scMax)
2039 shift[j] = TMath::Sign (shift0*scMax, shift[j]);
2040 }
2041 param[j] += shift[j];
2b1e4f0e 2042 //AZ Check parameter limits 27-12-2004
2043 if (param[j] < parmin[j]) {
2044 shift[j] = parmin[j] - param[j];
2045 param[j] = parmin[j];
2046 } else if (param[j] > parmax[j]) {
2047 shift[j] = parmax[j] - param[j];
2048 param[j] = parmax[j];
2049 }
0df3ca52 2050 //cout << " xxx " << j << " " << shift[j] << " " << param[j] << endl;
2051 stepMax = TMath::Max (stepMax, TMath::Abs(shift[j]/step0[j]));
2052 if (TMath::Abs(deriv[min][j]) > derMax) {
2053 idMax = j;
2054 derMax = TMath::Abs (deriv[min][j]);
2055 }
2056 } // for (Int_t j=0; j<fNpar;
2057 //cout << max << " " << func2[min] << " " << derMax << " " << stepMax << " " << estim << " " << iestMax << " " << nCall << endl;
2b1e4f0e 2058 if (estim < 1 && derMax < 2 || nLoop > 150) break; // minimum was found
0df3ca52 2059
2060 nLoop++;
2061 // Check for small step
2062 if (shift[idMax] == 0) { shift[idMax] = step0[idMax]/10; param[idMax] += shift[idMax]; continue; }
2063 if (!memory[idMax] && derMax > 0.5 && nLoop > 10) {
2064 //cout << " ok " << deriv[min][idMax] << " " << deriv[!min][idMax] << " " << dder[idMax]*shift[idMax] << " " << shift[idMax] << endl;
2065 if (dder[idMax] != 0 && TMath::Abs(deriv[min][idMax]/dder[idMax]/shift[idMax]) > 10) {
2066 if (min == max) dder[idMax] = -dder[idMax];
2067 shift[idMax] = -deriv[min][idMax] / dder[idMax] / 10;
2068 param[idMax] += shift[idMax];
2069 stepMax = TMath::Max (stepMax, TMath::Abs(shift[idMax])/step0[idMax]);
2070 //cout << shift[idMax] << " " << param[idMax] << endl;
2071 if (min == max) shiftSave = shift[idMax];
2072 }
2073 if (nFail > 10) {
2074 param[idMax] -= shift[idMax];
2075 shift[idMax] = 4 * shiftSave * (gRandom->Rndm(0) - 0.5);
2076 param[idMax] += shift[idMax];
2077 //cout << shift[idMax] << endl;
2078 }
2079 }
2080 } // while (1)
2081 fmin = func2[min];
2082
2b1e4f0e 2083 nDof = npads - fNpar + nVirtual;
2084 if (!nDof) nDof++;
2085 chi2n = fmin / nDof;
2086 if (fDebug) cout << " Chi2 " << chi2n << " " << fNpar << endl;
0df3ca52 2087
2088 if (chi2n*1.2+1.e-6 > chi2o ) { fNpar -= 3; break; }
2b1e4f0e 2089
0df3ca52 2090 // Save parameters and errors
2b1e4f0e 2091
0627f609 2092 if (nInX == 1) {
2b1e4f0e 2093 // One pad per direction
2b1e4f0e 2094 for (Int_t i=0; i<fNpar; i++) if (i == 0 || i == 2 || i == 5) param0[min][i] = xPad;
2095 }
0627f609 2096 if (nInY == 1) {
2b1e4f0e 2097 // One pad per direction
2b1e4f0e 2098 for (Int_t i=0; i<fNpar; i++) if (i == 1 || i == 3 || i == 6) param0[min][i] = yPad;
2099 }
2100
2101 /*
2102 if (iseed > 0) {
2103 // Find distance to the nearest neighbour
2104 dist[0] = dist[1] = TMath::Sqrt ((param0[min][0]-param0[min][2])*
2105 (param0[min][0]-param0[min][2])
2106 +(param0[min][1]-param0[min][3])*
2107 (param0[min][1]-param0[min][3]));
2108 if (iseed > 1) {
2109 dist[2] = TMath::Sqrt ((param0[min][0]-param0[min][5])*
2110 (param0[min][0]-param0[min][5])
2111 +(param0[min][1]-param0[min][6])*
2112 (param0[min][1]-param0[min][6]));
2113 rad = TMath::Sqrt ((param0[min][2]-param0[min][5])*
2114 (param0[min][2]-param0[min][5])
2115 +(param0[min][3]-param0[min][6])*
2116 (param0[min][3]-param0[min][6]));
2117 if (dist[2] < dist[0]) dist[0] = dist[2];
2118 if (rad < dist[1]) dist[1] = rad;
2119 if (rad < dist[2]) dist[2] = rad;
2120 }
2121 cout << dist[0] << " " << dist[1] << " " << dist[2] << endl;
2122 if (dist[TMath::LocMin(iseed+1,dist)] < 1.) { fNpar -= 3; break; }
2123 }
2124 */
2125
0df3ca52 2126 for (Int_t i=0; i<fNpar; i++) {
2127 parOk[i] = param0[min][i];
0627f609 2128 //errOk[i] = fmin;
2129 errOk[i] = chi2n;
2b1e4f0e 2130 // Bounded params
2131 parOk[i] = TMath::Max (parOk[i], parmin[i]);
2132 parOk[i] = TMath::Min (parOk[i], parmax[i]);
0df3ca52 2133 }
2134
0df3ca52 2135 chi2o = chi2n;
2136 if (fmin < 0.1) break; // !!!???
