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1 // @(#) $Id$
2
3 // Author: Anders Vestbo <mailto:vestbo@fi.uib.no>
4 //*-- Copyright &copy ALICE HLT Group
5
6 #include <strings.h>
7 #include "AliL3StandardIncludes.h"
8
9 #ifndef no_root
10 #include <TNtuple.h>
11 #include <TFile.h>
12 #endif
13
14 #include "AliL3Logging.h"
15 #include "AliL3HoughMaxFinder.h"
16 #include "AliL3Histogram.h"
17 #include "AliL3TrackArray.h"
18 #include "AliL3HoughTrack.h"
19 #include "AliL3Transform.h"
20 #include "AliL3HoughTransformerRow.h"
21
22 #if __GNUC__ == 3
23 using namespace std;
24 #endif
25
26 /** \class AliL3HoughMaxFinder
27 <pre>
28 //_____________________________________________________________
29 // AliL3HoughMaxFinder
30 //
31 // Maximum finder
32 //
33 </pre>
34 */
35
36 ClassImp(AliL3HoughMaxFinder)
37
38   
39 AliL3HoughMaxFinder::AliL3HoughMaxFinder()
40 {
41   //Default constructor
42   fThreshold = 0;
43   fCurrentEtaSlice = -1;
44   fHistoType=0;
45   fXPeaks=0;
46   fYPeaks=0;
47   fWeight=0;
48   fNPeaks=0;
49   fN1PeaksPrevEtaSlice=0;
50   fN2PeaksPrevEtaSlice=0;
51   fSTARTXPeaks=0;
52   fSTARTYPeaks=0;
53   fENDXPeaks=0;
54   fENDYPeaks=0;
55   fSTARTETAPeaks=0;
56   fENDETAPeaks=0;
57   fNMax=0;
58   fGradX=1;
59   fGradY=1;
60 #ifndef no_root
61   fNtuppel = 0;
62 #endif
63 }
64
65 AliL3HoughMaxFinder::AliL3HoughMaxFinder(Char_t *histotype,Int_t nmax,AliL3Histogram *hist)
66 {
67   //Constructor
68
69   //fTracks = new AliL3TrackArray("AliL3HoughTrack");
70   if(strcmp(histotype,"KappaPhi")==0) fHistoType='c';
71   if(strcmp(histotype,"DPsi")==0) fHistoType='l';
72
73   fCurrentEtaSlice = -1;
74   
75   if(hist)
76     fCurrentHisto = hist;
77   
78   fGradX=1;
79   fGradY=1;
80   fNMax=nmax;
81   fXPeaks = new Float_t[fNMax];
82   fYPeaks = new Float_t[fNMax];
83   fWeight = new Int_t[fNMax];
84   fSTARTXPeaks = new Int_t[fNMax];
85   fSTARTYPeaks = new Int_t[fNMax];
86   fENDXPeaks = new Int_t[fNMax];
87   fENDYPeaks = new Int_t[fNMax];
88   fSTARTETAPeaks = new Int_t[fNMax];
89   fENDETAPeaks = new Int_t[fNMax];
90 #ifndef no_root
91   fNtuppel = 0;
92 #endif
93   fThreshold=0;
94 }
95
96 AliL3HoughMaxFinder::~AliL3HoughMaxFinder()
97 {
98   //Destructor
99   if(fXPeaks)
100     delete [] fXPeaks;
101   if(fYPeaks)
102     delete [] fYPeaks;
103   if(fWeight)
104     delete [] fWeight;
105   if(fSTARTXPeaks)
106     delete [] fSTARTXPeaks;
107   if(fSTARTYPeaks)
108     delete [] fSTARTYPeaks;
109   if(fENDXPeaks)
110     delete [] fENDXPeaks;
111   if(fENDYPeaks)
112     delete [] fENDYPeaks;
113   if(fSTARTETAPeaks)
114     delete [] fSTARTETAPeaks;
115   if(fENDETAPeaks)
116     delete [] fENDETAPeaks;
117 #ifndef no_root
118   if(fNtuppel)
119     delete fNtuppel;
120 #endif
121 }
122
123 void AliL3HoughMaxFinder::Reset()
124 {
125   // Method to reinit the Peak Finder
126   for(Int_t i=0; i<fNMax; i++)
127     {
128       fXPeaks[i]=0;
129       fYPeaks[i]=0;
130       fWeight[i]=0;
131       fSTARTXPeaks[i]=0;
132       fSTARTYPeaks[i]=0;
133       fENDXPeaks[i]=0;
134       fENDYPeaks[i]=0;
135       fSTARTETAPeaks[i]=0;
136       fENDETAPeaks[i]=0;
137     }
138   fNPeaks=0;
139   fN1PeaksPrevEtaSlice=0;
140   fN2PeaksPrevEtaSlice=0;
141 }
142
143 void AliL3HoughMaxFinder::CreateNtuppel()
144 {
145   // Fill a NTuple with the peak parameters
146 #ifndef no_root
147   //content#; neighbouring bins of the peak.
