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c0a16418 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
18/// \class AliMUONClusterFinderMLEM
19///
20/// Clusterizer class based on the Expectation-Maximization algorithm
21///
22/// Pre-clustering is handled by AliMUONPreClusterFinder
23/// From a precluster a pixel array is built, and from this pixel array
24/// a list of clusters is output (using AliMUONClusterSplitterMLEM).
25///
26/// \author Laurent Aphecetche (for the "new" C++ structure) and
27/// Alexander Zinchenko, JINR Dubna, for the hardcore of it ;-)
28
9edefa04 29#include "AliMUONClusterFinderMLEM.h"
c0a16418 30#include "AliLog.h"
31#include "AliMUONCluster.h"
32#include "AliMUONClusterSplitterMLEM.h"
33#include "AliMUONDigit.h"
34#include "AliMUONPad.h"
35#include "AliMUONPreClusterFinder.h"
36#include "AliMpPad.h"
37#include "AliMpVPadIterator.h"
38#include "AliMpVSegmentation.h"
39#include "AliRunLoader.h"
c0a16418 40
a6435fb4 41#include <Riostream.h>
42#include <TH2.h>
43#include <TMinuit.h>
44#include <TCanvas.h>
45#include <TStopwatch.h>
46#include <TMath.h>
47
c0a16418 48/// \cond CLASSIMP
49ClassImp(AliMUONClusterFinderMLEM)
50/// \endcond
51
52const Double_t AliMUONClusterFinderMLEM::fgkZeroSuppression = 6; // average zero suppression value
53const Double_t AliMUONClusterFinderMLEM::fgkSaturation = 3000; // average saturation level
54const Double_t AliMUONClusterFinderMLEM::fgkDistancePrecision = 1e-6; // (cm) used to check overlaps and so on
55const TVector2 AliMUONClusterFinderMLEM::fgkIncreaseSize(-AliMUONClusterFinderMLEM::fgkDistancePrecision,-AliMUONClusterFinderMLEM::fgkDistancePrecision);
56const TVector2 AliMUONClusterFinderMLEM::fgkDecreaseSize(AliMUONClusterFinderMLEM::fgkDistancePrecision,AliMUONClusterFinderMLEM::fgkDistancePrecision);
57
58 TMinuit* AliMUONClusterFinderMLEM::fgMinuit = 0x0;
59
60//_____________________________________________________________________________
61AliMUONClusterFinderMLEM::AliMUONClusterFinderMLEM(Bool_t plot)
62 : AliMUONVClusterFinder(),
63fPreClusterFinder(new AliMUONPreClusterFinder),
64fPreCluster(0x0),
65fClusterList(),
66fEventNumber(0),
67fDetElemId(-1),
68fClusterNumber(0),
69fZpad(0.0),
70fReco(1),
71fCathBeg(0),
72fPixArray(new TObjArray(20)),
73fDebug(1),
74fPlot(plot),
75fTimers(new TObjArray(kLast)),
76fSplitter(0x0),
77fNClusters(0),
78fNAddVirtualPads(0)
79{
80 /// Constructor
81
82 fSegmentation[1] = fSegmentation[0] = 0x0;
83
84 fPadBeg[0] = fPadBeg[1] = fCathBeg;
85
86 if (!fgMinuit) fgMinuit = new TMinuit(8);
87
88 fTimers->SetOwner(kTRUE);
89
90 for ( Int_t i = 0; i < kLast; ++i )
91 {
92 TStopwatch* t = new TStopwatch;
93 fTimers->AddLast(new TStopwatch);
94 t->Start(kTRUE);
95 t->Stop();
96 }
97}
98
99//_____________________________________________________________________________
100AliMUONClusterFinderMLEM::~AliMUONClusterFinderMLEM()
101{
102/// Destructor
103 delete fgMinuit; fgMinuit = 0; delete fPixArray; fPixArray = 0;
104// delete fDraw;
105 delete fPreClusterFinder;
106 for ( Int_t i = 0; i < kLast; ++i )
107 {
108 AliInfo(Form("Timer %d",i));
109 Timer(i)->Print();
110 }
111 delete fTimers;
112 delete fSplitter;
113 AliInfo(Form("Total clusters %d AddVirtualPad needed %d",
114 fNClusters,fNAddVirtualPads));
115}
116
117//_____________________________________________________________________________
118Bool_t
119AliMUONClusterFinderMLEM::Prepare(const AliMpVSegmentation* segmentations[2],
120 TClonesArray* digits[2])
121{
122 /// Prepare for clustering
123
124 for ( Int_t i = 0; i < 2; ++i )
125 {
126 fSegmentation[i] = segmentations[i];
127 }
128
129 // Find out the DetElemId
130 fDetElemId = -1;
131
132 for ( Int_t i = 0; i < 2; ++i )
133 {
134 AliMUONDigit* d = static_cast<AliMUONDigit*>(digits[i]->First());
135 if (d)
136 {
137 fDetElemId = d->DetElemId();
138 break;
139 }
140 }
141
142 if ( fDetElemId < 0 )
143 {
144 AliWarning("Could not find DE. Probably no digits at all ?");
145 return kFALSE;
146 }
147
148 delete fSplitter;
149 fSplitter = new AliMUONClusterSplitterMLEM(fDetElemId,fPixArray);
150
151 // find out current event number, and reset the cluster number
152 fEventNumber = AliRunLoader::GetRunLoader()->GetEventNumber();
153 fClusterNumber = -1;
154 fClusterList.Delete();
155
156// AliDebug(3,Form("EVT %d DE %d",fEventNumber,fDetElemId));
157
158 return fPreClusterFinder->Prepare(segmentations,digits);
159}
160
161//_____________________________________________________________________________
162AliMUONCluster*
163AliMUONClusterFinderMLEM::NextCluster()
164{
165 /// Return next cluster
166
167 ++fClusterNumber;
168
169 // if the list of clusters is not void, pick one from there
170 if ( fClusterList.GetLast() >= 0 )
171 {
172 TObject* o = fClusterList.At(0);
173 fClusterList.RemoveAt(0);
174 return static_cast<AliMUONCluster*>(o);
175 }
176
177 //FIXME : at this point, must check whether we've used all the digits
178 //from precluster : if not, let the preclustering know about those unused
179 //digits, so it can reuse them
180
181 // if the cluster list is exhausted, we need to go to the next
182 // pre-cluster and treat it
183
184 fPreCluster = fPreClusterFinder->NextCluster();
185
186 if (!fPreCluster)
187 {
188 // we are done
189 return 0x0;
190 }
191
192 fClusterList.Delete(); // reset the list of clusters for this pre-cluster
193
194 WorkOnPreCluster();
195
196 // WorkOnPreCluster may have used only part of the pads, so we check that
197 // now, and let the unused pads be reused by the preclustering...
198
199 for ( Int_t i = 0; i < fPreCluster->Multiplicity(); ++i )
200 {
201 AliMUONPad* pad = fPreCluster->Pad(i);
202 if ( !pad->IsUsed() )
203 {
204 fPreClusterFinder->UsePad(*pad);
205 }
206 }
207
208 return NextCluster();
209}
210
211//_____________________________________________________________________________
212Bool_t
213AliMUONClusterFinderMLEM::WorkOnPreCluster()
214{
215 /// Starting from a precluster, builds a pixel array, and then
216 /// extract clusters from this array
217
218 AliMUONCluster* cluster = CheckPrecluster(*fPreCluster);
219
220 if (!cluster) return kFALSE;
221
222 BuildPixArray(*cluster);
223
224 if ( fPixArray->GetLast() < 0 )
225 {
226 AliDebug(1,"No pixel for the above cluster");
227 delete cluster;
228 return kFALSE;
229 }
230
231 // Use MLEM for cluster finder
232 Int_t nMax = 1, localMax[100], maxPos[100];
233 Double_t maxVal[100];
234
235 if (cluster->Multiplicity() > 50)
236 {
237 nMax = FindLocalMaxima(fPixArray, localMax, maxVal);
238 }
239
240 if (nMax > 1)
241 {
242 TMath::Sort(nMax, maxVal, maxPos, kTRUE); // in decreasing order
243 }
244
245 Int_t iSimple = 0, nInX = -1, nInY;
246
247 PadsInXandY(*cluster,nInX, nInY);
248
249 if (nMax == 1 && nInX < 4 && nInY < 4)
250 {
251 iSimple = 1; //1; // simple cluster
252 }
253
254 for (Int_t i=0; i<nMax; ++i)
255 {
256 if (nMax > 1)
257 {
258 FindCluster(*cluster,localMax, maxPos[i]);
259 }
260 Timer(kMainLoop)->Start(kFALSE);
261 MainLoop(*cluster,iSimple);
262 Timer(kMainLoop)->Stop();
263 if (i < nMax-1)
264 {
265 for (Int_t j=0; j<cluster->Multiplicity(); ++j)
266 {
267 AliMUONPad* pad = cluster->Pad(j);
268 if ( pad->Status() == 0 ) continue; // pad charge was not modified
269 pad->SetStatus(0);
270 pad->RevertCharge(); // use backup charge value
271 }
272 }
273 } // for (Int_t i=0; i<nMax;
274 if (nMax > 1) ((TH2D*) gROOT->FindObject("anode"))->Delete();
275 TH2D *mlem = (TH2D*) gROOT->FindObject("mlem");
276 if (mlem) mlem->Delete();
277 delete cluster;
278 return kTRUE;
279}
280
281//_____________________________________________________________________________
282Bool_t
283AliMUONClusterFinderMLEM::Overlap(const AliMUONPad& pad, const AliMUONPad& pixel)
284{
285 /// Check if the pad and the pixel overlaps
286
287 // make a fake pad from the pixel
288 AliMUONPad tmp(pad.DetElemId(),pad.Cathode(),pad.Ix(),pad.Iy(),
289 pixel.Coord(0),pixel.Coord(1),
290 pixel.Size(0),pixel.Size(1),0);
291
292 return AliMUONPad::AreOverlapping(pad,tmp,fgkDecreaseSize);
293}
294
295//_____________________________________________________________________________
296AliMUONCluster*
297AliMUONClusterFinderMLEM::CheckPrecluster(const AliMUONCluster& origCluster)
298{
299 /// Check precluster in order to attempt to simplify it (mostly for
300 /// two-cathode preclusters)
301
302 if (origCluster.Multiplicity()==1)
303 {
304 // Disregard one-pad clusters (leftovers from splitting)
305 return 0x0;
306 }
307
308 Timer(kCheckPreCluster)->Start(kFALSE);
309
310
311 AliMUONCluster* cluster = static_cast<AliMUONCluster*>(origCluster.Clone());
312
313 cluster->Sort();
314
315 AliDebug(2,"Start of CheckPreCluster=");
316 StdoutToAliDebug(2,cluster->Print("full"));
317
318 // Check if one-cathode precluster
319 Int_t i1 = cluster->Multiplicity(0) ? 0 : 1;
320 Int_t i2 = cluster->Multiplicity(1) ? 1 : 0;
321
322 AliMUONCluster* rv(0x0);
323
324 if (i1 != i2)
325 {
326 rv = CheckPreclusterTwoCathodes(cluster);
327 }
328 else
329 {
330 rv = CheckPreclusterOneCathode(cluster);
331 }
332 Timer(kCheckPreCluster)->Stop();
333 return rv;
334}
335
336//_____________________________________________________________________________
337AliMUONCluster*
338AliMUONClusterFinderMLEM::CheckPreclusterOneCathode(AliMUONCluster* cluster)
339{
340 /// Check single-cathode precluster
341 AliWarning("Reimplement me!");
342 AliDebug(2,"End of CheckPreClusterOneCathode=");
343 StdoutToAliDebug(2,cluster->Print("full"));
344
345 return cluster;
346}
347
348//_____________________________________________________________________________
349AliMUONCluster*
350AliMUONClusterFinderMLEM::CheckPreclusterTwoCathodes(AliMUONCluster* cluster)
351{
352 // Check two-cathode cluster
353
354 Int_t i1 = cluster->Multiplicity(0) ? 0 : 1;
355 Int_t i2 = cluster->Multiplicity(1) ? 1 : 0;
356
357 Int_t npad = cluster->Multiplicity();
358 Int_t* flags = new Int_t[npad];
359 memset(flags,0,npad*sizeof(Int_t));
360
361 // Check pad overlaps
362 for ( Int_t i=0; i<npad; ++i)
363 {
364 AliMUONPad* padi = cluster->Pad(i);
365 if ( padi->Cathode() != i1 ) continue;
366 for (Int_t j=i+1; j<npad; ++j)
367 {
368 AliMUONPad* padj = cluster->Pad(j);
369 if ( padj->Cathode() != i2 ) continue;
370 if ( !AliMUONPad::AreOverlapping(*padi,*padj,fgkDecreaseSize) ) continue;
371 flags[i] = flags[j] = 1; // mark overlapped pads
372 }
373 }
374
375 // Check if all pads overlap
376 Int_t nFlags=0;
377 for (Int_t i=0; i<npad; ++i)
378 {
379 if (flags[i]) continue;
380 ++nFlags;
381 }
382
383 if (nFlags > 0)
384 {
385 // not all pads overlap.