2137 } // for (Int_t iseed=0;
2138
2b1e4f0e 2139 if (fDebug) {
2140 for (Int_t i=0; i<fNpar; i++) {
2b1e4f0e 2141 if (i == 4 || i == 7) {
2142 if (i == 7 || i == 4 && fNpar < 7) cout << parOk[i] << endl;
2143 else cout << parOk[i] * (1-parOk[7]) << endl;
2144 continue;
2145 }
2146 cout << parOk[i] << " " << errOk[i] << endl;
2147 }
0df3ca52 2148 }
2149 nfit = (fNpar + 1) / 3;
2b1e4f0e 2150 dist[0] = dist[1] = dist[2] = 0;
2151
2152 if (nfit > 1) {
2153 // Find distance to the nearest neighbour
2154 dist[0] = dist[1] = TMath::Sqrt ((parOk[0]-parOk[2])*
2155 (parOk[0]-parOk[2])
2156 +(parOk[1]-parOk[3])*
2157 (parOk[1]-parOk[3]));
2158 if (nfit > 2) {
2159 dist[2] = TMath::Sqrt ((parOk[0]-parOk[5])*
2160 (parOk[0]-parOk[5])
2161 +(parOk[1]-parOk[6])*
2162 (parOk[1]-parOk[6]));
2163 rad = TMath::Sqrt ((parOk[2]-parOk[5])*
2164 (parOk[2]-parOk[5])
2165 +(parOk[3]-parOk[6])*
2166 (parOk[3]-parOk[6]));
2167 if (dist[2] < dist[0]) dist[0] = dist[2];
2168 if (rad < dist[1]) dist[1] = rad;
2169 if (rad < dist[2]) dist[2] = rad;
2170 }
2171 }
2172
1af223d7 2173 Int_t indx;
2b1e4f0e 2174 fnPads[1] -= nVirtual;
cc87ebcd 2175 if (!fDraw) {
2176 Double_t coef = 0;
0627f609 2177 if (iSimple) fnCoupled = 0;
cc87ebcd 2178 //for (Int_t j=0; j<nfit; j++) {
2179 for (Int_t j=nfit-1; j>=0; j--) {
2180 indx = j<2 ? j*2 : j*2+1;
2181 if (nfit == 1) coef = 1;
2182 else coef = j==nfit-1 ? parOk[indx+2] : 1-coef;
2183 coef = TMath::Max (coef, 0.);
2184 if (nfit == 3 && j < 2) coef = j==1 ? coef*parOk[indx+2] : coef - parOk[7];
2185 coef = TMath::Max (coef, 0.);
0627f609 2186 AddRawCluster (parOk[indx], parOk[indx+1], coef*fQtot, errOk[indx], nfit0+10*nfit+100*nMax+10000*fnCoupled, tracks,
cc87ebcd 2187 //sigCand[maxSeed[j]][0], sigCand[maxSeed[j]][1]);
2188 //sigCand[0][0], sigCand[0][1], dist[j]);
2189 sigCand[0][0], sigCand[0][1], dist[TMath::LocMin(nfit,dist)]);
2190 }
2191 } else fDraw->FillMuon(nfit, parOk, errOk);
0df3ca52 2192 return nfit;
2193}
2194
2195//_____________________________________________________________________________
30178c30 2196void AliMUONClusterFinderAZ::Fcn1(Int_t & /*npar*/, Double_t * /*gin*/, Double_t &f, Double_t *par, Int_t /*iflag*/)
0df3ca52 2197{
d19b6003 2198/// Fit for one track
2199/// AZ for Muinuit AliMUONClusterFinderAZ& c = *(AliMUONClusterFinderAZ::fgClusterFinder);
2200
2b1e4f0e 2201 AliMUONClusterFinderAZ& c = *this; //AZ
0df3ca52 2202
2203 Int_t cath, ix, iy, indx, npads=0;
2b1e4f0e 2204 Double_t charge, delta, coef=0, chi2=0, qTot = 0;
0df3ca52 2205 for (Int_t j=0; j<c.fnPads[0]+c.fnPads[1]; j++) {
2206 if (c.fPadIJ[1][j] != 1) continue;
2207 cath = c.fPadIJ[0][j];
2b1e4f0e 2208 if (c.fXyq[3][j] > 0) npads++; // exclude virtual pads
2209 qTot += c.fXyq[2][j];
0627f609 2210 ix = c.fPadIJ[2][j];
2211 iy = c.fPadIJ[3][j];
2212 c.fSegmentation[cath]->SetPad(ix, iy);
0df3ca52 2213 charge = 0;
2214 for (Int_t i=c.fNpar/3; i>=0; i--) { // sum over tracks
2215 indx = i<2 ? 2*i : 2*i+1;
0627f609 2216 c.fSegmentation[cath]->SetHit(par[indx], par[indx+1], c.fZpad);
0df3ca52 2217 if (c.fNpar == 2) coef = 1;
2218 else coef = i==c.fNpar/3 ? par[indx+2] : 1-coef;
2b1e4f0e 2219 coef = TMath::Max (coef, 0.);
0df3ca52 2220 if (c.fNpar == 8 && i < 2) coef = i==1 ? coef*par[indx+2] : coef - par[7];
2b1e4f0e 2221 coef = TMath::Max (coef, 0.);
0627f609 2222 charge += c.fInput->Mathieson()->IntXY(fInput->DetElemId(), c.fInput->Segmentation2(cath))*coef;
0df3ca52 2223 }
2224 charge *= c.fQtot;
0df3ca52 2225 delta = charge - c.fXyq[2][j];
2b1e4f0e 2226 delta *= delta;
2227 delta /= c.fXyq[2][j];
2228 //if (cath) delta /= 5; // just for test
2229 chi2 += delta;
0df3ca52 2230 } // for (Int_t j=0;
2231 f = chi2;
2b1e4f0e 2232 Double_t qAver = qTot/npads; //(c.fnPads[0]+c.fnPads[1]);
0df3ca52 2233 f = chi2/qAver;
2234}
2235
2236//_____________________________________________________________________________
6aaf81e6 2237void AliMUONClusterFinderAZ::UpdatePads(Int_t /*nfit*/, Double_t *par)
0df3ca52 2238{
d19b6003 2239/// Subtract the fitted charges from pads with strong coupling
0df3ca52 2240
2241 Int_t cath, ix, iy, indx;
2242 Double_t charge, coef=0;
2243 for (Int_t j=0; j<fnPads[0]+fnPads[1]; j++) {
2244 if (fPadIJ[1][j] != -1) continue;
2245 if (fNpar != 0) {
2246 cath = fPadIJ[0][j];
0627f609 2247 ix = fPadIJ[2][j];
2248 iy = fPadIJ[3][j];
2249 fSegmentation[cath]->SetPad(ix, iy);
0df3ca52 2250 charge = 0;
2251 for (Int_t i=fNpar/3; i>=0; i--) { // sum over tracks
2252 indx = i<2 ? 2*i : 2*i+1;
0627f609 2253 fSegmentation[cath]->SetHit(par[indx], par[indx+1], fZpad);
0df3ca52 2254 if (fNpar == 2) coef = 1;
2255 else coef = i==fNpar/3 ? par[indx+2] : 1-coef;
2b1e4f0e 2256 coef = TMath::Max (coef, 0.);
0df3ca52 2257 if (fNpar == 8 && i < 2) coef = i==1 ? coef*par[indx+2] : coef - par[7];
2b1e4f0e 2258 coef = TMath::Max (coef, 0.);
0627f609 2259 charge += fInput->Mathieson()->IntXY(fInput->DetElemId(),fInput->Segmentation2(cath))*coef;
0df3ca52 2260 }
2261 charge *= fQtot;
2262 fXyq[2][j] -= charge;
2263 } // if (fNpar != 0)
0627f609 2264 if (fXyq[2][j] > fgkZeroSuppression) fPadIJ[1][j] = 0; // return pad for further using
0df3ca52 2265 } // for (Int_t j=0;
2266}
2267
2268//_____________________________________________________________________________
d19b6003 2269Bool_t AliMUONClusterFinderAZ::TestTrack(Int_t /*t*/) const
2270{
2271/// Test if track was user selected
2272
0df3ca52 2273 return kTRUE;
2274 /*
2275 if (fTrack[0]==-1 || fTrack[1]==-1) {
2276 return kTRUE;