148   fNtuppel = new TNtuple("ntuppel","Peak charateristics","kappa:phi0:weigth:content3:content5:content1:content7");
149   fNtuppel->SetDirectory(0);
150 #endif  
151 }
152
153 void AliL3HoughMaxFinder::WriteNtuppel(Char_t *filename)
154 {
155   // Write the NTuple with the peak parameters
156 #ifndef no_root
157   TFile *file = TFile::Open(filename,"RECREATE");
158   if(!file)
159     {
160       cerr<<"AliL3HoughMaxFinder::WriteNtuppel : Error opening file "<<filename<<endl;
161       return;
162     }
163   fNtuppel->Write();
164   file->Close();
165 #endif
166 }
167
168 void AliL3HoughMaxFinder::FindAbsMaxima()
169 {
170   // Simple Peak Finder in the Hough space
171   if(!fCurrentHisto)
172     {
173       cerr<<"AliL3HoughMaxFinder::FindAbsMaxima : No histogram"<<endl;
174       return;
175     }
176   AliL3Histogram *hist = fCurrentHisto;
177   
178   if(hist->GetNEntries() == 0)
179     return;
180   
181   Int_t xmin = hist->GetFirstXbin();
182   Int_t xmax = hist->GetLastXbin();
183   Int_t ymin = hist->GetFirstYbin();
184   Int_t ymax = hist->GetLastYbin();  
185   Int_t bin;
186   Double_t value,maxvalue=0;
187   
188   Int_t maxxbin=0,maxybin=0;
189   for(Int_t xbin=xmin; xbin<=xmax; xbin++)
190     {
191       for(Int_t ybin=ymin; ybin<=ymax; ybin++)
192         {
193           bin = hist->GetBin(xbin,ybin);
194           value = hist->GetBinContent(bin);
195           if(value>maxvalue)
196             {
197               maxvalue = value;
198               maxxbin = xbin;
199               maxybin = ybin;
200             }
201         }
202     }
203   
204   if(maxvalue == 0)
205     return;
206   
207   if(fNPeaks > fNMax)
208     {
209       cerr<<"AliL3HoughMaxFinder::FindAbsMaxima : Array out of range : "<<fNPeaks<<endl;
210       return;
211     }
212   
213   Double_t maxx = hist->GetBinCenterX(maxxbin);
214   Double_t maxy = hist->GetBinCenterY(maxybin);
215   fXPeaks[fNPeaks] = maxx;
216   fYPeaks[fNPeaks] = maxy;
217   fWeight[fNPeaks] = (Int_t)maxvalue;
218
219   fNPeaks++;
220 #ifndef no_root
221   if(fNtuppel)
222     {
223       Int_t bin3 = hist->GetBin(maxxbin-1,maxybin);
224       Int_t bin5 = hist->GetBin(maxxbin+1,maxybin);
225       Int_t bin1 = hist->GetBin(maxxbin,maxybin-1);
226       Int_t bin7 = hist->GetBin(maxxbin,maxybin+1);
227       
228       fNtuppel->Fill(maxx,maxy,maxvalue,hist->GetBinContent(bin3),hist->GetBinContent(bin5),hist->GetBinContent(bin1),hist->GetBinContent(bin7));
229     }
230 #endif  
231 }
232
233 void AliL3HoughMaxFinder::FindBigMaxima()
234 {
235   // Another Peak finder  
236   AliL3Histogram *hist = fCurrentHisto;
237   
238   if(hist->GetNEntries() == 0)
239     return;
240   
241   Int_t xmin = hist->GetFirstXbin();
242   Int_t xmax = hist->GetLastXbin();
243   Int_t ymin = hist->GetFirstYbin();
244   Int_t ymax = hist->GetLastYbin();
245   Int_t bin[25],binindex;
246   Double_t value[25];
247   
248   for(Int_t xbin=xmin+2; xbin<xmax-3; xbin++)
249     {
250       for(Int_t ybin=ymin+2; ybin<ymax-3; ybin++)
251         {
252           binindex=0;