386 for (Int_t i=0; i<npad; ++i)
387 {
388 AliMUONPad* pad = cluster->Pad(i);
389 if (flags[i]) continue;
390 Int_t cath = pad->Cathode();
391 Int_t cath1 = TMath::Even(cath);
392 // Check for edge effect (missing pads on the _other_ cathode)
393 AliMpPad mpPad = fSegmentation[cath1]->PadByPosition(pad->Position(),kFALSE);
394 if (!mpPad.IsValid()) continue;
395 AliDebug(2,Form("Releasing the following pad : de,cath,ix,iy %d,%d,%d,%d charge %e",
396 fDetElemId,pad->Cathode(),pad->Ix(),pad->Iy(),pad->Charge()));
397 cluster->RemovePad(pad);
398 fPreCluster->Pad(i)->Release();
399 --npad;
400 }
401 }
402
403 // Check correlations of cathode charges
404 if ( !cluster->IsSaturated() && cluster->ChargeAsymmetry()*2 > 1 )
405 {
406 // big difference
407 Int_t cathode = cluster->MaxRawChargeCathode();
408 Int_t imin(0);
409 Int_t imax(0);
410 Double_t cmax(0);
411 Double_t cmin(1E9);
412
413 // get min and max pad charges on the cathode opposite to the
414 // max pad (given by MaxRawChargeCathode())
415 //
416 for ( Int_t i = 0; i < cluster->Multiplicity(); ++i )
417 {
418 AliMUONPad* pad = cluster->Pad(i);
419 if ( pad->Cathode() != cathode || !pad->IsReal() )
420 {
421 // only consider pads in the opposite cathode, and
422 // onyl consider real pads (i.e. exclude the virtual ones)
423 continue;
424 }
425 if ( pad->Charge() < cmin )
426 {
427 cmin = pad->Charge();
428 imin = i;
429 }
430 if ( pad->Charge() > cmax )
431 {
432 cmax = pad->Charge();
433 imax = i;
434 }
435 }
436 AliDebug(2,Form("Pad imin,imax %d,%d cmin,cmax %e,%e",
437 imin,imax,cmin,cmax));
438 //
439 // arrange pads according to their distance to the max, normalized
440 // to the pad size
441 Double_t* dist = new Double_t[cluster->Multiplicity()];
442 Double_t dxMin(1E9);
443 Double_t dyMin(1E9);
444 Double_t dmin(0);
445
446 AliMUONPad* padmax = cluster->Pad(imax);
447
448 for ( Int_t i = 0; i < cluster->Multiplicity(); ++i )
449 {
450 dist[i] = 0.0;
451 if ( i == imax) continue;
452 AliMUONPad* pad = cluster->Pad(i);
453 if ( pad->Cathode() != cathode || !pad->IsReal() ) continue;
454 Double_t dx = (pad->X()-padmax->X())/padmax->DX()/2.0;
455 Double_t dy = (pad->Y()-padmax->Y())/padmax->DY()/2.0;
456 dist[i] = TMath::Sqrt(dx*dx+dy*dy);
457 if ( i == imin )
458 {
459 dmin = dist[i] + 1E-3; // distance to the pad with minimum charge
460 dxMin = dx;
461 dyMin = dy;
462 }
463 }
464
465 TMath::Sort(cluster->Multiplicity(),dist,flags,kFALSE); // in ascending order
466 Double_t xmax(-1);
467 TObjArray toBeRemoved;
468
469 for ( Int_t i = 0; i < cluster->Multiplicity(); ++i )
470 {
471 Int_t indx = flags[i];
472 AliMUONPad* pad = cluster->Pad(indx);
473 if ( pad->Cathode() != cathode || !pad->IsReal() ) continue;
474 if ( dist[indx] > dmin )
475 {
476 // farther than the minimum pad
477 Double_t dx = (pad->X()-padmax->X())/padmax->DX()/2.0;
478 Double_t dy = (pad->Y()-padmax->Y())/padmax->DY()/2.0;
479 dx *= dxMin;
480 dy *= dyMin;
481 if (dx >= 0 && dy >= 0) continue;
482 if (TMath::Abs(dx) > TMath::Abs(dy) && dx >= 0) continue;
483 if (TMath::Abs(dy) > TMath::Abs(dx) && dy >= 0) continue;
484 }
485 if ( pad->Charge() <= cmax || TMath::Abs(dist[indx]-xmax) < 1E-3 )
486 {
487 // release pad
488 if (TMath::Abs(dist[indx]-xmax) < 1.e-3)
489 {
490 cmax = TMath::Max(pad->Charge(),cmax);
491 }
492 else
493 {
494 cmax = pad->Charge();
495 }
496 xmax = dist[indx];
497 AliDebug(2,Form("Releasing the following pad : de,cath,ix,iy %d,%d,%d,%d charge %e",
498 fDetElemId,pad->Cathode(),pad->Ix(),pad->Iy(),
499 pad->Charge()));
500
501 toBeRemoved.AddLast(pad);
502 fPreCluster->Pad(indx)->Release();
503 }
504 }
505 for ( Int_t i = 0; i <= toBeRemoved.GetLast(); ++i )
506 {
507 cluster->RemovePad(static_cast<AliMUONPad*>(toBeRemoved.At(i)));
508 }
509 delete[] dist;
510 }
511
512 delete[] flags;
513
514 AliDebug(2,"End of CheckPreClusterTwoCathodes=");
515 StdoutToAliDebug(2,cluster->Print("full"));
516
517 return cluster;
518}
519
520//_____________________________________________________________________________
521void
522AliMUONClusterFinderMLEM::CheckOverlaps()
523{
524 /// For debug only : check if some pixels overlap...
525
526 Int_t nPix = fPixArray->GetLast()+1;
527 Int_t dummy(0);
528
529 for ( Int_t i = 0; i < nPix; ++i )
530 {
531 AliMUONPad* pixelI = Pixel(i);
532 AliMUONPad pi(dummy,dummy,dummy,dummy,
533 pixelI->Coord(0),pixelI->Coord(1),
534 pixelI->Size(0),pixelI->Size(1),0.0);
535
536 for ( Int_t j = i+1; j < nPix; ++j )
537 {
538 AliMUONPad* pixelJ = Pixel(j);
539 AliMUONPad pj(dummy,dummy,dummy,dummy,
540 pixelJ->Coord(0),pixelJ->Coord(1),
541 pixelJ->Size(0),pixelJ->Size(1),0.0);
542 AliMpArea area;
543
544 if ( AliMUONPad::AreOverlapping(pi,pj,fgkDecreaseSize,area) )
545 {
546 AliInfo(Form("The following 2 pixels (%d and %d) overlap !",i,j));
547 StdoutToAliInfo(pixelI->Print();
548 cout << " Surface = " << pixelI->Size(0)*pixelI->Size(1)*4 << endl;
549 pixelJ->Print();
550 cout << " Surface = " << pixelJ->Size(0)*pixelJ->Size(1)*4 << endl;
551 cout << " Area surface = " << area.Dimensions().X()*area.Dimensions().Y()*4 << endl;
552 cout << "-------" << endl;
553 );
554
555 }
556 }
557 }
558}
559
560//_____________________________________________________________________________
561void AliMUONClusterFinderMLEM::BuildPixArray(AliMUONCluster& cluster)
562{
563 /// Build pixel array for MLEM method
564
565 Int_t npad = cluster.Multiplicity();
566 if (npad<=0)
567 {
568 AliWarning("Got no pad at all ?!");
569 }
570
571 fPixArray->Delete();
572
573 if ( !cluster.Multiplicity(0) || !cluster.Multiplicity(1) )
574 {
575 BuildPixArrayOneCathode(cluster);
576 }
577 else
578 {
579 BuildPixArrayTwoCathodes(cluster);
580 }
581
582 fPixArray->Sort(); // FIXME : not really needed, only to compare with ClusterFinderAZ
583
584 Int_t nPix = fPixArray->GetLast()+1;
585
586// AliDebug(2,Form("nPix after BuildPixArray=%d",nPix));
587
588 Double_t xPadMin(1E9);
589 Double_t yPadMin(1E9);
590
591 for ( Int_t i = 0; i < cluster.Multiplicity(); ++i )
592 {
593 AliMUONPad* pad = cluster.Pad(i);
594 xPadMin = TMath::Min (xPadMin, pad->DX());
595 yPadMin = TMath::Min (yPadMin, pad->DY());
596 }
597
598 Double_t wxmin(1E9);
599 Double_t wymin(1E9);
600
601 for ( Int_t i = 0; i < nPix; ++i )
602 {
603 AliMUONPad* pixPtr = Pixel(i);
604 wxmin = TMath::Min(wxmin, pixPtr->Size(0));
605 wymin = TMath::Min(wymin, pixPtr->Size(1));
606 }
607
608 wxmin = TMath::Abs (wxmin - xPadMin/2) > 0.001 ? xPadMin : xPadMin / 2;
609 wymin = TMath::Abs (wymin - yPadMin/2) > 0.001 ? yPadMin : yPadMin / 2;
610
611 // Check if small pixel X-size
612 AdjustPixel(cluster,wxmin, 0);
613 // Check if small pixel Y-size
614 AdjustPixel(cluster,wymin, 1);
615 // Check if large pixel size
616 AdjustPixel(wxmin, wymin);
617
618 // Remove discarded pixels
619 for (Int_t i=0; i<nPix; ++i)
620 {
621 AliMUONPad* pixPtr = Pixel(i);
622 if (pixPtr->Charge() < 1)
623 {
624 AliDebug(2,Form("Removing pixel %d with charge<1 : ",i));
625 StdoutToAliDebug(2,pixPtr->Print());
626 RemovePixel(i);
627 }
628 }
629
630 fPixArray->Compress();
631 nPix = fPixArray->GetEntriesFast();
632
633// AliDebug(2,Form("nPix after AdjustPixel=%d",nPix));
634
635 if ( nPix > cluster.Multiplicity() )
636 {
637// AliDebug(2,Form("Will trim number of pixels to number of pads"));
638
639 // Too many pixels - sort and remove pixels with the lowest signal
640 fPixArray->Sort();
641 for ( Int_t i = cluster.Multiplicity(); i<nPix; ++i )
642 {
643 RemovePixel(i);
644 }
645 fPixArray->Compress();
646 nPix = fPixArray->GetEntriesFast();
647 } // if (nPix > npad)
648
649// StdoutToAliDebug(2,cout << "End of BuildPixelArray:" << endl;
650// fPixArray->Print(););