2277 } else if (t==fTrack[0] || t==fTrack[1]) {
2278 return kTRUE;
2279 } else {
2280 return kFALSE;
2281 }
2282 */
2283}
2284
2285//_____________________________________________________________________________
2b1e4f0e 2286void AliMUONClusterFinderAZ::AddRawCluster(Double_t x, Double_t y, Double_t qTot, Double_t fmin, Int_t nfit, Int_t *tracks, Double_t /*sigx*/, Double_t /*sigy*/, Double_t /*dist*/)
0df3ca52 2287{
d19b6003 2288/// Add a raw cluster copy to the list
2289
2b1e4f0e 2290 if (qTot <= 0.501) return;
0df3ca52 2291 AliMUONRawCluster cnew;
0df3ca52 2292
2b1e4f0e 2293 Int_t cath, npads[2] = {0}, nover[2] = {0};
2294 for (Int_t j=0; j<fnPads[0]+fnPads[1]; j++) {
2295 cath = fPadIJ[0][j];
2296 // There was an overflow
2297 if (fPadIJ[1][j] == -9) nover[cath]++;
2298 if (fPadIJ[1][j] != 1 && fPadIJ[1][j] != -9) continue;
2299 cnew.SetMultiplicity(cath,cnew.GetMultiplicity(cath)+1);
2300 if (fXyq[2][j] > cnew.GetPeakSignal(cath)) cnew.SetPeakSignal(cath,TMath::Nint (fXyq[2][j]));
2301 //cnew.SetCharge(cath,cnew.GetCharge(cath) + TMath::Nint (fXyq[2][j]));
2302 cnew.SetContrib(npads[cath],cath,fXyq[2][j]);
5a051e34 2303 cnew.SetIndex(npads[cath],cath,TMath::Nint (fXyq[5][j]));
2304 cnew.SetDetElemId(fInput->DetElemId());
2b1e4f0e 2305 npads[cath]++;
2306 }
2307
2308 cnew.SetClusterType(nover[0] + nover[1] * 100);
2309 for (Int_t j=0; j<3; j++) cnew.SetTrack(j,tracks[j]);
2310
0627f609 2311 Double_t xg, yg, zg;
0df3ca52 2312 for (cath=0; cath<2; cath++) {
0627f609 2313 // Perform local-to-global transformation
2314 fInput->Segmentation2(cath)->GetTransformer()->Local2Global(fInput->DetElemId(), x, y, fZpad, xg, yg, zg);
2315 cnew.SetX(cath, xg);
2316 cnew.SetY(cath, yg);
2317 cnew.SetZ(cath, zg);
2b1e4f0e 2318 cnew.SetCharge(cath, TMath::Nint(qTot));
2319 //cnew.SetPeakSignal(cath,20);
2320 //cnew.SetMultiplicity(cath, 5);
2321 cnew.SetNcluster(cath, nfit);
2322 cnew.SetChi2(cath, fmin); //0.;1
0df3ca52 2323 }
2b1e4f0e 2324 // Evaluate measurement errors
2325 //AZ Errors(&cnew);
2326
2327 cnew.SetGhost(nfit); //cnew.SetX(1,sigx); cnew.SetY(1,sigy); cnew.SetZ(1,dist);
0df3ca52 2328 //cnew.fClusterType=cnew.PhysicsContribution();
0627f609 2329 new((*fRawClusters)[fNRawClusters++]) AliMUONRawCluster(cnew);
2330 if (fDebug) cout << fNRawClusters << " " << fInput->Chamber() << endl;
0df3ca52 2331 //fNPeaks++;
2332}
2333
2334//_____________________________________________________________________________
0627f609 2335Int_t AliMUONClusterFinderAZ::FindLocalMaxima(TObjArray *pixArray, Int_t *localMax, Double_t *maxVal)
0df3ca52 2336{
d19b6003 2337/// Find local maxima in pixel space for large preclusters in order to
2338/// try to split them into smaller pieces (to speed up the MLEM procedure)
2339/// or to find additional fitting seeds if clusters were not completely resolved
0df3ca52 2340
0627f609 2341 TH2D *hist = NULL;
2342 //if (pixArray == fPixArray) hist = (TH2D*) gROOT->FindObject("anode");
2343 //else { hist = (TH2D*) gROOT->FindObject("anode1"); cout << hist << endl; }
2344 //if (hist) hist->Delete();
0df3ca52 2345
cd747ddb 2346 Double_t xylim[4] = {999, 999, 999, 999};
0627f609 2347 Int_t nPix = pixArray->GetEntriesFast();
0df3ca52 2348 AliMUONPixel *pixPtr = 0;
2349 for (Int_t ipix=0; ipix<nPix; ipix++) {
0627f609 2350 pixPtr = (AliMUONPixel*) pixArray->UncheckedAt(ipix);
0df3ca52 2351 for (Int_t i=0; i<4; i++)
2352 xylim[i] = TMath::Min (xylim[i], (i%2 ? -1 : 1)*pixPtr->Coord(i/2));
2353 }
2354 for (Int_t i=0; i<4; i++) xylim[i] -= pixPtr->Size(i/2);
2355
2356 Int_t nx = TMath::Nint ((-xylim[1]-xylim[0])/pixPtr->Size(0)/2);
2357 Int_t ny = TMath::Nint ((-xylim[3]-xylim[2])/pixPtr->Size(1)/2);
0627f609 2358 if (pixArray == fPixArray) hist = new TH2D("anode","anode",nx,xylim[0],-xylim[1],ny,xylim[2],-xylim[3]);
2359 else hist = new TH2D("anode1","anode1",nx,xylim[0],-xylim[1],ny,xylim[2],-xylim[3]);
0df3ca52 2360 for (Int_t ipix=0; ipix<nPix; ipix++) {
0627f609 2361 pixPtr = (AliMUONPixel*) pixArray->UncheckedAt(ipix);
0df3ca52 2362 hist->Fill(pixPtr->Coord(0), pixPtr->Coord(1), pixPtr->Charge());
2363 }
0627f609 2364 if (fDraw && pixArray == fPixArray) fDraw->DrawHist("c2", hist);
0df3ca52 2365
2366 Int_t nMax = 0, indx;
2367 Int_t *isLocalMax = new Int_t[ny*nx];
2368 for (Int_t i=0; i<ny*nx; i++) isLocalMax[i] = 0;
2369
2370 for (Int_t i=1; i<=ny; i++) {
2371 indx = (i-1) * nx;
2372 for (Int_t j=1; j<=nx; j++) {
2373 if (hist->GetCellContent(j,i) < 0.5) continue;
2374 //if (isLocalMax[indx+j-1] < 0) continue;
2375 if (isLocalMax[indx+j-1] != 0) continue;
2376 FlagLocalMax(hist, i, j, isLocalMax);
2377 }
2378 }
2379
2380 for (Int_t i=1; i<=ny; i++) {
2381 indx = (i-1) * nx;
2382 for (Int_t j=1; j<=nx; j++) {
2383 if (isLocalMax[indx+j-1] > 0) {
2384 localMax[nMax] = indx + j - 1;
2385 maxVal[nMax++] = hist->GetCellContent(j,i);
2b1e4f0e 2386 if (nMax > 99) AliFatal(" Too many local maxima !!!");
0df3ca52 2387 }
0df3ca52 2388 }
2389 }
2b1e4f0e 2390 if (fDebug) cout << " Local max: " << nMax << endl;
0df3ca52 2391 delete [] isLocalMax; isLocalMax = 0;
2392 return nMax;
2393}
2394
2395//_____________________________________________________________________________
2396void AliMUONClusterFinderAZ::FlagLocalMax(TH2D *hist, Int_t i, Int_t j, Int_t *isLocalMax)
2397{
d19b6003 2398/// Flag pixels (whether or not local maxima)
0df3ca52 2399
2400 Int_t nx = hist->GetNbinsX();
2401 Int_t ny = hist->GetNbinsY();
2402 Int_t cont = TMath::Nint (hist->GetCellContent(j,i));
0627f609 2403 Int_t cont1 = 0, indx = (i-1)*nx+j-1, indx1 = 0, indx2 = 0;