253           for(Int_t xb=xbin-2; xb<=xbin+2; xb++)
254             {
255               for(Int_t yb=ybin-2; yb<=ybin+2; yb++)
256                 {
257                   bin[binindex]=hist->GetBin(xb,yb);
258                   value[binindex]=hist->GetBinContent(bin[binindex]);
259                   binindex++;
260                 }
261             }
262           if(value[12]==0) continue;
263           Int_t b=0;
264           while(1)
265             {
266               if(value[b] > value[12] || b==binindex) break;
267               b++;
268               //printf("b %d\n",b);
269             }
270           if(b == binindex)
271             {
272               //Found maxima
273               if(fNPeaks > fNMax)
274                 {
275                   cerr<<"AliL3HoughMaxFinder::FindBigMaxima : Array out of range "<<fNPeaks<<endl;
276                   return;
277                 }
278               
279               Double_t maxx = hist->GetBinCenterX(xbin);
280               Double_t maxy = hist->GetBinCenterY(ybin);
281               fXPeaks[fNPeaks] = maxx;
282               fYPeaks[fNPeaks] = maxy;
283               fNPeaks++;
284             }
285         }
286     }
287 }
288
289 void AliL3HoughMaxFinder::FindMaxima(Int_t threshold)
290 {
291   //Locate all the maxima in input histogram.
292   //Maxima is defined as bins with more entries than the
293   //immediately neighbouring bins. 
294   
295   if(fCurrentHisto->GetNEntries() == 0)
296     return;
297   
298   Int_t xmin = fCurrentHisto->GetFirstXbin();
299   Int_t xmax = fCurrentHisto->GetLastXbin();
300   Int_t ymin = fCurrentHisto->GetFirstYbin();
301   Int_t ymax = fCurrentHisto->GetLastYbin();
302   Int_t bin[9];
303   Double_t value[9];
304   
305   //Float_t max_kappa = 0.001;
306   //Float_t max_phi0 = 0.08;
307
308   for(Int_t xbin=xmin+1; xbin<=xmax-1; xbin++)
309     {
310       for(Int_t ybin=ymin+1; ybin<=ymax-1; ybin++)
311         {
312           bin[0] = fCurrentHisto->GetBin(xbin-1,ybin-1);
313           bin[1] = fCurrentHisto->GetBin(xbin,ybin-1);
314           bin[2] = fCurrentHisto->GetBin(xbin+1,ybin-1);
315           bin[3] = fCurrentHisto->GetBin(xbin-1,ybin);
316           bin[4] = fCurrentHisto->GetBin(xbin,ybin);
317           bin[5] = fCurrentHisto->GetBin(xbin+1,ybin);
318           bin[6] = fCurrentHisto->GetBin(xbin-1,ybin+1);
319           bin[7] = fCurrentHisto->GetBin(xbin,ybin+1);
320           bin[8] = fCurrentHisto->GetBin(xbin+1,ybin+1);
321           value[0] = fCurrentHisto->GetBinContent(bin[0]);
322           value[1] = fCurrentHisto->GetBinContent(bin[1]);
323           value[2] = fCurrentHisto->GetBinContent(bin[2]);
324           value[3] = fCurrentHisto->GetBinContent(bin[3]);
325           value[4] = fCurrentHisto->GetBinContent(bin[4]);
326           value[5] = fCurrentHisto->GetBinContent(bin[5]);
327           value[6] = fCurrentHisto->GetBinContent(bin[6]);
328           value[7] = fCurrentHisto->GetBinContent(bin[7]);
329           value[8] = fCurrentHisto->GetBinContent(bin[8]);
330           
331           