651 CheckOverlaps();//FIXME : this is for debug only. Remove it.
652}
653
654//_____________________________________________________________________________
655void AliMUONClusterFinderMLEM::BuildPixArrayOneCathode(AliMUONCluster& cluster)
656{
657 /// From a single-cathode cluster, build the pixel array
658
659// AliDebug(2,Form("cluster.Multiplicity=%d",cluster.Multiplicity()));
660
661 for ( Int_t j=0; j<cluster.Multiplicity(); ++j)
662 {
663 AliMUONPad* pad = cluster.Pad(j);
664 AliMUONPad* pixPtr = new AliMUONPad(pad->Position(),pad->Dimensions(),
665 pad->Charge());
666 fPixArray->Add(pixPtr);
667 }
668}
669
670//_____________________________________________________________________________
671void AliMUONClusterFinderMLEM::BuildPixArrayTwoCathodes(AliMUONCluster& cluster)
672{
673 /// From a two-cathodes cluster, build the pixel array
674
675// AliDebug(2,Form("cluster.Multiplicity=%d",cluster.Multiplicity()));
676
677 Int_t i1 = cluster.Pad(0)->Cathode();
678 Int_t i2 = TMath::Even(i1);
679
680 for ( Int_t i = 0; i < cluster.Multiplicity(); ++i)
681 {
682 AliMUONPad* padi = cluster.Pad(i);
683 if (padi->Cathode() != i1) continue;
684
685 for ( Int_t j = 1; j < cluster.Multiplicity(); ++j)
686 {
687 AliMUONPad* padj = cluster.Pad(j);
688 if (padj->Cathode() != i2) continue;
689
690 AliMpArea overlap;
691
692 if ( AliMUONPad::AreOverlapping(*padi,*padj,fgkDecreaseSize,overlap) )
693 {
694 AliMUONPad* pixPtr = new AliMUONPad(overlap.Position(),
695 overlap.Dimensions(),
696 TMath::Min(padi->Charge(),padj->Charge()));
697 if ( ( padi->Charge() <= padj->Charge() && padi->IsSaturated() ) ||
698 ( padj->Charge() < padi->Charge() && padj->IsSaturated() ) )
699 {
700 // if smallest charge of the 2 pads is already above saturation, then
701 // the pixel is saturated...
702 pixPtr->SetSaturated(kTRUE);
703 }
704 pixPtr->SetReal(kFALSE);
705 fPixArray->Add(pixPtr);
706 }
707 }
708 }
709}
710
711//_____________________________________________________________________________
712void AliMUONClusterFinderMLEM::AdjustPixel(AliMUONCluster& cluster,
713 Float_t width, Int_t ixy)
714{
715 /// Check if some pixels have small size (adjust if necessary)
716
717 AliDebug(2,Form("width=%e ixy=%d",width,ixy));
718
719 AliMUONPad *pixPtr, *pixPtr1 = 0;
720 Int_t ixy1 = TMath::Even(ixy);
721 Int_t nPix = fPixArray->GetEntriesFast();
722
723 for (Int_t i=0; i<nPix; i++)
724 {
725 pixPtr = Pixel(i);
726 if (pixPtr->Charge() < 1) continue; // discarded pixel
727 if (pixPtr->Size(ixy)-width < -1.e-4)
728 {
729 // try to merge
730 for (Int_t j=i+1; j<nPix; j++)
731 {
732 pixPtr1 = Pixel(j);
733 if (pixPtr1->Charge() < 1) continue; // discarded pixel
734 if (TMath::Abs(pixPtr1->Size(ixy)-width) < fgkDistancePrecision) continue; // right size
735 if (TMath::Abs(pixPtr1->Coord(ixy1)-pixPtr->Coord(ixy1)) > fgkDistancePrecision) continue; // different rows/columns
736 if (TMath::Abs(pixPtr1->Coord(ixy)-pixPtr->Coord(ixy)) < 2*width)
737 {
738 // merge
739 Double_t tmp = pixPtr->Coord(ixy) + pixPtr1->Size(ixy)*
740 TMath::Sign (1., pixPtr1->Coord(ixy) - pixPtr->Coord(ixy));
741 pixPtr->SetCoord(ixy, tmp);
742 pixPtr->SetSize(ixy, width);
743 pixPtr->SetCharge(TMath::Min (pixPtr->Charge(),pixPtr1->Charge()));
744 pixPtr1->SetCharge(0);
745 pixPtr1 = 0;
746 break;
747 }
748 } // for (Int_t j=i+1;
749 if (pixPtr1 || i == nPix-1)
750 {
751 // edge pixel - just increase its size
752 for (Int_t j=0; j<cluster.Multiplicity(); ++j)
753 {
754 AliMUONPad* pad = cluster.Pad(j);
755 Double_t d = ( ixy == 0 ) ? pad->X() : ( ixy == 1 ) ? pad->Y() : -1E9;
756
757 if (pixPtr->Coord(ixy) < d)
758 {
759 pixPtr->Shift(ixy, pixPtr->Size(ixy)-width);
760 }
761 else
762 {
763 pixPtr->Shift(ixy, -pixPtr->Size(ixy)+width);
764 }
765 pixPtr->SetSize(ixy, width);
766 break;
767 }
768 }
769 } // if (pixPtr->Size(ixy)-width < -1.e-4)
770 } // for (Int_t i=0; i<nPix;
771}
772
773//_____________________________________________________________________________
774void AliMUONClusterFinderMLEM::AdjustPixel(Double_t wxmin, Double_t wymin)
775{
776/// Check if some pixels have large size (adjust if necessary)
777
778 AliDebug(2,Form("wxmin=%e wymin=%e",wxmin,wymin));
779
780 Int_t n1[2], n2[2], iOK = 1, nPix = fPixArray->GetEntriesFast();
781 AliMUONPad *pixPtr, pix;
782 Double_t xy0[2] = {9999, 9999}, wxy[2], dist[2] = {0};
783
784 // Check if large pixel size
785 for (Int_t i = 0; i < nPix; i++) {
786 pixPtr = (AliMUONPad*) fPixArray->UncheckedAt(i);
787 if (pixPtr->Charge() < 1) continue; // discarded pixel
788 if (pixPtr->Size(0) - wxmin < 1.e-4) {
789 if (xy0[0] > 9998) xy0[0] = pixPtr->Coord(0); // position of a "normal" pixel
790 if (pixPtr->Size(1) - wymin < 1.e-4) {
791 if (xy0[1] > 9998) xy0[1] = pixPtr->Coord(1); // position of a "normal" pixel
792 continue;
793 } else iOK = 0; // large pixel
794 } else {
795 iOK = 0; // large pixel
796 if (xy0[1] > 9998 && pixPtr->Size(1) - wymin < 1.e-4) xy0[1] = pixPtr->Coord(1); // "normal" pixel
797 }
798 if (xy0[0] < 9998 && xy0[1] < 9998) break;
799 }
800 if (iOK) return;
801
802 wxy[0] = wxmin;
803 wxy[1] = wymin;
804 //cout << xy0[0] << " " << xy0[1] << endl;
805 for (Int_t i = 0; i < nPix; i++) {
806 pixPtr = (AliMUONPad*) fPixArray->UncheckedAt(i);
807 if (pixPtr->Charge() < 1) continue; // discarded pixel
808 n1[0] = n1[1] = 999;
809 n2[0] = n2[1] = 1;
810 for (Int_t j = 0; j < 2; j++) {
811 if (pixPtr->Size(j) - wxy[j] < 1.e-4) continue;
812 dist[j] = (pixPtr->Coord(j) - xy0[j]) / wxy[j] / 2; // normalized distance to "normal" pixel
813 n2[j] = TMath::Nint (pixPtr->Size(j) / wxy[j]);
814 n1[j] = n2[j] == 1 ? TMath::Nint(dist[j]) : (Int_t)dist[j];
815 }
816 if (n1[0] > 998 && n1[1] > 998) continue;
817 if (fDebug) cout << " Different " << pixPtr->Size(0) << " " << wxy[0] << " "
818 << pixPtr->Size(1) << " " << wxy[1] <<endl;
819
820 if (n2[0] > 2 || n2[1] > 2) {
821 //cout << n2[0] << " " << n2[1] << endl;
822 if (n2[0] > 2 && n1[0] < 999) n1[0]--;
823 if (n2[1] > 2 && n1[1] < 999) n1[1]--;
824 }
825 //cout << n1[0] << " " << n2[0] << " " << n1[1] << " " << n2[1] << endl;
826 pix = *pixPtr;
827 pix.SetSize(0, wxy[0]); pix.SetSize(1, wxy[1]);
828 //pixPtr->Print();
829 for (Int_t ii = 0; ii < n2[0]; ii++) {
830 if (n1[0] < 999) pix.SetCoord(0, xy0[0] + (n1[0] + TMath::Sign(1.,dist[0]) * ii) * 2 * wxy[0]);
831 for (Int_t jj = 0; jj < n2[1]; jj++) {
832 if (n1[1] < 999) pix.SetCoord(1, xy0[1] + (n1[1] + TMath::Sign(1.,dist[1]) * jj) * 2 * wxy[1]);
833 fPixArray->Add(new AliMUONPad(pix));
834 //pix.Print();
835 }
836 }
837 pixPtr->SetCharge(0);
838 } // for (Int_t i = 0; i < nPix;
839}
840
841//_____________________________________________________________________________
842void
843AliMUONClusterFinderMLEM::Plot(const char* basename)
844{
845 /// Make a plot and save it as png
846
847 if (!fPlot) return;
848
849 TCanvas* c = new TCanvas("MLEM","MLEM",800,600);
850 c->Draw();
851 Draw();
852 c->Modified();
853 c->Update();
854 c->Print(Form("%s.EVT%d.DE%d.CLU%d.png",basename,fEventNumber,
855 fDetElemId,fClusterNumber));
856}
857
858//_____________________________________________________________________________
859void
860AliMUONClusterFinderMLEM::ComputeCoefficients(AliMUONCluster& cluster,
861 Double_t* coef,
862 Double_t* probi)
863{
864 /// Compute coefficients needed for MLEM algorithm
865
866 Int_t nPix = fPixArray->GetLast()+1;
867
868 memset(probi,0,nPix*sizeof(Double_t));
869
870 for ( Int_t j=0; j<cluster.Multiplicity(); ++j )
871 {
872 AliMUONPad* pad = cluster.Pad(j);
873 Int_t indx = j*nPix;
874
875 for ( Int_t ipix=0; ipix<nPix; ++ipix )
876 {
877 Int_t indx1 = indx + ipix;
878 if (pad->Status() < 0)
879 {
880 coef[indx1] = 0;
881 continue;
882 }
883 AliMUONPad* pixPtr = Pixel(ipix);
884 // coef is the charge (given by Mathieson integral) on pad, assuming
885 // the Mathieson is center at pixel.