0df3ca52 2404
2405 for (Int_t i1=i-1; i1<i+2; i1++) {
2406 if (i1 < 1 || i1 > ny) continue;
0627f609 2407 indx1 = (i1 - 1) * nx;
0df3ca52 2408 for (Int_t j1=j-1; j1<j+2; j1++) {
2409 if (j1 < 1 || j1 > nx) continue;
2410 if (i == i1 && j == j1) continue;
0627f609 2411 indx2 = indx1 + j1 - 1;
0df3ca52 2412 cont1 = TMath::Nint (hist->GetCellContent(j1,i1));
0627f609 2413 if (cont < cont1) { isLocalMax[indx] = -1; return; }
2414 else if (cont > cont1) isLocalMax[indx2] = -1;
0df3ca52 2415 else { // the same charge
0627f609 2416 isLocalMax[indx] = 1;
2417 if (isLocalMax[indx2] == 0) {
0df3ca52 2418 FlagLocalMax(hist, i1, j1, isLocalMax);
0627f609 2419 if (isLocalMax[indx2] < 0) { isLocalMax[indx] = -1; return; }
2420 else isLocalMax[indx2] = -1;
0df3ca52 2421 }
2422 }
2423 }
2424 }
0627f609 2425 isLocalMax[indx] = 1; // local maximum
0df3ca52 2426}
2427
2428//_____________________________________________________________________________
2429void AliMUONClusterFinderAZ::FindCluster(Int_t *localMax, Int_t iMax)
2430{
13985652 2431/// Find pixel cluster around local maximum \a iMax and pick up pads
d19b6003 2432/// overlapping with it
0df3ca52 2433
2434 TH2D *hist = (TH2D*) gROOT->FindObject("anode");
2435 Int_t nx = hist->GetNbinsX();
2436 Int_t ny = hist->GetNbinsY();
2437 Int_t ic = localMax[iMax] / nx + 1;
2438 Int_t jc = localMax[iMax] % nx + 1;
2439 Bool_t *used = new Bool_t[ny*nx];
2440 for (Int_t i=0; i<ny*nx; i++) used[i] = kFALSE;
2441
2442 // Drop all pixels from the array - pick up only the ones from the cluster
2443 fPixArray->Delete();
2444
2445 Double_t wx = hist->GetXaxis()->GetBinWidth(1)/2;
2446 Double_t wy = hist->GetYaxis()->GetBinWidth(1)/2;
2447 Double_t yc = hist->GetYaxis()->GetBinCenter(ic);
2448 Double_t xc = hist->GetXaxis()->GetBinCenter(jc);
2449 Double_t cont = hist->GetCellContent(jc,ic);
2450 AliMUONPixel *pixPtr = new AliMUONPixel (xc, yc, wx, wy, cont);
2451 fPixArray->Add((TObject*)pixPtr);
2452 used[(ic-1)*nx+jc-1] = kTRUE;
2453 AddBin(hist, ic, jc, 1, used, (TObjArray*)0); // recursive call
2454
2455 Int_t nPix = fPixArray->GetEntriesFast(), npad = fnPads[0] + fnPads[1];
2456 for (Int_t i=0; i<nPix; i++) {
2457 ((AliMUONPixel*)fPixArray->UncheckedAt(i))->SetSize(0,wx);
2458 ((AliMUONPixel*)fPixArray->UncheckedAt(i))->SetSize(1,wy);
2459 }
2b1e4f0e 2460 if (fDebug) cout << iMax << " " << nPix << endl;
0df3ca52 2461
2462 Float_t xy[4], xy12[4];
2463 // Pick up pads which overlap with found pixels
2464 for (Int_t i=0; i<npad; i++) fPadIJ[1][i] = -1;
2465 for (Int_t i=0; i<nPix; i++) {
2466 pixPtr = (AliMUONPixel*) fPixArray->UncheckedAt(i);
2467 for (Int_t j=0; j<4; j++)
2468 xy[j] = pixPtr->Coord(j/2) + (j%2 ? 1 : -1)*pixPtr->Size(j/2);
2469 for (Int_t j=0; j<npad; j++)
2470 if (Overlap(xy, j, xy12, 0)) fPadIJ[1][j] = 0; // flag for use
2471 }
2472
2473 delete [] used; used = 0;
2474}
30178c30 2475
2476//_____________________________________________________________________________
2477AliMUONClusterFinderAZ&
2478AliMUONClusterFinderAZ::operator=(const AliMUONClusterFinderAZ& rhs)
2479{
d19b6003 2480/// Protected assignement operator
30178c30 2481
2482 if (this == &rhs) return *this;
2483
8c343c7c 2484 AliFatal("Not implemented.");
30178c30 2485
2486 return *this;
2487}
2488
2b1e4f0e 2489//_____________________________________________________________________________
2490void AliMUONClusterFinderAZ::AddVirtualPad()
2491{
d19b6003 2492/// Add virtual pad (with small charge) to improve fit for some
2493/// clusters (when pad with max charge is at the extreme of the cluster)
2b1e4f0e 2494
2495 // Get number of pads in X and Y-directions
2496 Int_t nInX = -1, nInY;
2497 PadsInXandY(nInX, nInY);
2498 //return;
2499
0627f609 2500 // Add virtual pad only if number of pads per direction == 2
2b1e4f0e 2501 if (nInX != 2 && nInY != 2) return;
2502
2503 // Find pads with max charge
2504 Int_t maxpad[2][2] = {{-1, -1}, {-1, -1}}, cath;
2505 Double_t sigmax[2] = {0}, aamax[2] = {0};
2506 for (Int_t j=0; j<fnPads[0]+fnPads[1]; j++) {
2507 if (fPadIJ[1][j] != 0) continue;
2508 cath = fPadIJ[0][j];
2509 if (fXyq[2][j] > sigmax[cath]) {
2510 maxpad[cath][1] = maxpad[cath][0];
2511 aamax[cath] = sigmax[cath];
2512 sigmax[cath] = fXyq[2][j];
2513 maxpad[cath][0] = j;
2514 }
2515 }
2516 if (maxpad[0][0] >= 0 && maxpad[0][1] < 0 || maxpad[1][0] >= 0 && maxpad[1][1] < 0) {
2517 for (Int_t j=0; j<fnPads[0]+fnPads[1]; j++) {
2518 if (fPadIJ[1][j] != 0) continue;
2519 cath = fPadIJ[0][j];
2520 if (j == maxpad[cath][0] || j == maxpad[cath][1]) continue;
2521 if (fXyq[2][j] > aamax[cath]) {
2522 aamax[cath] = fXyq[2][j];
2523 maxpad[cath][1] = j;
2524 }
2525 }
2526 }
2527 // Check for mirrors (side X on cathode 0)
2528 Bool_t mirror = kFALSE;
0627f609 2529 if (maxpad[0][0] >= 0 && maxpad[1][0] >= 0) {
2b1e4f0e 2530 mirror = fXyq[3][maxpad[0][0]] < fXyq[4][maxpad[0][0]];
0627f609 2531 if (!mirror && TMath::Abs(fXyq[3][maxpad[0][0]]-fXyq[3][maxpad[1][0]]) < 0.001) {
2532 // Special case when pads on both cathodes have the same size
2533 Int_t yud[2] = {0};
2534 for (Int_t j = 0; j < fnPads[0]+fnPads[1]; j++) {
2535 cath = fPadIJ[0][j];
2536 if (j == maxpad[cath][0]) continue;
2537 if (fPadIJ[2][j] != fPadIJ[2][maxpad[cath][0]]) continue;
2538 if (fPadIJ[3][j] + 1 == fPadIJ[3][maxpad[cath][0]] ||
2539 fPadIJ[3][j] - 1 == fPadIJ[3][maxpad[cath][0]]) yud[cath]++;
2540 }
2541 if (!yud[0]) mirror = kTRUE; // take the other cathode
2542 } // if (!mirror &&...