332           if(value[4]>value[0] && value[4]>value[1] && value[4]>value[2]
333              && value[4]>value[3] && value[4]>value[5] && value[4]>value[6]
334              && value[4]>value[7] && value[4]>value[8])
335             {
336               //Found a local maxima
337               Float_t maxx = fCurrentHisto->GetBinCenterX(xbin);
338               Float_t maxy = fCurrentHisto->GetBinCenterY(ybin);
339               
340               if((Int_t)value[4] <= threshold) continue;//central bin below threshold
341               if(fNPeaks >= fNMax)
342                 {
343                   cout<<"AliL3HoughMaxFinder::FindMaxima : Array out of range "<<fNPeaks<<endl;
344                   return;
345                 }
346               
347               //Check the gradient:
348               if(value[3]/value[4] > fGradX && value[5]/value[4] > fGradX)
349                 continue;
350
351               if(value[1]/value[4] > fGradY && value[7]/value[4] > fGradY)
352                 continue;
353
354               fXPeaks[fNPeaks] = maxx;
355               fYPeaks[fNPeaks] = maxy;
356               fWeight[fNPeaks] = (Int_t)value[4];
357               fNPeaks++;
358
359               /*
360               //Check if the peak is overlapping with a previous:
361               Bool_t bigger = kFALSE;
362               for(Int_t p=0; p<fNPeaks; p++)
363                 {
364                   if(fabs(maxx - fXPeaks[p]) < max_kappa && fabs(maxy - fYPeaks[p]) < max_phi0)
365                     {
366                       bigger = kTRUE;
367                       if(value[4] > fWeight[p]) //this peak is bigger.
368                         {
369                           fXPeaks[p] = maxx;
370                           fYPeaks[p] = maxy;
371                           fWeight[p] = (Int_t)value[4];
372                         }
373                       else
374                         continue; //previous peak is bigger.
375                     }
376                 }
377               if(!bigger) //there were no overlapping peaks.
378                 {
379                   fXPeaks[fNPeaks] = maxx;
380                   fYPeaks[fNPeaks] = maxy;
381                   fWeight[fNPeaks] = (Int_t)value[4];
382                   fNPeaks++;
383                 }
384               */
385             }
386         }
387     }
388   
389 }
390
391 struct AliL3Window 
392 {
393   Int_t fStart; // Start
394   Int_t fSum; // Sum
395 };
396
397 void AliL3HoughMaxFinder::FindAdaptedPeaks(Int_t kappawindow,Float_t cutratio)
398 {
399   //Peak finder which looks for peaks with a certain shape.
400   //The first step involves a pre-peak finder, which looks for peaks
401   //in windows (size controlled by kappawindow) summing over each psi-bin.
402   //These pre-preaks are then matched between neighbouring kappa-bins to
403   //look for real 2D peaks exhbiting the typical cross-shape in the Hough circle transform.
404   //The maximum bin within this region is marked as the peak itself, and
405   //a few checks is performed to avoid the clear fake peaks (asymmetry check etc.)