886 coef[indx1] = fSplitter->ChargeIntegration(pixPtr->Coord(0), pixPtr->Coord(1), *pad);
887// AliDebug(2,Form("pad=(%d,%d,%e,%e,%e,%e) pix=(%e,%e,%e,%e) coef %e",
888// pad->Ix(),pad->Iy(),
889// pad->X(),pad->Y(),
890// pad->DX(),pad->DY(),
891// pixPtr->Coord(0),pixPtr->Coord(1),
892// pixPtr->Size(0),pixPtr->Size(1),
893// coef[indx1]));
894
895 probi[ipix] += coef[indx1];
896 }
897 }
898}
899
900//_____________________________________________________________________________
901Bool_t AliMUONClusterFinderMLEM::MainLoop(AliMUONCluster& cluster, Int_t iSimple)
902{
903 /// Repeat MLEM algorithm until pixel size becomes sufficiently small
904
905 Int_t nPix = fPixArray->GetLast()+1;
906
907 AliDebug(2,Form("nPix=%d iSimple=%d, precluster=",nPix,iSimple));
908 StdoutToAliDebug(2,cluster.Print("full"););
909
910 if ( nPix < 0 )
911 {
912 AliDebug(1,"No pixels, why am I here then ?");
913 }
914
915 AddVirtualPad(cluster); // add virtual pads if necessary
916
917 Int_t npadTot = cluster.Multiplicity();
918 Int_t npadOK = 0;
919 for (Int_t i = 0; i < npadTot; ++i)
920 {
921 if (cluster.Pad(i)->Status() == 0) ++npadOK;
922 }
923
924 TH2D* mlem(0x0);
925 Double_t* coef(0x0);
926 Double_t* probi(0x0);
927 Int_t lc(0); // loop counter (for debug)
928
929 Plot("mlem.start");
930
931 while (1)
932 {
933 ++lc;
934 mlem = (TH2D*) gROOT->FindObject("mlem");
935 delete mlem;
936
937 AliDebug(2,Form("lc %d nPix %d(%d) npadTot %d npadOK %d",lc,nPix,fPixArray->GetLast()+1,npadTot,npadOK));
938 AliDebug(2,Form("EVT%d PixArray=",fEventNumber));
939 StdoutToAliDebug(2,fPixArray->Print("","full"));
940
941 coef = new Double_t [npadTot*nPix];
942 probi = new Double_t [nPix];
943
944 // Calculate coefficients and pixel visibilities
945 ComputeCoefficients(cluster,coef,probi);
946
947 for (Int_t ipix=0; ipix<nPix; ++ipix)
948 {
949 if (probi[ipix] < 0.01)
950 {
951 AliMUONPad* pixel = Pixel(ipix);
952 AliDebug(2,Form("Setting the following pixel to invisible as its probi<0.01:"));
953 StdoutToAliDebug(2,cout << Form(" -- ipix %3d --- "); pixel->Print(););
954 pixel->SetCharge(0); // "invisible" pixel
955 }
956 }
957
958 // MLEM algorithm
959 Mlem(cluster,coef, probi, 15);
960
961 Double_t xylim[4] = {999, 999, 999, 999};
962 AliMUONPad* pixPtr(0x0);
963
964 for ( Int_t ipix=0; ipix<nPix; ++ipix )
965 {
966 pixPtr = Pixel(ipix);
967 for ( Int_t i=0; i<4; ++i )
968 {
969 xylim[i] = TMath::Min (xylim[i], (i%2 ? -1 : 1)*pixPtr->Coord(i/2));
970 }
971 }
972 for (Int_t i=0; i<4; i++)
973 {
974 xylim[i] -= pixPtr->Size(i/2);
975 }
976
977
978 Int_t nx = TMath::Nint ((-xylim[1]-xylim[0])/pixPtr->Size(0)/2);
979 Int_t ny = TMath::Nint ((-xylim[3]-xylim[2])/pixPtr->Size(1)/2);
980
981// StdoutToAliDebug(2,cout << "pixel used for nx,ny computation : "; pixPtr->Print(););
982 AliDebug(2,Form("lc %d pixPtr size = %e,%e nx,ny=%d,%d xylim=%e,%e,%e,%e",
983 lc,pixPtr->Size(0),pixPtr->Size(1),nx,ny,
984 xylim[0],-xylim[1],xylim[2],-xylim[3]
985 ));
986
987 mlem = new TH2D("mlem","mlem",nx,xylim[0],-xylim[1],ny,xylim[2],-xylim[3]);
988
989 for (Int_t ipix=0; ipix<nPix; ++ipix)
990 {
991 AliMUONPad* pixPtr = Pixel(ipix);
992 mlem->Fill(pixPtr->Coord(0),pixPtr->Coord(1),pixPtr->Charge());
993 }
994
995 // Check if the total charge of pixels is too low
996 Double_t qTot = 0;
997 for ( Int_t i=0; i<nPix; ++i)
998 {
999 qTot += Pixel(i)->Charge();
1000 }
1001
1002 if ( qTot < 1.e-4 || ( npadOK < 3 && qTot < 7 ) )
1003 {
1004 AliDebug(1,Form("Deleting the above cluster (charge %e too low, npadOK=%d)",qTot,npadOK));
1005 delete [] coef;
1006 delete [] probi;
1007 coef = 0;
1008 probi = 0;
1009 fPixArray->Delete();
1010 for ( Int_t i=0; i<npadTot; ++i)
1011 {
1012 AliMUONPad* pad = cluster.Pad(i);
1013 if ( pad->Status() == 0) pad->SetStatus(-1);
1014 }
1015 return kFALSE;
1016 }
1017
1018 if (iSimple)
1019 {
1020 // Simple cluster - skip further passes thru EM-procedure
1021 Simple(cluster);
1022 delete [] coef;
1023 delete [] probi;
1024 coef = 0;
1025 probi = 0;
1026 fPixArray->Delete();
1027 return kTRUE;
1028 }
1029
1030 // Calculate position of the center-of-gravity around the maximum pixel
1031 Double_t xyCOG[2];
1032 FindCOG(mlem, xyCOG);
1033
1034 if (TMath::Min(pixPtr->Size(0),pixPtr->Size(1)) < 0.07 &&
1035 pixPtr->Size(0) > pixPtr->Size(1)) break;
1036
1037 // Sort pixels according to the charge
1038 fPixArray->Sort();
1039 Double_t pixMin = 0.01*Pixel(0)->Charge();
1040 pixMin = TMath::Min(pixMin,50.);
1041
1042 // Decrease pixel size and shift pixels to make them centered at
1043 // the maximum one
1044 Int_t indx = (pixPtr->Size(0)>pixPtr->Size(1)) ? 0 : 1;
1045 Int_t ix(1);
1046 Double_t width = 0;
1047 Double_t shift[2] = { 0.0, 0.0 };
1048 for (Int_t i=0; i<4; i++) xylim[i] = 999;
1049 Int_t nPix1 = nPix;
1050 nPix = 0;
1051 for (Int_t ipix=0; ipix<nPix1; ++ipix)
1052 {
1053 AliMUONPad* pixPtr = Pixel(ipix);
1054 if ( nPix >= npadOK // too many pixels already
1055 ||
1056 pixPtr->Charge() < pixMin // too low charge
1057 )
1058 {
1059 RemovePixel(ipix);
1060 continue;
1061 }
1062 for (Int_t i=0; i<2; ++i)
1063 {
1064 if (!i)
1065 {
1066 pixPtr->SetCharge(10);
1067 pixPtr->SetSize(indx, pixPtr->Size(indx)/2);
1068 width = -pixPtr->Size(indx);
1069 pixPtr->Shift(indx, width);
1070 // Shift pixel position
1071 if (ix)
1072 {
1073 ix = 0;
1074 for (Int_t j=0; j<2; ++j)
1075 {
1076 shift[j] = pixPtr->Coord(j) - xyCOG[j];
1077 shift[j] -= ((Int_t)(shift[j]/pixPtr->Size(j)/2))*pixPtr->Size(j)*2;
1078 }
1079 } // if (ix)
1080 pixPtr->Shift(0, -shift[0]);
1081 pixPtr->Shift(1, -shift[1]);
1082 }
1083 else
1084 {
1085 pixPtr = new AliMUONPad(*pixPtr);
1086 pixPtr->Shift(indx, -2*width);
1087 fPixArray->Add(pixPtr);
1088 }
1089 for (Int_t i=0; i<4; ++i)
1090 {
1091 xylim[i] = TMath::Min (xylim[i], (i%2 ? -1 : 1)*pixPtr->Coord(i/2));
1092 }
1093 } // for (Int_t i=0; i<2;
1094 nPix += 2;
1095 } // for (Int_t ipix=0;
1096
1097 fPixArray->Compress();
1098 nPix = fPixArray->GetEntriesFast();
1099
1100 AliDebug(2,Form("After shift:"));
1101 StdoutToAliDebug(2,fPixArray->Print("","full"););
1102 Plot(Form("mlem.lc%d",lc+1));
1103
1104 AliDebug(2,Form(" xyCOG=%9.6f %9.6f xylim=%9.6f,%9.6f,%9.6f,%9.6f",
1105 xyCOG[0],xyCOG[1],
1106 xylim[0],xylim[1],
1107 xylim[2],xylim[3]));
1108
1109 // Remove excessive pixels
1110 if (nPix > npadOK)
1111 {
1112 for (Int_t ipix=npadOK; ipix<nPix; ++ipix)
1113 {
1114 RemovePixel(ipix);
1115 }
1116 }
1117 else
1118 {
1119 AliMUONPad* pixPtr = Pixel(0);
1120 // add pixels if the maximum is at the limit of pixel area
1121 // start from Y-direction
1122 Int_t j = 0;
1123 for (Int_t i=3; i>-1; --i)
1124 {
1125 if (nPix < npadOK &&
1126 TMath::Abs((i%2 ? -1 : 1)*xylim[i]-xyCOG[i/2]) < pixPtr->Size(i/2))
1127 {
1128 AliMUONPad* p = static_cast<AliMUONPad*>(pixPtr->Clone());
1129 p->SetCoord(i/2, xyCOG[i/2]+(i%2 ? 2:-2)*pixPtr->Size(i/2));
1130 j = TMath::Even (i/2);
1131 p->SetCoord(j, xyCOG[j]);
1132 AliDebug(2,Form("Adding pixel on the edge (i=%d) ",i));
1133 StdoutToAliDebug(2,cout << " ---- ";
1134 p->Print("corners"););
1135 fPixArray->Add(p);
1136 ++nPix;
1137 }
1138 }
1139 }
1140 fPixArray->Compress();
1141 nPix = fPixArray->GetEntriesFast();
1142 delete [] coef;
1143 delete [] probi;
1144 coef = 0;
1145 probi = 0;
1146 } // while (1)
1147
1148 AliDebug(2,Form("At the end of while loop nPix=%d : ",fPixArray->GetLast()+1));
1149 StdoutToAliDebug(2,fPixArray->Print("","full"););
1150
1151 // remove pixels with low signal or low visibility
1152 // Cuts are empirical !!!