2543 } // if (maxpad[0][0] >= 0 && maxpad[1][0] >= 0)
2b1e4f0e 2544
2545 // Find neughbours of pads with max charges
2546 Int_t nn, xList[10], yList[10], ix0, iy0, ix, iy, neighb;
2547 for (cath=0; cath<2; cath++) {
2548 if (!cath && maxpad[0][0] < 0) continue; // one-sided cluster - cathode 1
2549 if (cath && maxpad[1][0] < 0) break; // one-sided cluster - cathode 0
2550 if (maxpad[1][0] >= 0) {
2551 if (!mirror) {
2552 if (!cath && nInY != 2) continue;
2b1e4f0e 2553 if (cath && nInX != 2 && (maxpad[0][0] >= 0 || nInY != 2)) continue;
2554 } else {
2555 if (!cath && nInX != 2) continue;
2556 if (cath && nInY != 2 && (maxpad[0][0] >= 0 || nInX != 2)) continue;
2557 }
2558 }
2559
1af223d7 2560 Int_t iAddX = 0, iAddY = 0, ix1 = 0, iy1 = 0, iPad = 0;
2b1e4f0e 2561 if (maxpad[0][0] < 0) iPad = 1;
2562
2b1e4f0e 2563 for (iPad=0; iPad<2; iPad++) {
94eb555e 2564 if (maxpad[cath][iPad] < 0) continue;
2b1e4f0e 2565 if (iPad && !iAddX && !iAddY) break;
2566 if (iPad && fXyq[2][maxpad[cath][1]] / sigmax[cath] < 0.5) break;
2567
2568 Int_t neighbx = 0, neighby = 0;
0627f609 2569 ix0 = fPadIJ[2][maxpad[cath][iPad]];
2570 iy0 = fPadIJ[3][maxpad[cath][iPad]];
2571 fSegmentation[cath]->Neighbours(ix0, iy0, &nn, xList, yList);
2572 Float_t zpad;
2b1e4f0e 2573 for (Int_t j=0; j<nn; j++) {
0627f609 2574 if (TMath::Abs(xList[j]-ix0) == 1 || xList[j]*ix0 == -1) neighbx++;
2575 if (TMath::Abs(yList[j]-iy0) == 1 || yList[j]*iy0 == -1) neighby++;
2b1e4f0e 2576 }
2577 if (!mirror) {
2578 if (cath) neighb = neighbx;
2579 else neighb = neighby;
2580 if (maxpad[0][0] < 0) neighb += neighby;
2581 else if (maxpad[1][0] < 0) neighb += neighbx;
2582 } else {
2583 if (!cath) neighb = neighbx;
2584 else neighb = neighby;
2585 if (maxpad[0][0] < 0) neighb += neighbx;
2586 else if (maxpad[1][0] < 0) neighb += neighby;
2587 }
2588
2589 for (Int_t j=0; j<fnPads[0]+fnPads[1]; j++) {
2590 if (fPadIJ[0][j] != cath) continue;
0627f609 2591 ix = fPadIJ[2][j];
2592 iy = fPadIJ[3][j];
2b1e4f0e 2593 if (iy == iy0 && ix == ix0) continue;
2594 for (Int_t k=0; k<nn; k++) {
2595 if (xList[k] != ix || yList[k] != iy) continue;
2596 if (!mirror) {
2597 if ((!cath || maxpad[0][0] < 0) &&
1af223d7 2598 (TMath::Abs(iy-iy0) == 1 || iy*iy0 == -1)) {
0627f609 2599 if (!iPad && TMath::Abs(ix-ix0) == 1 || ix*ix0 == -1) ix1 = xList[k]; //19-12-05
2b1e4f0e 2600 xList[k] = yList[k] = 0;
2601 neighb--;
2602 break;
2603 }
2604 if ((cath || maxpad[1][0] < 0) &&
1af223d7 2605 (TMath::Abs(ix-ix0) == 1 || ix*ix0 == -1)) {
0627f609 2606 if (!iPad) ix1 = xList[k]; //19-12-05
2b1e4f0e 2607 xList[k] = yList[k] = 0;
2608 neighb--;
2609 }
2610 } else {
2611 if ((!cath || maxpad[0][0] < 0) &&
1af223d7 2612 (TMath::Abs(ix-ix0) == 1 || ix*ix0 == -1)) {
0627f609 2613 if (!iPad) ix1 = xList[k]; //19-12-05
2b1e4f0e 2614 xList[k] = yList[k] = 0;
2615 neighb--;
2616 break;
2617 }
2618 if ((cath || maxpad[1][0] < 0) &&
1af223d7 2619 (TMath::Abs(iy-iy0) == 1 || iy*iy0 == -1)) {
2b1e4f0e 2620 xList[k] = yList[k] = 0;
2621 neighb--;
2622 }
2623 }
2624 break;
2625 } // for (Int_t k=0; k<nn;
2626 if (!neighb) break;
2627 } // for (Int_t j=0; j<fnPads[0]+fnPads[1];
2628 if (!neighb) continue;
2629
2630 // Add virtual pad
2631 Int_t npads, isec;
2632 isec = 0;
2633 for (Int_t j=0; j<nn; j++) {
2634 if (xList[j] == 0 && yList[j] == 0) continue;
2635 npads = fnPads[0] + fnPads[1];
2636 fPadIJ[0][npads] = cath;
2637 fPadIJ[1][npads] = 0;
2638 ix = xList[j];
2639 iy = yList[j];
1af223d7 2640 if (TMath::Abs(ix-ix0) == 1 || ix*ix0 == -1) {
2b1e4f0e 2641 if (iy != iy0) continue; // new segmentation - check
2642 if (nInX != 2) continue; // new
2643 if (!mirror) {
2644 if (!cath && maxpad[1][0] >= 0) continue;
2b1e4f0e 2645 } else {
2646 if (cath && maxpad[0][0] >= 0) continue;
2b1e4f0e 2647 }
2648 if (iPad && !iAddX) continue;
0627f609 2649 fSegmentation[cath]->GetPadC(ix, iy, fXyq[0][npads], fXyq[1][npads], zpad);
1af223d7 2650 if (fXyq[0][npads] > 1.e+5) continue; // temporary fix
0627f609 2651 if (ix == ix1) continue; //19-12-05
2b1e4f0e 2652 if (ix1 == ix0) continue;
2b1e4f0e 2653 if (maxpad[1][0] < 0 || mirror && maxpad[0][0] >= 0) {
2654 if (!iPad) fXyq[2][npads] = TMath::Min (sigmax[0]/100, 5.);
2655 else fXyq[2][npads] = TMath::Min (aamax[0]/100, 5.);
2656 }
2657 else {
2658 if (!iPad) fXyq[2][npads] = TMath::Min (sigmax[1]/100, 5.);
2659 else fXyq[2][npads] = TMath::Min (aamax[1]/100, 5.);
2660 }
2661 fXyq[2][npads] = TMath::Max (fXyq[2][npads], (float)1);
2b1e4f0e 2662 fXyq[3][npads] = -2; // flag
0627f609 2663 fPadIJ[2][npads] = ix;
2664 fPadIJ[3][npads] = iy;
2b1e4f0e 2665 fnPads[1]++;
2666 iAddX = npads;
0627f609 2667 if (fDebug) printf(" ***** Add virtual pad in X ***** %f %f %f %3d %3d \n", fXyq[2][npads],
e8fb921b 2668 fXyq[0][npads], fXyq[1][npads], ix, iy);
2b1e4f0e 2669 ix1 = ix0;
2670 continue;
2671 }
2672 if (nInY != 2) continue;
2673 if (!mirror && cath && maxpad[0][0] >= 0) continue;
2674 if (mirror && !cath && maxpad[1][0] >= 0) continue;