406   
407   
408   AliL3Histogram *hist = fCurrentHisto;
409   
410   if(!hist)
411     {
412       cerr<<"AliL3HoughMaxFinder : No histogram!"<<endl;
413       return;
414     }
415   
416   if(hist->GetNEntries() == 0)
417     return;
418
419   Int_t xmin = hist->GetFirstXbin();
420   Int_t xmax = hist->GetLastXbin();
421   Int_t ymin = hist->GetFirstYbin();
422   Int_t ymax = hist->GetLastYbin();
423
424
425   //Start by looking for pre-peaks:
426   
427   AliL3Window **localmaxima = new AliL3Window*[hist->GetNbinsY()];
428   
429   Short_t *nmaxs = new Short_t[hist->GetNbinsY()];
430   Int_t n,lastsum,sum;
431   Bool_t sumwasrising;
432   for(Int_t ybin=ymin; ybin<=ymax; ybin++)
433     {
434       localmaxima[ybin-ymin] = new AliL3Window[hist->GetNbinsX()];
435       nmaxs[ybin-ymin] = 0;
436       sumwasrising=0;
437       lastsum=0;
438       n=0;
439       for(Int_t xbin=xmin; xbin<=xmax-kappawindow; xbin++)
440         {
441           sum=0;
442           for(Int_t lbin=xbin; lbin<xbin+kappawindow; lbin++)
443             sum += hist->GetBinContent(hist->GetBin(lbin,ybin));
444           
445           if(sum < lastsum)
446             {
447               if(sum > fThreshold)
448                 if(sumwasrising)//Previous sum was a local maxima
449                   {
450                     localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fStart = xbin-1;
451                     localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fSum = lastsum;
452                     nmaxs[ybin-ymin]++;
453                   }
454               
455               sumwasrising=0;
456             }
457           else if(sum > 0) 
458             sumwasrising=1;
459           lastsum=sum;
460         }
461     }
462   
463   Int_t match=0;
464   Int_t *starts = new Int_t[hist->GetNbinsY()+1];
465   Int_t *maxs = new Int_t[hist->GetNbinsY()+1];
466   
467   for(Int_t ybin=ymax; ybin >= ymin+1; ybin--)
468     {
469       for(Int_t i=0; i<nmaxs[ybin-ymin]; i++)
470         {
471           Int_t lw = localmaxima[ybin-ymin][i].fSum;
472
473           if(lw<0)
474             continue; //already used
475
476           Int_t maxvalue=0,maxybin=0,maxxbin=0,maxwindow=0;
477           for(Int_t k=localmaxima[ybin-ymin][i].fStart; k<localmaxima[ybin-ymin][i].fStart + kappawindow; k++)
478             if(hist->GetBinContent(hist->GetBin(k,ybin)) > maxvalue)
479               {
480                 maxvalue = hist->GetBinContent(hist->GetBin(k,ybin));
481                 maxybin = ybin;
482                 maxxbin = k;
483               }
484           
485           //start expanding in the psi-direction:
486
487           Int_t lb = localmaxima[ybin-ymin][i].fStart;
488           //Int_t ystart=ybin;
489           starts[ybin] = localmaxima[ybin-ymin][i].fStart;
490           maxs[ybin] = maxxbin;
491           Int_t yl=ybin-1,nybins=1;
492           
493           //cout<<"Starting search at ybin "<<ybin<<" start "<<lb<<" with sum "<<localmaxima[ybin-ymin][i].sum<<endl;
494           while(yl >= ymin)
495             {
496               Bool_t found=0;
497               for(Int_t j=0; j<nmaxs[yl-ymin]; j++)
498                 {
499                   if( localmaxima[yl-ymin][j].fStart - lb < 0) continue;
500                   if( localmaxima[yl-ymin][j].fStart < lb + kappawindow + match &&
501                       localmaxima[yl-ymin][j].fStart >= lb && localmaxima[yl-ymin][j].fSum > 0)
502                     {
503                       
504                       //cout<<"match at ybin "<<yl<<" yvalue "<<hist->GetBinCenterY(yl)<<" start "<<localmaxima[yl-ymin][j].start<<" sum "<<localmaxima[yl-ymin][j].sum<<endl;
505                       
506                       Int_t lmaxvalue=0,lmaxxbin=0;
507                       for(Int_t k=localmaxima[yl-ymin][j].fStart; k<localmaxima[yl-ymin][j].fStart + kappawindow; k++)
508                         {
509                           if(hist->GetBinContent(hist->GetBin(k,yl)) > maxvalue)
510                             {
511                               maxvalue = hist->GetBinContent(hist->GetBin(k,yl));
512                               maxxbin = k;
513                               maxybin = yl;
514                               maxwindow = j;
515                             }
516                           if(hist->GetBinContent(hist->GetBin(k,yl)) > lmaxvalue)//local maxima value
517                             {
518                               lmaxvalue=hist->GetBinContent(hist->GetBin(k,yl));
519                               lmaxxbin=k;
520                             }
521                         }
522                       nybins++;
523                       starts[yl] = localmaxima[yl-ymin][j].fStart;
524                       maxs[yl] = lmaxxbin;
525                       localmaxima[yl-ymin][j].fSum=-1; //Mark as used
526                       found=1;
527                       lb = localmaxima[yl-ymin][j].fStart;
528                       break;//Since we found a match in this bin, we dont have to search it anymore, goto next bin.