1153 Double_t thresh = TMath::Max (mlem->GetMaximum()/100.,1.);
1154 thresh = TMath::Min (thresh,50.);
1155 Double_t cmax = -1;
1156 Double_t charge = 0;
1157
1158 for ( Int_t i=0; i<nPix; ++i)
1159 {
1160 cmax = TMath::Max (cmax,probi[i]);
1161 }
1162
1163 // Mark pixels which should be removed
1164 for (Int_t i=0; i<nPix; ++i)
1165 {
1166 AliMUONPad* pixPtr = Pixel(i);
1167 charge = pixPtr->Charge();
1168 if (charge < thresh)
1169 {
1170 pixPtr->SetCharge(-charge);
1171 }
1172 }
1173
1174 // Move charge of removed pixels to their nearest neighbour (to keep total charge the same)
1175 Int_t near = 0;
1176 for (Int_t i=0; i<nPix; ++i)
1177 {
1178 AliMUONPad* pixPtr = Pixel(i);
1179 charge = pixPtr->Charge();
1180 if (charge > 0) continue;
1181 near = FindNearest(pixPtr);
1182 pixPtr->SetCharge(0);
1183 probi[i] = 0; // make it "invisible"
1184 AliMUONPad* pnear = Pixel(near);
1185 pnear->SetCharge(pnear->Charge() + (-charge));
1186 }
1187 Mlem(cluster,coef,probi,2);
1188
1189 AliDebug(2,Form("Before splitting nPix=%d EVT %d DE %d",fPixArray->GetLast()+1,fEventNumber,fDetElemId));
1190 StdoutToAliDebug(2,fPixArray->Print("","full"););
1191 Plot("mlem.beforesplit");
1192
1193 // Update histogram
1194 for (Int_t i=0; i<nPix; ++i)
1195 {
1196 AliMUONPad* pixPtr = Pixel(i);
1197 Int_t ix = mlem->GetXaxis()->FindBin(pixPtr->Coord(0));
1198 Int_t iy = mlem->GetYaxis()->FindBin(pixPtr->Coord(1));
1199 mlem->SetBinContent(ix, iy, pixPtr->Charge());
1200 }
1201
1202 // Try to split into clusters
1203 Bool_t ok = kTRUE;
1204 if (mlem->GetSum() < 1)
1205 {
1206 ok = kFALSE;
1207 }
1208 else
1209 {
1210 fSplitter->Split(cluster,mlem,coef,fClusterList);
1211 }
1212
1213 delete [] coef;
1214 delete [] probi;
1215 coef = 0;
1216 probi = 0;
1217 fPixArray->Delete();
1218
1219 return ok;
1220}
1221
1222//_____________________________________________________________________________
1223void AliMUONClusterFinderMLEM::Mlem(AliMUONCluster& cluster,
1224 Double_t* coef, Double_t* probi,
1225 Int_t nIter)
1226{
1227 /// Use MLEM to find pixel charges
1228
1229 Int_t nPix = fPixArray->GetEntriesFast();
1230
1231 Int_t npad = cluster.Multiplicity();
1232
1233 Double_t* probi1 = new Double_t[nPix];
1234 Double_t probMax = 0;
1235 Double_t tmp = TMath::MaxElement(nPix,probi);
1236
1237 for (Int_t ipix=0; ipix<nPix; ++ipix)
1238 {
1239 probMax = TMath::Max(probMax,probi[ipix]);
1240 }
1241
1242 if (probMax!=tmp) { AliWarning(Form("probMax=%e tmp=%e",probMax,tmp)); }
1243
1244 for (Int_t iter=0; iter<nIter; ++iter)
1245 {
1246 // Do iterations
1247 for (Int_t ipix=0; ipix<nPix; ++ipix)
1248 {
1249 // Correct each pixel
1250 if (probi[ipix] < 0.01) continue; // skip "invisible" pixel
1251 Double_t sum = 0;
1252 probi1[ipix] = probMax;
1253 for (Int_t j=0; j<npad; j++)
1254 {
1255 AliMUONPad* pad = cluster.Pad(j);
1256 if (pad->Status() < 0) continue;
1257 Double_t sum1 = 0;
1258 Int_t indx1 = j*nPix;
1259 Int_t indx = indx1 + ipix;
1260 // Calculate expectation
1261 for (Int_t i=0; i<nPix; i++)
1262 {
1263 sum1 += Pixel(i)->Charge()*coef[indx1+i];
1264 }
1265 if ( pad->Charge() > fgkSaturation-1 && sum1 > pad->Charge() ) //FIXME : remove usage of fgkSaturation
1266 {
1267 if ( !pad->IsSaturated() )
1268 {
1269 AliWarning("Got a pad charge above saturation not backed-up by pad->IsSaturated() function : ");
1270 StdoutToAliWarning(pad->Print("full"));
1271 }
1272 // correct for pad charge overflows
1273 probi1[ipix] -= coef[indx];
1274 continue;
1275 }
1276
1277 if (coef[indx] > 1.e-6)
1278 {
1279 sum += pad->Charge()*coef[indx]/sum1;
1280 }
1281 } // for (Int_t j=0;
1282 AliMUONPad* pixPtr = Pixel(ipix);
1283 if (probi1[ipix] > 1.e-6)
1284 {
1285 pixPtr->SetCharge(pixPtr->Charge()*sum/probi1[ipix]);
1286 }
1287 } // for (Int_t ipix=0;
1288 } // for (Int_t iter=0;
1289 delete [] probi1;
1290}
1291
1292//_____________________________________________________________________________
1293void AliMUONClusterFinderMLEM::FindCOG(TH2D *mlem, Double_t *xyc)
1294{
1295 /// Calculate position of the center-of-gravity around the maximum pixel
1296
1297 Int_t ixmax, iymax, ix, nsumx=0, nsumy=0, nsum=0;
1298 Int_t i1 = -9, j1 = -9;
1299 mlem->GetMaximumBin(ixmax,iymax,ix);
1300 Int_t nx = mlem->GetNbinsX();
1301 Int_t ny = mlem->GetNbinsY();
1302 Double_t thresh = mlem->GetMaximum()/10;
1303 Double_t x, y, cont, xq=0, yq=0, qq=0;
1304
1305 for (Int_t i=TMath::Max(1,iymax-1); i<=TMath::Min(ny,iymax+1); i++) {
1306 y = mlem->GetYaxis()->GetBinCenter(i);
1307 for (Int_t j=TMath::Max(1,ixmax-1); j<=TMath::Min(nx,ixmax+1); j++) {
1308 cont = mlem->GetCellContent(j,i);
1309 if (cont < thresh) continue;
1310 if (i != i1) {i1 = i; nsumy++;}
1311 if (j != j1) {j1 = j; nsumx++;}
1312 x = mlem->GetXaxis()->GetBinCenter(j);
1313 xq += x*cont;
1314 yq += y*cont;
1315 qq += cont;
1316 nsum++;
1317 }
1318 }
1319
1320 Double_t cmax = 0;
1321 Int_t i2 = 0, j2 = 0;
1322 x = y = 0;
1323 if (nsumy == 1) {
1324 // one bin in Y - add one more (with the largest signal)
1325 for (Int_t i=TMath::Max(1,iymax-1); i<=TMath::Min(ny,iymax+1); i++) {
1326 if (i == iymax) continue;
1327 for (Int_t j=TMath::Max(1,ixmax-1); j<=TMath::Min(nx,ixmax+1); j++) {
1328 cont = mlem->GetCellContent(j,i);
1329 if (cont > cmax) {
1330 cmax = cont;
1331 x = mlem->GetXaxis()->GetBinCenter(j);
1332 y = mlem->GetYaxis()->GetBinCenter(i);
1333 i2 = i;
1334 j2 = j;
1335 }
1336 }
1337 }
1338 xq += x*cmax;
1339 yq += y*cmax;
1340 qq += cmax;
1341 if (i2 != i1) nsumy++;
1342 if (j2 != j1) nsumx++;
1343 nsum++;
1344 } // if (nsumy == 1)
1345
1346 if (nsumx == 1) {
1347 // one bin in X - add one more (with the largest signal)
1348 cmax = x = y = 0;
1349 for (Int_t j=TMath::Max(1,ixmax-1); j<=TMath::Min(nx,ixmax+1); j++) {
1350 if (j == ixmax) continue;
1351 for (Int_t i=TMath::Max(1,iymax-1); i<=TMath::Min(ny,iymax+1); i++) {
1352 cont = mlem->GetCellContent(j,i);
1353 if (cont > cmax) {
1354 cmax = cont;
1355 x = mlem->GetXaxis()->GetBinCenter(j);
1356 y = mlem->GetYaxis()->GetBinCenter(i);
1357 i2 = i;
1358 j2 = j;
1359 }
1360 }
1361 }
1362 xq += x*cmax;
1363 yq += y*cmax;
1364 qq += cmax;
1365 if (i2 != i1) nsumy++;
1366 if (j2 != j1) nsumx++;
1367 nsum++;
1368 } // if (nsumx == 1)
1369
1370 xyc[0] = xq/qq; xyc[1] = yq/qq;
1371 AliDebug(2,Form("x,y COG = %e,%e",xyc[0],xyc[1]));
1372}
1373
1374//_____________________________________________________________________________
1375Int_t AliMUONClusterFinderMLEM::FindNearest(AliMUONPad *pixPtr0)
1376{
1377/// Find the pixel nearest to the given one
1378/// (algorithm may be not very efficient)
1379
1380 Int_t nPix = fPixArray->GetEntriesFast(), imin = 0;
1381 Double_t rmin = 99999, dx = 0, dy = 0, r = 0;
1382 Double_t xc = pixPtr0->Coord(0), yc = pixPtr0->Coord(1);
1383 AliMUONPad *pixPtr;
1384
1385 for (Int_t i=0; i<nPix; i++) {
1386 pixPtr = (AliMUONPad*) fPixArray->UncheckedAt(i);
1387 if (pixPtr->Charge() < 0.5) continue;
1388 dx = (xc - pixPtr->Coord(0)) / pixPtr->Size(0);
1389 dy = (yc - pixPtr->Coord(1)) / pixPtr->Size(1);
1390 r = dx *dx + dy * dy;
1391 if (r < rmin) { rmin = r; imin = i; }
1392 }
1393 return imin;
1394}
1395
1396
1397//_____________________________________________________________________________
1398TStopwatch*
1399AliMUONClusterFinderMLEM::Timer(Int_t i) const
1400{
1401 /// Return timer at index i
1402 return static_cast<TStopwatch*>(fTimers->At(i));
1403}
1404
1405//_____________________________________________________________________________
1406void
1407AliMUONClusterFinderMLEM::Paint(Option_t*)
1408{
1409 /// Paint cluster and pixels
1410
1411 AliMpArea area(fPreCluster->Area());
1412
1413 gPad->Range(area.LeftBorder(),area.DownBorder(),area.RightBorder(),area.UpBorder());
1414
1415 gVirtualX->SetFillStyle(1001);
1416 gVirtualX->SetFillColor(3);
1417 gVirtualX->SetLineColor(3);