2675 if (TMath::Abs(iy-iy0) == 1 || TMath::Abs(iy*iy0) == 1) {
2676 if (ix != ix0) continue; // new segmentation - check
2677 if (iPad && !iAddY) continue;
0627f609 2678 fSegmentation[cath]->GetPadC(ix, iy, fXyq[0][npads], fXyq[1][npads], zpad);
2b1e4f0e 2679 if (iy1 == iy0) continue;
2680 //if (iPad && iy1 == iy0) continue;
2b1e4f0e 2681 if (maxpad[0][0] < 0 || mirror && maxpad[1][0] >= 0) {
0627f609 2682 if (!iPad) fXyq[2][npads] = TMath::Min (sigmax[1]/15, fgkZeroSuppression);
2683 else fXyq[2][npads] = TMath::Min (aamax[1]/15, fgkZeroSuppression);
2b1e4f0e 2684 }
2685 else {
0627f609 2686 if (!iPad) fXyq[2][npads] = TMath::Min (sigmax[0]/15, fgkZeroSuppression);
2687 else fXyq[2][npads] = TMath::Min (aamax[0]/15, fgkZeroSuppression);
2b1e4f0e 2688 }
2689 fXyq[2][npads] = TMath::Max (fXyq[2][npads], (float)1);
2b1e4f0e 2690 fXyq[3][npads] = -2; // flag
0627f609 2691 fPadIJ[2][npads] = ix;
2692 fPadIJ[3][npads] = iy;
2b1e4f0e 2693 fnPads[1]++;
2694 iAddY = npads;
0627f609 2695 if (fDebug) printf(" ***** Add virtual pad in Y ***** %f %f %f %3d %3d \n", fXyq[2][npads],
e8fb921b 2696 fXyq[0][npads], fXyq[1][npads], ix, iy);
2b1e4f0e 2697 iy1 = iy0;
2698 }
2699 } // for (Int_t j=0; j<nn;
2700 } // for (Int_t iPad=0;
2701 } // for (cath=0; cath<2;
2702 return;
2703}
2704
2705//_____________________________________________________________________________
2706void AliMUONClusterFinderAZ::PadsInXandY(Int_t &nInX, Int_t &nInY)
2707{
d19b6003 2708/// Find number of pads in X and Y-directions (excluding virtual ones and
2709/// overflows)
2b1e4f0e 2710
2711 static Int_t nXsaved = 0, nYsaved = 0;
2712 nXsaved = nYsaved = 0;
2713 //if (nInX >= 0) {nInX = nXsaved; nInY = nYsaved; return; }
5a051e34 2714 Float_t *xPad0 = NULL, *yPad0 = NULL, *xPad1 = NULL, *yPad1 = NULL;
1af223d7 2715 Float_t wMinX[2] = {99, 99}, wMinY[2] = {99, 99};
5a051e34 2716 Int_t *nPad0 = NULL, *nPad1 = NULL;
2717 Int_t nPads = fnPads[0] + fnPads[1];
2718 if (fnPads[0]) {
2719 xPad0 = new Float_t[nPads];
2720 yPad0 = new Float_t[nPads];
2721 nPad0 = new Int_t[nPads];
2722 }
2723 if (fnPads[1]) {
2724 xPad1 = new Float_t[nPads];
2725 yPad1 = new Float_t[nPads];
2726 nPad1 = new Int_t[nPads];
2727 }
2728 Int_t n0 = 0, n1 = 0, cath, npadx[2] = {1, 1}, npady[2] = {1, 1};
2729 for (Int_t j = 0; j < nPads; j++) {
2b1e4f0e 2730 if (nInX < 0 && fPadIJ[1][j] != 0) continue; // before fit
2731 else if (nInX == 0 && fPadIJ[1][j] != 1) continue; // fit - exclude overflows
2732 else if (nInX > 0 && fPadIJ[1][j] != 1 && fPadIJ[1][j] != -9) continue; // exclude non-marked
0627f609 2733 if (nInX <= 0 && fXyq[2][j] > fgkSaturation-1) continue; // skip overflows
2b1e4f0e 2734 cath = fPadIJ[0][j];
1af223d7 2735 if (fXyq[3][j] > 0) { // exclude virtual pads
2736 wMinX[cath] = TMath::Min (wMinX[cath], fXyq[3][j]);
2737 wMinY[cath] = TMath::Min (wMinY[cath], fXyq[4][j]);
0627f609 2738 //20-12-05 }
2739 if (cath) { xPad1[n1] = fXyq[0][j]; yPad1[n1++] = fXyq[1][j]; }
2740 else { xPad0[n0] = fXyq[0][j]; yPad0[n0++] = fXyq[1][j]; }
1af223d7 2741 }
2b1e4f0e 2742 }
5a051e34 2743
2744 // Sort
2745 if (n0) {
2746 TMath::Sort (n0, xPad0, nPad0); // in X
2747 for (Int_t i = 1; i < n0; i++)
2748 if (xPad0[nPad0[i]] - xPad0[nPad0[i-1]] < -0.01) npadx[0]++;
2749 TMath::Sort (n0, yPad0, nPad0); // in Y
2750 for (Int_t i = 1; i < n0; i++)
2751 if (yPad0[nPad0[i]] - yPad0[nPad0[i-1]] < -0.01) npady[0]++;
2752 }
2753
2754 if (n1) {
2755 TMath::Sort (n1, xPad1, nPad1); // in X
2756 for (Int_t i = 1; i < n1; i++)
2757 if (xPad1[nPad1[i]] - xPad1[nPad1[i-1]] < -0.01) npadx[1]++;
2758 TMath::Sort (n1, yPad1, nPad1); // in Y
2759 for (Int_t i = 1; i < n1; i++)
2760 if (yPad1[nPad1[i]] - yPad1[nPad1[i-1]] < -0.01) npady[1]++;
2761 }
2762 if (fnPads[0]) { delete [] xPad0; delete [] yPad0; delete [] nPad0; }
2763 if (fnPads[1]) { delete [] xPad1; delete [] yPad1; delete [] nPad1; }
cc87ebcd 2764 if (TMath::Abs (wMinY[0] - wMinY[1]) < 1.e-3) nInY = TMath::Max (npady[0], npady[1]);
2765 else nInY = wMinY[0] < wMinY[1] ? npady[0] : npady[1];
2766 if (TMath::Abs (wMinX[0] - wMinX[1]) < 1.e-3) nInX = TMath::Max (npadx[0], npadx[1]);
2767 else nInX = wMinX[0] < wMinX[1] ? npadx[0] : npadx[1];
2b1e4f0e 2768}
2769
2770//_____________________________________________________________________________
2771void AliMUONClusterFinderAZ::Simple()
2772{
d19b6003 2773/// Process simple cluster (small number of pads) without EM-procedure
2b1e4f0e 2774
ff7af159 2775 Int_t nForFit = 1, clustFit[1] = {0}, nfit;
2b1e4f0e 2776 Double_t parOk[3] = {0.};
2777 TObjArray *clusters[1];
ff7af159 2778 clusters[0] = fPixArray;
5a051e34 2779 for (Int_t i = 0; i < fnPads[0]+fnPads[1]; i++) {
0627f609 2780 if (fXyq[2][i] > fgkSaturation-1) fPadIJ[1][i] = -9;
5a051e34 2781 else fPadIJ[1][i] = 1;
2782 }
0627f609 2783 nfit = Fit(1, nForFit, clustFit, clusters, parOk);
2b1e4f0e 2784}
2785
2786//_____________________________________________________________________________