529                     }
530                 }
531               if(!found || yl == ymin)//no more local maximas to be matched, so write the final peak and break the expansion:
532                 {
533                   if(nybins > 4)
534                     {
535                       //cout<<"ystart "<<ystart<<" and nybins "<<nybins<<endl;
536
537                       Bool_t truepeak=kTRUE;
538                       
539                       //cout<<"Maxima found at xbin "<<maxxbin<<" ybin "<<maxybin<<" value "<<maxvalue<<endl;
540                       //cout<<"Starting to sum at xbin "<<starts[maxybin-ymin]<<endl;
541                       
542                       
543                       //Look in a window on both sides to probe the asymmetry
544                       Float_t right=0,left=0;
545                       for(Int_t w=maxxbin+1; w<=maxxbin+3; w++)
546                         {
547                           for(Int_t r=maxybin+1; r<=maxybin+3; r++)
548                             {
549                               right += (Float_t)hist->GetBinContent(hist->GetBin(w,r));
550                             }
551                         }
552                       
553                       for(Int_t w=maxxbin-1; w>=maxxbin-3; w--)
554                         {
555                           for(Int_t r=maxybin+1; r<=maxybin+3; r++)
556                             {
557                               left += (Float_t)hist->GetBinContent(hist->GetBin(w,r));
558                             }
559                         }
560                       
561                       //cout<<"ratio "<<right/left<<endl;
562                       
563                       Float_t upperratio=1,lowerratio=1;
564                       if(left)
565                         upperratio = right/left;
566                       
567                       right=left=0;
568                       for(Int_t w=maxxbin+1; w<=maxxbin+3; w++)
569                         {
570                           for(Int_t r=maxybin-1; r>=maxybin-3; r--)
571                             {
572                               right += (Float_t)hist->GetBinContent(hist->GetBin(w,r));
573                             }
574                         }
575                       
576                       for(Int_t w=maxxbin-1; w>=maxxbin-3; w--)
577                         {
578                           for(Int_t r=maxybin-1; r>=maxybin-3; r--)
579                             {
580                               left += (Float_t)hist->GetBinContent(hist->GetBin(w,r));
581                             }
582                         }
583                       
584                       //cout<<"ratio "<<left/right<<endl;
585                       
586                       if(right)
587                         lowerratio = left/right;
588                       
589                       if(upperratio > cutratio || lowerratio > cutratio)
590                         truepeak=kFALSE;
591                       
592                       if(truepeak)
593                         {
594                           
595                           fXPeaks[fNPeaks] = hist->GetBinCenterX(maxxbin);
596                           fYPeaks[fNPeaks] = hist->GetBinCenterY(maxybin);
597                           fWeight[fNPeaks] = maxvalue;
598                           fNPeaks++;
599                           
600                           /*
601                           //Calculate the peak using weigthed means:
602                           Float_t sum=0;
603                           fYPeaks[fNPeaks]=0;
604                           for(Int_t k=maxybin-1; k<=maxybin+1; k++)
605                             {
606                               Float_t lsum = 0;
607                               for(Int_t l=starts[k]; l<starts[k]+kappawindow; l++)
608                                 {
609                                   lsum += (Float_t)hist->GetBinContent(hist->GetBin(l,k));