1418
1419 Double_t s(1.0);
1420
1421 for ( Int_t i = 0; i <= fPixArray->GetLast(); ++i)
1422 {
1423 AliMUONPad* pixel = Pixel(i);
1424
1425 gPad->PaintBox(pixel->Coord(0)-pixel->Size(0)*s,
1426 pixel->Coord(1)-pixel->Size(1)*s,
1427 pixel->Coord(0)+pixel->Size(0)*s,
1428 pixel->Coord(1)+pixel->Size(1)*s);
1429
1430// for ( Int_t sign = -1; sign < 2; sign +=2 )
1431// {
1432// gPad->PaintLine(pixel->Coord(0) - pixel->Size(0),
1433// pixel->Coord(1) + sign*pixel->Size(1),
1434// pixel->Coord(0) + pixel->Size(0),
1435// pixel->Coord(1) - sign*pixel->Size(1)
1436// );
1437// }
1438 }
1439
1440
1441 gVirtualX->SetFillStyle(0);
1442
1443 fPreCluster->Paint();
1444
1445 gVirtualX->SetLineColor(1);
1446 gVirtualX->SetLineWidth(2);
1447 gVirtualX->SetFillStyle(0);
1448 gVirtualX->SetTextColor(1);
1449 gVirtualX->SetTextAlign(22);
1450
1451 for ( Int_t i = 0; i <= fPixArray->GetLast(); ++i)
1452 {
1453 AliMUONPad* pixel = Pixel(i);
1454 gPad->PaintBox(pixel->Coord(0)-pixel->Size(0),
1455 pixel->Coord(1)-pixel->Size(1),
1456 pixel->Coord(0)+pixel->Size(0),
1457 pixel->Coord(1)+pixel->Size(1));
1458 gVirtualX->SetTextSize(pixel->Size(0)*60);
1459
1460 gPad->PaintText(pixel->Coord(0),pixel->Coord(1),Form("%d",(Int_t)(pixel->Charge())));
1461 }
1462}
1463
1464//_____________________________________________________________________________
1465Int_t AliMUONClusterFinderMLEM::FindLocalMaxima(TObjArray *pixArray, Int_t *localMax, Double_t *maxVal)
1466{
1467/// Find local maxima in pixel space for large preclusters in order to
1468/// try to split them into smaller pieces (to speed up the MLEM procedure)
1469/// or to find additional fitting seeds if clusters were not completely resolved
1470
1471 AliDebug(1,Form("nPix=%d",pixArray->GetLast()+1));
1472
1473 TH2D *hist = NULL;
1474 //if (pixArray == fPixArray) hist = (TH2D*) gROOT->FindObject("anode");
1475 //else { hist = (TH2D*) gROOT->FindObject("anode1"); cout << hist << endl; }
1476 //if (hist) hist->Delete();
1477
1478 Double_t xylim[4] = {999, 999, 999, 999};
1479
1480 Int_t nPix = pixArray->GetEntriesFast();
1481 AliMUONPad *pixPtr = 0;
1482 for (Int_t ipix=0; ipix<nPix; ipix++) {
1483 pixPtr = (AliMUONPad*) pixArray->UncheckedAt(ipix);
1484 for (Int_t i=0; i<4; i++)
1485 xylim[i] = TMath::Min (xylim[i], (i%2 ? -1 : 1)*pixPtr->Coord(i/2));
1486 }
1487 for (Int_t i=0; i<4; i++) xylim[i] -= pixPtr->Size(i/2);
1488
1489 Int_t nx = TMath::Nint ((-xylim[1]-xylim[0])/pixPtr->Size(0)/2);
1490 Int_t ny = TMath::Nint ((-xylim[3]-xylim[2])/pixPtr->Size(1)/2);
1491 if (pixArray == fPixArray) hist = new TH2D("anode","anode",nx,xylim[0],-xylim[1],ny,xylim[2],-xylim[3]);
1492 else hist = new TH2D("anode1","anode1",nx,xylim[0],-xylim[1],ny,xylim[2],-xylim[3]);
1493 for (Int_t ipix=0; ipix<nPix; ipix++) {
1494 pixPtr = (AliMUONPad*) pixArray->UncheckedAt(ipix);
1495 hist->Fill(pixPtr->Coord(0), pixPtr->Coord(1), pixPtr->Charge());
1496 }
1497// if (fDraw && pixArray == fPixArray) fDraw->DrawHist("c2", hist);
1498
1499 Int_t nMax = 0, indx;
1500 Int_t *isLocalMax = new Int_t[ny*nx];
1501 for (Int_t i=0; i<ny*nx; i++) isLocalMax[i] = 0;
1502
1503 for (Int_t i=1; i<=ny; i++) {
1504 indx = (i-1) * nx;
1505 for (Int_t j=1; j<=nx; j++) {
1506 if (hist->GetCellContent(j,i) < 0.5) continue;
1507 //if (isLocalMax[indx+j-1] < 0) continue;
1508 if (isLocalMax[indx+j-1] != 0) continue;
1509 FlagLocalMax(hist, i, j, isLocalMax);
1510 }
1511 }
1512
1513 for (Int_t i=1; i<=ny; i++) {
1514 indx = (i-1) * nx;
1515 for (Int_t j=1; j<=nx; j++) {
1516 if (isLocalMax[indx+j-1] > 0) {
1517 localMax[nMax] = indx + j - 1;
1518 maxVal[nMax++] = hist->GetCellContent(j,i);
1519 if (nMax > 99) AliFatal(" Too many local maxima !!!");
1520 }
1521 }
1522 }
1523 if (fDebug) cout << " Local max: " << nMax << endl;
1524 delete [] isLocalMax; isLocalMax = 0;
1525 return nMax;
1526}
1527
1528//_____________________________________________________________________________
1529void AliMUONClusterFinderMLEM::FlagLocalMax(TH2D *hist, Int_t i, Int_t j, Int_t *isLocalMax)
1530{
1531/// Flag pixels (whether or not local maxima)
1532
1533 Int_t nx = hist->GetNbinsX();
1534 Int_t ny = hist->GetNbinsY();
1535 Int_t cont = TMath::Nint (hist->GetCellContent(j,i));
1536 Int_t cont1 = 0, indx = (i-1)*nx+j-1, indx1 = 0, indx2 = 0;
1537
1538 for (Int_t i1=i-1; i1<i+2; i1++) {
1539 if (i1 < 1 || i1 > ny) continue;
1540 indx1 = (i1 - 1) * nx;
1541 for (Int_t j1=j-1; j1<j+2; j1++) {
1542 if (j1 < 1 || j1 > nx) continue;
1543 if (i == i1 && j == j1) continue;
1544 indx2 = indx1 + j1 - 1;
1545 cont1 = TMath::Nint (hist->GetCellContent(j1,i1));
1546 if (cont < cont1) { isLocalMax[indx] = -1; return; }
1547 else if (cont > cont1) isLocalMax[indx2] = -1;
1548 else { // the same charge
1549 isLocalMax[indx] = 1;
1550 if (isLocalMax[indx2] == 0) {
1551 FlagLocalMax(hist, i1, j1, isLocalMax);
1552 if (isLocalMax[indx2] < 0) { isLocalMax[indx] = -1; return; }
1553 else isLocalMax[indx2] = -1;
1554 }
1555 }
1556 }
1557 }
1558 isLocalMax[indx] = 1; // local maximum
1559}
1560
1561//_____________________________________________________________________________
1562void AliMUONClusterFinderMLEM::FindCluster(AliMUONCluster& cluster,
1563 Int_t *localMax, Int_t iMax)
1564{
1565/// Find pixel cluster around local maximum \a iMax and pick up pads
1566/// overlapping with it
1567
1568 TH2D *hist = (TH2D*) gROOT->FindObject("anode");
1569 Int_t nx = hist->GetNbinsX();
1570 Int_t ny = hist->GetNbinsY();
1571 Int_t ic = localMax[iMax] / nx + 1;
1572 Int_t jc = localMax[iMax] % nx + 1;
1573 Bool_t *used = new Bool_t[ny*nx];
1574 for (Int_t i=0; i<ny*nx; i++) used[i] = kFALSE;
1575
1576 // Drop all pixels from the array - pick up only the ones from the cluster
1577 fPixArray->Delete();
1578
1579 Double_t wx = hist->GetXaxis()->GetBinWidth(1)/2;
1580 Double_t wy = hist->GetYaxis()->GetBinWidth(1)/2;
1581 Double_t yc = hist->GetYaxis()->GetBinCenter(ic);
1582 Double_t xc = hist->GetXaxis()->GetBinCenter(jc);
1583 Double_t cont = hist->GetCellContent(jc,ic);
1584 fPixArray->Add(new AliMUONPad (xc, yc, wx, wy, cont));
1585 used[(ic-1)*nx+jc-1] = kTRUE;
1586 fSplitter->AddBin(hist, ic, jc, 1, used, (TObjArray*)0); // recursive call
1587
1588 Int_t nPix = fPixArray->GetEntriesFast();
1589 Int_t npad = cluster.Multiplicity();
1590
1591 for (Int_t i=0; i<nPix; ++i)
1592 {
1593 AliMUONPad* pixPtr = Pixel(i);
1594 pixPtr->SetSize(0,wx);
1595 pixPtr->SetSize(1,wy);
1596 }
1597
1598 // Pick up pads which overlap with found pixels
1599 for (Int_t i=0; i<npad; i++)
1600 {
1601 cluster.Pad(i)->SetStatus(-1);
1602 }
1603
1604 for (Int_t i=0; i<nPix; i++)
1605 {
1606 AliMUONPad* pixPtr = Pixel(i);
1607 for (Int_t j=0; j<npad; ++j)
1608 {
1609 AliMUONPad* pad = cluster.Pad(j);
1610 if ( Overlap(*pad,*pixPtr) )
1611 {
1612 pad->SetStatus(0);
1613 }
1614 }
1615 }
1616
1617 delete [] used; used = 0;
1618}
1619
1620//_____________________________________________________________________________
1621AliMUONClusterFinderMLEM&
1622AliMUONClusterFinderMLEM::operator=(const AliMUONClusterFinderMLEM& rhs)
1623{
1624/// Protected assignement operator
1625
1626 if (this == &rhs) return *this;
1627
1628 AliFatal("Not implemented.");
1629
1630 return *this;
1631}
1632
1633//_____________________________________________________________________________
1634void
1635AliMUONClusterFinderMLEM::Neighbours(Int_t cathode, Int_t ix, Int_t iy,
1636 Int_t& n, Int_t* xList, Int_t* yList)
1637{
1638 /// Get the list of neighbours of pad at (cathode,ix,iy)
1639 n = 0;
1640
1641 const AliMpVSegmentation* seg = fSegmentation[cathode];
1642
1643 AliMpPad pad = seg->PadByIndices(AliMpIntPair(ix,iy),kTRUE);
1644
1645 // Define the region to look into : a region slightly bigger
1646 // than the pad itself (5% bigger), in order to catch first neighbours.