2787void AliMUONClusterFinderAZ::Errors(AliMUONRawCluster *clus)
2788{
d19b6003 2789/// Correct reconstructed coordinates for some clusters and evaluate errors
2b1e4f0e 2790
2791 Double_t qTot = clus->GetCharge(0), fmin = clus->GetChi2(0);
2792 Double_t xreco = clus->GetX(0), yreco = clus->GetY(0), zreco = clus->GetZ(0);
2793 Double_t sigmax[2] = {0};
2794
2795 Int_t nInX = 1, nInY, maxdig[2] ={-1, -1}, digit, cath1, isec;
2796 PadsInXandY(nInX, nInY);
2797
2798 // Find pad with maximum signal
2799 for (Int_t cath = 0; cath < 2; cath++) {
2800 for (Int_t j = 0; j < clus->GetMultiplicity(cath); j++) {
2801 cath1 = cath;
2802 digit = clus->GetIndex(j, cath);
2803 if (digit < 0) { cath1 = TMath::Even(cath); digit = -digit - 1; } // from the other cathode
2804
2805 if (clus->GetContrib(j,cath) > sigmax[cath1]) {
2806 sigmax[cath1] = clus->GetContrib(j,cath);
2807 maxdig[cath1] = digit;
2808 }
2809 }
2810 }
2811
2812 // Size of pad with maximum signal and reco coordinate distance from the pad center
2813 AliMUONDigit *mdig = 0;
2814 Double_t wx[2], wy[2], dxc[2], dyc[2];
2815 Float_t xpad, ypad, zpad;
2816 Int_t ix, iy;
2817 for (Int_t cath = 0; cath < 2; cath++) {
2818 if (maxdig[cath] < 0) continue;
2819 mdig = fInput->Digit(cath,maxdig[cath]);
0627f609 2820 isec = fSegmentation[cath]->Sector(mdig->PadX(), mdig->PadY());
2821 wx[cath] = fSegmentation[cath]->Dpx(isec);
2822 wy[cath] = fSegmentation[cath]->Dpy(isec);
2823 fSegmentation[cath]->GetPadI(xreco, yreco, zreco, ix, iy);
2824 isec = fSegmentation[cath]->Sector(ix, iy);
2b1e4f0e 2825 if (isec > 0) {
0627f609 2826 fSegmentation[cath]->GetPadC(ix, iy, xpad, ypad, zpad);
2b1e4f0e 2827 dxc[cath] = xreco - xpad;
2828 dyc[cath] = yreco - ypad;
2829 }
2830 }
2831
2832 // Check if pad with max charge at the edge (number of neughbours)
2833 Int_t nn, xList[10], yList[10], neighbx[2][2] = {{0,0}, {0,0}}, neighby[2][2]= {{0,0}, {0,0}};
2834 for (Int_t cath = 0; cath < 2; cath++) {
2835 if (maxdig[cath] < 0) continue;
2836 mdig = fInput->Digit(cath,maxdig[cath]);
0627f609 2837 fSegmentation[cath]->Neighbours(mdig->PadX(), mdig->PadY(), &nn, xList, yList);
2838 isec = fSegmentation[cath]->Sector(mdig->PadX(), mdig->PadY());
2839 /*??
f29ba3e1 2840 Float_t sprX = fResponse->SigmaIntegration() * fResponse->ChargeSpreadX();
2841 Float_t sprY = fResponse->SigmaIntegration() * fResponse->ChargeSpreadY();
2842 //fSegmentation[cath]->FirstPad(fInput->DetElemId(),muons[ihit][1], muons[ihit][2], muons[ihit][3], sprX, sprY);
0627f609 2843 //fSegmentation[cath]->FirstPad(fInput->DetElemId(),xreco, yreco, zreco, sprX, sprY);
2844 fSegmentation[cath]->FirstPad(xreco, yreco, zreco, sprX, sprY);
2b1e4f0e 2845 Int_t border = 0;
0627f609 2846 //if (fSegmentation[cath]->Sector(fInput->DetElemId(),fSegmentation[cath]->Ix(),fSegmentation[cath]->Iy()) <= 0) {
2847 if (fSegmentation[cath]->Sector(fSegmentation[cath]->Ix(), fSegmentation[cath]->Iy()) <= 0) {
2848 //fSegmentation[cath]->NextPad(fInput->DetElemId());
2849 fSegmentation[cath]->NextPad();
2b1e4f0e 2850 border = 1;
2851 }
0627f609 2852 */
2b1e4f0e 2853 for (Int_t j=0; j<nn; j++) {
0627f609 2854 //if (border && yList[j] < fSegmentation[cath]->Iy()) continue;
2855 fSegmentation[cath]->GetPadC(xList[j], yList[j], xpad, ypad, zpad);
2b1e4f0e 2856 //cout << ch << " " << xList[j] << " " << yList[j] << " " << border << " " << x << " " << y << " " << xpad << " " << ypad << endl;
2857 if (TMath::Abs(xpad) < 1 && TMath::Abs(ypad) < 1) continue;
2858 if (xList[j] == mdig->PadX()-1 || mdig->PadX() == 1 &&
2859 xList[j] == -1) neighbx[cath][0] = 1;
2860 else if (xList[j] == mdig->PadX()+1 || mdig->PadX() == -1 &&
2861 xList[j] == 1) neighbx[cath][1] = 1;
2862 if (yList[j] == mdig->PadY()-1 || mdig->PadY() == 1 &&
2863 yList[j] == -1) neighby[cath][0] = 1;
2864 else if (yList[j] == mdig->PadY()+1 || mdig->PadY() == -1 &&
2865 yList[j] == 1) neighby[cath][1] = 1;
2866 } // for (Int_t j=0; j<nn;
2867 if (neighbx[cath][0] && neighbx[cath][1]) neighbx[cath][0] = 0;
2868 else if (neighbx[cath][1]) neighbx[cath][0] = -1;
2869 else neighbx[cath][0] = 1;
2870 if (neighby[cath][0] && neighby[cath][1]) neighby[cath][0] = 0;
2871 else if (neighby[cath][1]) neighby[cath][0] = -1;
2872 else neighby[cath][0] = 1;
2873 }
2874
2875 Int_t iOver = clus->GetClusterType();
2876 // One-sided cluster
2877 if (!clus->GetMultiplicity(0)) {
2878 neighby[0][0] = neighby[1][0];
2879 wy[0] = wy[1];
2880 if (iOver < 99) iOver += 100 * iOver;
2881 dyc[0] = dyc[1];
2882 } else if (!clus->GetMultiplicity(1)) {
2883 neighbx[1][0] = neighbx[0][0];
2884 wx[1] = wx[0];
2885 if (iOver < 99) iOver += 100 * iOver;
2886 dxc[1] = dxc[0];
2887 }
2888
2889 // Apply corrections and evaluate errors
2890 Double_t errY, errX;
2891 Errors(nInY, nInX, neighby[0][0],neighbx[1][0], fmin, wy[0]*10, wx[1]*10, iOver,
2892 dyc[0], dxc[1], qTot, yreco, xreco, errY, errX);
2893 errY = TMath::Max (errY, 0.01);
2894 //errY = 0.01;