1647
1648 AliMpArea area(pad.Position(),pad.Dimensions()*1.05);
1649
1650 AliMpVPadIterator* it = seg->CreateIterator(area);
1651 it->First();
1652 while ( !it->IsDone() && n < 10 )
1653 {
1654 AliMpPad p = it->CurrentItem();
1655 if ( p != pad ) // skip self
1656 {
1657 xList[n] = p.GetIndices().GetFirst();
1658 yList[n] = p.GetIndices().GetSecond();
1659 ++n;
1660 }
1661 it->Next();
1662 }
1663 delete it;
1664}
1665
1666//_____________________________________________________________________________
1667void AliMUONClusterFinderMLEM::AddVirtualPad(AliMUONCluster& cluster)
1668{
1669 /// Add virtual pad (with small charge) to improve fit for some
1670 /// clusters (when pad with max charge is at the extreme of the cluster)
1671
1672 // Get number of pads in X and Y-directions
1673 Int_t nInX = -1, nInY;
1674 PadsInXandY(cluster,nInX, nInY);
1675 ++fNClusters;
1676 if (fDebug) cout << " Chamber: " << fDetElemId / 100 - 1 << " " << nInX << " " << nInY << endl;
1677
1678 // Add virtual pad only if number of pads per direction == 2
1679 if (nInX != 2 && nInY != 2) return;
1680
1681 ++fNAddVirtualPads;
1682
1683 // Find pads with max charge
1684 Int_t maxpad[2][2] = {{-1, -1}, {-1, -1}}, cath;
1685 Double_t sigmax[2] = {0}, aamax[2] = {0};
1686 for (Int_t j=0; j<cluster.Multiplicity(); ++j)
1687 {
1688 AliMUONPad* pad = cluster.Pad(j);
1689 if (pad->Status() != 0) continue;
1690 cath = pad->Cathode();
1691 if (pad->Charge() > sigmax[cath])
1692 {
1693 maxpad[cath][1] = maxpad[cath][0];
1694 aamax[cath] = sigmax[cath];
1695 sigmax[cath] = pad->Charge();
1696 maxpad[cath][0] = j;
1697 }
1698 }
1699
1700 if (maxpad[0][0] >= 0 && maxpad[0][1] < 0 || maxpad[1][0] >= 0 && maxpad[1][1] < 0)
1701 {
1702 for (Int_t j=0; j<cluster.Multiplicity(); ++j)
1703 {
1704 AliMUONPad* pad = cluster.Pad(j);
1705 if (pad->Status() != 0) continue;
1706 cath = pad->Cathode();
1707 if (j == maxpad[cath][0] || j == maxpad[cath][1]) continue;
1708 if ( pad->Charge() > aamax[cath])
1709 {
1710 aamax[cath] = pad->Charge();
1711 maxpad[cath][1] = j;
1712 }
1713 }
1714 }
1715
1716 // cout << "-------AddVirtualPad" << endl;
1717// cout << Form("nInX %2d nInY %2d",nInX,nInY) << endl;
1718//
1719// cluster.Print("full");
1720//
1721// for ( Int_t i = 0; i < 2; ++i )
1722// {
1723// for ( Int_t j = 0; j < 2; ++j )
1724// {
1725// cout << Form("maxpad[%d][%d]=%d",i,j,maxpad[i][j]) << endl;
1726// }
1727// }
1728
1729 // Check for mirrors (side X on cathode 0)
1730 Bool_t mirror = kFALSE;
1731 if (maxpad[0][0] >= 0 && maxpad[1][0] >= 0)
1732 {
1733 AliMUONPad* maxPadCath[] = { cluster.Pad(maxpad[0][0]), cluster.Pad(maxpad[1][0]) };
1734 mirror = maxPadCath[0]->DX() < maxPadCath[0]->DY();
1735 if (!mirror && TMath::Abs( maxPadCath[0]->DX() - maxPadCath[1]->DX()) < 0.001)
1736 {
1737 // Special case when pads on both cathodes have the same size
1738 Int_t yud[2] = {0};
1739 for (Int_t j = 0; j < cluster.Multiplicity(); ++j)
1740 {
1741 AliMUONPad* pad = cluster.Pad(j);
1742 cath = pad->Cathode();
1743 if (j == maxpad[cath][0]) continue;
1744 if ( pad->Ix() != maxPadCath[cath]->Ix() ) continue;
1745 if ( TMath::Abs(pad->Iy() - maxPadCath[cath]->Iy()) == 1 )
1746 {
1747 yud[cath]++;
1748 }
1749 }
1750 if (!yud[0]) mirror = kTRUE; // take the other cathode
1751 } // if (!mirror &&...
1752 } // if (maxpad[0][0] >= 0 && maxpad[1][0] >= 0)
1753
1754// // Find neughbours of pads with max charges
1755 Int_t nn, xList[10], yList[10], ix0, iy0, ix, iy, neighb;
1756 for (cath=0; cath<2; cath++)
1757 {
1758 if (!cath && maxpad[0][0] < 0) continue; // one-sided cluster - cathode 1
1759 if (cath && maxpad[1][0] < 0) break; // one-sided cluster - cathode 0
1760 if (maxpad[1][0] >= 0)
1761 {
1762 if (!mirror)
1763 {
1764 if (!cath && nInY != 2) continue;
1765 if (cath && nInX != 2 && (maxpad[0][0] >= 0 || nInY != 2)) continue;
1766 }
1767 else
1768 {
1769 if (!cath && nInX != 2) continue;
1770 if (cath && nInY != 2 && (maxpad[0][0] >= 0 || nInX != 2)) continue;
1771 }
1772 }
1773
1774 Int_t iAddX = 0, iAddY = 0, ix1 = 0, iy1 = 0, iPad = 0;
1775 if (maxpad[0][0] < 0) iPad = 1;
1776
1777 for (iPad=0; iPad<2; iPad++)
1778 {
1779 if (maxpad[cath][iPad] < 0) continue;
1780 if (iPad && !iAddX && !iAddY) break;
1781 if (iPad && cluster.Pad(maxpad[cath][1])->Charge() / sigmax[cath] < 0.5) break;
1782
1783 Int_t neighbx = 0, neighby = 0;
1784 ix0 = cluster.Pad(maxpad[cath][iPad])->Ix();
1785 iy0 = cluster.Pad(maxpad[cath][iPad])->Iy();
1786 Neighbours(cath,ix0,iy0,nn,xList,yList);
1787 //Float_t zpad;
1788 for (Int_t j=0; j<nn; j++) {
1789 if (TMath::Abs(xList[j]-ix0) == 1 || xList[j]*ix0 == -1) neighbx++;
1790 if (TMath::Abs(yList[j]-iy0) == 1 || yList[j]*iy0 == -1) neighby++;
1791 }
1792 if (!mirror) {
1793 if (cath) neighb = neighbx;
1794 else neighb = neighby;
1795 if (maxpad[0][0] < 0) neighb += neighby;
1796 else if (maxpad[1][0] < 0) neighb += neighbx;
1797 } else {
1798 if (!cath) neighb = neighbx;
1799 else neighb = neighby;
1800 if (maxpad[0][0] < 0) neighb += neighbx;
1801 else if (maxpad[1][0] < 0) neighb += neighby;
1802 }
1803
1804 for (Int_t j=0; j< cluster.Multiplicity(); ++j)
1805 {
1806 AliMUONPad* pad = cluster.Pad(j);
1807 if ( pad->Cathode() != cath) continue;
1808 ix = pad->Ix();
1809 iy = pad->Iy();
1810 if (iy == iy0 && ix == ix0) continue;
1811 for (Int_t k=0; k<nn; ++k)
1812 {
1813 if (xList[k] != ix || yList[k] != iy) continue;
1814 if (!mirror)
1815 {
1816 if ((!cath || maxpad[0][0] < 0) &&
1817 (TMath::Abs(iy-iy0) == 1 || iy*iy0 == -1)) {
1818 if (!iPad && TMath::Abs(ix-ix0) == 1 || ix*ix0 == -1) ix1 = xList[k]; //19-12-05
1819 xList[k] = yList[k] = 0;
1820 neighb--;
1821 break;
1822 }
1823 if ((cath || maxpad[1][0] < 0) &&
1824 (TMath::Abs(ix-ix0) == 1 || ix*ix0 == -1)) {
1825 if (!iPad) ix1 = xList[k]; //19-12-05
1826 xList[k] = yList[k] = 0;
1827 neighb--;
1828 }
1829 } else {
1830 if ((!cath || maxpad[0][0] < 0) &&
1831 (TMath::Abs(ix-ix0) == 1 || ix*ix0 == -1)) {
1832 if (!iPad) ix1 = xList[k]; //19-12-05
1833 xList[k] = yList[k] = 0;
1834 neighb--;
1835 break;
1836 }
1837 if ((cath || maxpad[1][0] < 0) &&
1838 (TMath::Abs(iy-iy0) == 1 || iy*iy0 == -1)) {
1839 xList[k] = yList[k] = 0;
1840 neighb--;
1841 }
1842 }
1843 break;
1844 } // for (Int_t k=0; k<nn;
1845 if (!neighb) break;
1846 } // for (Int_t j=0; j< cluster.Multiplicity();
1847 if (!neighb) continue;
1848
1849 // Add virtual pad
1850 Int_t npads, isec;
1851 isec = npads = 0;
1852 for (Int_t j=0; j<nn; j++)
1853 {
1854 if (xList[j] == 0 && yList[j] == 0) continue;
1855 // npads = fnPads[0] + fnPads[1];
1856 // fPadIJ[0][npads] = cath;
1857 // fPadIJ[1][npads] = 0;
1858 ix = xList[j];
1859 iy = yList[j];
1860 if (TMath::Abs(ix-ix0) == 1 || ix*ix0 == -1) {
1861 if (iy != iy0) continue; // new segmentation - check
1862 if (nInX != 2) continue; // new
1863 if (!mirror) {
1864 if (!cath && maxpad[1][0] >= 0) continue;
1865 } else {
1866 if (cath && maxpad[0][0] >= 0) continue;
1867 }
1868 if (iPad && !iAddX) continue;
1869 AliMpPad pad = fSegmentation[cath]->PadByIndices(AliMpIntPair(ix,iy),kTRUE);
1870 // fXyq[0][npads] = pad.Position().X();
1871 // fXyq[1][npads] = pad.Position().Y();
1872 AliMUONPad muonPad(fDetElemId, cath, ix, iy, pad.Position().X(), pad.Position().Y(), 0, 0, 0);
1873 // fSegmentation[cath]->GetPadC(ix, iy, fXyq[0][npads], fXyq[1][npads], zpad);
1874 // if (fXyq[0][npads] > 1.e+5) continue; // temporary fix
1875 if (muonPad.Coord(0) > 1.e+5) continue; // temporary fix
1876 if (ix == ix1) continue; //19-12-05
1877 if (ix1 == ix0) continue;
1878 if (maxpad[1][0] < 0 || mirror && maxpad[0][0] >= 0) {
1879 // if (!iPad) fXyq[2][npads] = TMath::Min (sigmax[0]/100, 5.);
1880 // else fXyq[2][npads] = TMath::Min (aamax[0]/100, 5.);
1881 if (!iPad) muonPad.SetCharge(TMath::Min (sigmax[0]/100, 5.));
1882 else muonPad.SetCharge(TMath::Min (aamax[0]/100, 5.));
1883 }
1884 else {
1885 // if (!iPad) fXyq[2][npads] = TMath::Min (sigmax[1]/100, 5.);
1886 // else fXyq[2][npads] = TMath::Min (aamax[1]/100, 5.);
1887 if (!iPad) muonPad.SetCharge(TMath::Min (sigmax[1]/100, 5.));
1888 else muonPad.SetCharge(TMath::Min (aamax[1]/100, 5.));
1889 }
1890 // fXyq[2][npads] = TMath::Max (fXyq[2][npads], (float)1);
1891 if (muonPad.Charge() < 1.) muonPad.SetCharge(1.);
1892 // fXyq[3][npads] = -2; // flag
1893 // fPadIJ[2][npads] = ix;
1894 // fPadIJ[3][npads] = iy;
1895 muonPad.SetSize(0,-2.); //flag
1896 // fnPads[1]++;
1897 // iAddX = npads;
1898 iAddX = 1;
1899 //AliDebug(1,Form("Add virtual pad in X %f %f %f %3d %3d \n",
1900 // fXyq[2][npads], fXyq[0][npads], fXyq[1][npads], ix, iy));
1901 //muonPad.Charge(), muonPad.Coord(0), muonPad.Coord(1), ix, iy));
1902 if (fDebug) printf(" ***** Add virtual pad in X ***** %f %f %f %3d %3d \n",
1903 muonPad.Charge(), muonPad.Coord(0), muonPad.Coord(1), ix, iy);
1904 cluster.AddPad(muonPad); // add pad to the cluster
1905 ix1 = ix0;
1906 continue;
1907 }
1908 if (nInY != 2) continue;
1909 if (!mirror && cath && maxpad[0][0] >= 0) continue;
1910 if (mirror && !cath && maxpad[1][0] >= 0) continue;
1911 if (TMath::Abs(iy-iy0) == 1 || TMath::Abs(iy*iy0) == 1) {
1912 if (ix != ix0) continue; // new segmentation - check
1913 if (iPad && !iAddY) continue;
1914 AliMpPad pad = fSegmentation[cath]->PadByIndices(AliMpIntPair(ix,iy),kTRUE);
1915 // fXyq[0][npads] = pad.Position().X();
1916 // fXyq[1][npads] = pad.Position().Y();
1917 // fSegmentation[cath]->GetPadC(ix, iy, fXyq[0][npads], fXyq[1][npads], zpad);
1918 AliMUONPad muonPad(fDetElemId, cath, ix, iy, pad.Position().X(), pad.Position().Y(), 0, 0, 0);
1919 if (iy1 == iy0) continue;
1920 //if (iPad && iy1 == iy0) continue;
1921 if (maxpad[0][0] < 0 || mirror && maxpad[1][0] >= 0) {
1922 // if (!iPad) fXyq[2][npads] = TMath::Min (sigmax[1]/15, fgkZeroSuppression);
1923 // else fXyq[2][npads] = TMath::Min (aamax[1]/15, fgkZeroSuppression);
1924 if (!iPad) muonPad.SetCharge(TMath::Min (sigmax[1]/15, fgkZeroSuppression));
1925 else muonPad.SetCharge(TMath::Min (aamax[1]/15, fgkZeroSuppression));
1926 }
1927 else {
1928 // if (!iPad) fXyq[2][npads] = TMath::Min (sigmax[0]/15, fgkZeroSuppression);
1929 // else fXyq[2][npads] = TMath::Min (aamax[0]/15, fgkZeroSuppression);
1930 if (!iPad) muonPad.SetCharge(TMath::Min (sigmax[0]/15, fgkZeroSuppression));
1931 else muonPad.SetCharge(TMath::Min (aamax[0]/15, fgkZeroSuppression));
1932 }
1933 // fXyq[2][npads] = TMath::Max (fXyq[2][npads], (float)1);
1934 if (muonPad.Charge() < 1.) muonPad.SetCharge(1.);
1935 // fXyq[3][npads] = -2; // flag
1936 // fPadIJ[2][npads] = ix;
1937 // fPadIJ[3][npads] = iy;
1938 muonPad.SetSize(0,-2.); //flag
1939 // fnPads[1]++;
1940 // iAddY = npads;
1941 iAddY = 1;
1942 if (fDebug) printf(" ***** Add virtual pad in Y ***** %f %f %f %3d %3d \n",
1943 muonPad.Charge(), muonPad.Coord(0), muonPad.Coord(1), ix, iy);
1944 cluster.AddPad(muonPad); // add pad to the cluster
1945 iy1 = iy0;
1946 }
1947 } // for (Int_t j=0; j<nn;
1948 } // for (Int_t iPad=0;
1949 } // for (cath=0; cath<2;
1950}
1951
1952//_____________________________________________________________________________
1953void AliMUONClusterFinderMLEM::PadsInXandY(AliMUONCluster& cluster,
1954 Int_t &nInX, Int_t &nInY) const
1955{
1956 /// Find number of pads in X and Y-directions (excluding virtual ones and
1957 /// overflows)
1958
1959 Int_t statusToTest = 1;
1960
1961 if ( nInX < 0 ) statusToTest = 0;
1962
1963 Bool_t mustMatch(kTRUE);
1964
1965 AliMpIntPair cn = cluster.NofPads(statusToTest,mustMatch);
1966
1967 nInX = cn.GetFirst();
1968 nInY = cn.GetSecond();
1969}
1970
1971//_____________________________________________________________________________
1972void AliMUONClusterFinderMLEM::RemovePixel(Int_t i)
1973{
1974 /// Remove pixel at index i
1975 AliMUONPad* pixPtr = Pixel(i);
1976 fPixArray->RemoveAt(i);
1977 delete pixPtr;
1978}
1979
1980//_____________________________________________________________________________
1981void AliMUONClusterFinderMLEM::Simple(AliMUONCluster& cluster)
1982{
1983/// Process simple cluster (small number of pads) without EM-procedure
1984
1985 Int_t nForFit = 1, clustFit[1] = {0}, nfit;
1986 Double_t parOk[3] = {0.};
1987 TObjArray *clusters[1];
1988 clusters[0] = fPixArray;
1989
1990 AliDebug(1,Form("nPix=%d",fPixArray->GetLast()+1));
1991
1992 for (Int_t i = 0; i < cluster.Multiplicity(); ++i)
1993 {
1994 AliMUONPad* pad = cluster.Pad(i);
1995 if ( pad->Charge() > fgkSaturation-1) //FIXME : remove usage of fgkSaturation
1996 {
1997 pad->SetStatus(-9);
1998 }
1999 else
2000 {
2001 pad->SetStatus(1);
2002 }
2003 }
2004 nfit = fSplitter->Fit(cluster,1, nForFit, clustFit, clusters, parOk, fClusterList);
2005}
2006
2007//_____________________________________________________________________________
2008AliMUONPad*
2009AliMUONClusterFinderMLEM::Pixel(Int_t i) const
2010{
2011 /// Returns pixel at index i
2012 return static_cast<AliMUONPad*>(fPixArray->UncheckedAt(i));
2013}
2014
2015//_____________________________________________________________________________
2016void
2017AliMUONClusterFinderMLEM::Print(Option_t* what) const
2018{
2019 /// printout
2020 TString swhat(what);
2021 swhat.ToLower();
2022 if ( swhat.Contains("precluster") )
2023 {
2024 if ( fPreCluster) fPreCluster->Print();
2025 }
2026}
2027
2028