2895 //errX = TMath::Max (errX, 0.144);
2896 clus->SetX(0, xreco); clus->SetY(0, yreco);
1af223d7 2897 clus->SetErrX(errX); clus->SetErrY(errY);
2b1e4f0e 2898}
2899
2900//_____________________________________________________________________________
2901void AliMUONClusterFinderAZ::Errors(Int_t ny, Int_t nx, Int_t iby, Int_t ibx, Double_t fmin,
2902 Double_t wy, Double_t wx, Int_t iover,
2903 Double_t dyc, Double_t /*dxc*/, Double_t qtot,
2904 Double_t &yrec, Double_t &xrec, Double_t &erry, Double_t &errx)
2905{
d19b6003 2906/// Correct reconstructed coordinates for some clusters and evaluate errors
2b1e4f0e 2907
2908 erry = 0.01;
2909 errx = 0.144;
2910 Int_t iovery = iover % 100;
2911 Double_t corr = 0;
2912
2913/* ---> Ny = 1 */
2914 if (ny == 1) {
2915 if (iby != 0) {
2916 // edge effect
2917 yrec += iby * (0.1823+0.2008)/2;
2918 erry = 0.04587;
2919 } else {
2920 // Find "effective pad width"
2921 Double_t width = 0.218 / (1.31e-4 * TMath::Exp (2.688 * TMath::Log(qtot)) + 1) * 2;
2922 width = TMath::Min (width, 0.4);
2923 erry = width / TMath::Sqrt(12.);
2924 erry = TMath::Max (erry, 0.01293);
2925 }
2926 goto x; //return;
2927 }
2928
2929/* ---> "Bad" fit */
2930 if (fmin > 0.4) {
2931 erry = 0.1556;
2932 if (ny == 5) erry = 0.06481;
2933 goto x; //return;
2934 }
2935
2936/* ---> By != 0 */
2937 if (iby != 0) {
2938 if (ny > 2) {
2939 erry = 0.00417; //0.01010
2940 } else {
2941 // ny = 2
2942 if (dyc * iby > -0.05) {
2943 Double_t dyc2 = dyc * dyc;
2944 if (iby < 0) {
2945 corr = 0.019 - 0.602 * dyc + 8.739 * dyc2 - 44.209 * dyc2 * dyc;
2946 corr = TMath::Min (corr, TMath::Abs(-0.25-dyc));
2947 yrec -= corr;
2948 //dyc -= corr;
2949 erry = 0.00814;
2950 } else {
2951 corr = 0.006 + 0.300 * dyc + 6.147 * dyc2 + 42.039 * dyc2 * dyc;
2952 corr = TMath::Min (corr, 0.25-dyc);
2953 yrec += corr;
2954 //dyc += corr;
2955 erry = 0.01582;
2956 }
2957 } else {
2958 erry = (0.00303 + 0.00296) / 2;
2959 }
2960 }
2961 goto x; //return;
2962 }
2963
2964/* ---> Overflows */
2965 if (iovery != 0) {
2966 if (qtot < 3000) {
2967 erry = 0.0671;
2968 } else {
2969 if (iovery > 1) {
2970 erry = 0.09214;
2971 } else if (TMath::Abs(wy - 5) < 0.1) {
2972 erry = 0.061; //0.06622
2973 } else {
2974 erry = 0.00812; // 0.01073
2975 }
2976 }
2977 goto x; //return;
2978 }
2979
2980/* ---> "Good" but very high signal */
2981 if (qtot > 4000) {
2982 if (TMath::Abs(wy - 4) < 0.1) {
2983 erry = 0.00117;
2984 } else if (fmin < 0.03 && qtot < 6000) {
2985 erry = 0.01003;
2986 } else {
2987 erry = 0.1931;
2988 }
2989 goto x; //return;
2990 }
2991
2992/* ---> "Good" clusters */
2993 if (ny > 3) {
2994 if (TMath::Abs(wy - 5) < 0.1) {
2995 erry = 0.0011; //0.00304
2996 } else if (qtot < 400.) {
2997 erry = 0.0165;
2998 } else {
2999 erry = 0.00135; // 0.00358
3000 }
3001 } else if (ny == 3) {
3002 if (TMath::Abs(wy - 4) < 0.1) {
3003 erry = 35.407 / (1 + TMath::Exp(5.511*TMath::Log(qtot/265.51))) + 11.564;
3004 //erry = 83.512 / (1 + TMath::Exp(3.344*TMath::Log(qtot/211.58))) + 12.260;
3005 } else {
3006 erry = 147.03 / (1 + TMath::Exp(1.713*TMath::Log(qtot/73.151))) + 9.575;
3007 //erry = 91.743 / (1 + TMath::Exp(2.332*TMath::Log(qtot/151.67))) + 11.453;
3008 }
3009 erry *= 1.e-4;
3010 } else {
3011 // ny = 2
3012 if (TMath::Abs(wy - 4) < 0.1) {
3013 erry = 60.800 / (1 + TMath::Exp(3.305*TMath::Log(qtot/104.53))) + 11.702;
3014 //erry = 73.128 / (1 + TMath::Exp(5.676*TMath::Log(qtot/120.93))) + 17.839;
3015 } else {
3016 erry = 117.98 / (1 + TMath::Exp(2.005*TMath::Log(qtot/37.649))) + 21.431;
3017 //erry = 99.066 / (1 + TMath::Exp(4.900*TMath::Log(qtot/107.57))) + 25.315;
3018 }
3019 erry *= 1.e-4;
3020 }
3021 //return;
3022
3023 x:
3024/* ---> X-coordinate */
3025/* ---> Y-side */
3026 if (wx > 11) {
3027 errx = 0.0036;
3028 xrec -= 0.1385;
3029 return;
3030 }
3031/* ---> Nx = 1 */
3032 if (nx == 1) {
3033 if (TMath::Abs(wx - 6) < 0.1) {
3034 if (qtot < 40) errx = 0.1693;
3035 else errx = 0.06241;
3036 } else if (TMath::Abs(wx - 7.5) < 0.1) {
3037 if (qtot < 40) errx = 0.2173;
3038 else errx = 0.07703;
3039 } else if (TMath::Abs(wx - 10) < 0.1) {
3040 if (ibx == 0) {
3041 if (qtot < 40) errx = 0.2316;
3042 else errx = 0.1426;
3043 } else {
3044 xrec += (0.2115 + 0.1942) / 2 * ibx;
3045 errx = 0.1921;
3046 }
3047 }
3048 return;
3049 }
3050/* ---> "Bad" fit */
3051 if (fmin > 0.5) {
3052 errx = 0.1591;
3053 return;
3054 }
3055/* ---> Bx != 0 */
3056 if (ibx != 0) {
3057 if (ibx > 0) { errx = 0.06761; xrec -= 0.03832; }
3058 else { errx = 0.06653; xrec += 0.02581; }
3059 return;
3060 }
3061/* ---> Overflows */
3062 if (iover != 0) {
3063 if (TMath::Abs(wx - 6) < 0.1) errx = 0.06979;
3064 else if (TMath::Abs(wx - 7.5) < 0.1) errx = 0.1089;
3065 else if (TMath::Abs(wx - 10) < 0.1) errx = 0.09847;
3066 return;
3067 }
3068/* ---> Good */
3069 if (TMath::Abs(wx - 6) < 0.1) errx = 0.06022;
3070 else if (TMath::Abs(wx - 7.5) < 0.1) errx = 0.07247;
3071 else if (TMath::Abs(wx - 10) < 0.1) errx = 0.07359;
3072}
3073