610                                   sum += (Float_t)hist->GetBinContent(hist->GetBin(l,k));
611                                 }
612                               fYPeaks[fNPeaks] += lsum*hist->GetBinCenterY(k);
613                             }
614                           fYPeaks[fNPeaks] /= sum;
615                           Int_t ybin1,ybin2;
616                           if(fYPeaks[fNPeaks] < hist->GetBinCenterY(hist->FindYbin(fYPeaks[fNPeaks])))
617                             {
618                               ybin1 = hist->FindYbin(fYPeaks[fNPeaks])-1;
619                               ybin2 = ybin1+1;
620                             }
621                           else
622                             {
623                               ybin1 = hist->FindYbin(fYPeaks[fNPeaks]);
624                               ybin2 = ybin1+1;
625                             }
626
627                           Float_t kappa1=0,kappa2=0;
628                           sum=0;
629                           for(Int_t k=starts[ybin1]; k<starts[ybin1] + kappawindow; k++)
630                             {
631                               kappa1 += hist->GetBinCenterX(k)*hist->GetBinContent(hist->GetBin(k,ybin1));
632                               sum += (Float_t)hist->GetBinContent(hist->GetBin(k,ybin1));
633                             }
634                           kappa1 /= sum;
635                           sum=0;
636                           for(Int_t k=starts[ybin2]; k<starts[ybin2] + kappawindow; k++)
637                             {
638                               kappa2 += hist->GetBinCenterX(k)*hist->GetBinContent(hist->GetBin(k,ybin2));
639                               sum += (Float_t)hist->GetBinContent(hist->GetBin(k,ybin2));
640                             }
641                           kappa2 /= sum;
642                           
643                           fXPeaks[fNPeaks] = ( kappa1*( hist->GetBinCenterY(ybin2) - fYPeaks[fNPeaks] ) + 
644                                                kappa2*( fYPeaks[fNPeaks] - hist->GetBinCenterY(ybin1) ) )  / 
645                             (hist->GetBinCenterY(ybin2) - hist->GetBinCenterY(ybin1));
646
647                           fNPeaks++;
648                           */
649                         }
650                     }
651                   break;
652                 }
653               else
654                 yl--;//Search continues...
655             }
656         }
657     }
658
659   for(Int_t i=0; i<hist->GetNbinsY(); i++)
660     delete localmaxima[i];
661
662   delete [] localmaxima;
663   delete [] nmaxs;
664   delete [] starts;
665   delete [] maxs;
666 }
667
668 struct AliL3PreYPeak 
669 {
670   Int_t fStartPosition; // Start position in X
671   Int_t fEndPosition; // End position in X
672   Int_t fMinValue; // Minimum value inside the prepeak
673   Int_t fMaxValue; // Maximum value inside the prepeak
674   Int_t fPrevValue; // Neighbour values
675   Int_t fLeftValue; // Neighbour values
676   Int_t fRightValue; // Neighbour values
677 };
678
679 struct AliL3Pre2DPeak
680 {
681   Float_t fX; // X coordinate of the preak
682   Float_t fY; // Y coordinate of the preak
683   Float_t fSizeX; // Size of the peak
684   Float_t fSizeY; // Size of the peak
685   Int_t fStartX; // Start position of the peak
686   Int_t fStartY; // Start position of the peak
687   Int_t fEndX; // End position of the peak
688   Int_t fEndY; // End position of the peak
689   Float_t fWeight; // Weight assigned to the peak
690 };
691
692 void AliL3HoughMaxFinder::FindAdaptedRowPeaks(Int_t kappawindow,Int_t xsize,Int_t ysize)
693 {
694   // Peak finder which is working over the Hough Space provided by the AliL3HoughTransformerRow class
695   AliL3Histogram *hist = fCurrentHisto;
696   
697   if(!hist)
698     {
699       cerr<<"AliL3HoughMaxFinder : No histogram!"<<endl;
700       return;
701     }
702   
703   if(hist->GetNEntries() == 0)
704     return;
705   
706   Int_t xmin = hist->GetFirstXbin();
707   Int_t xmax = hist->GetLastXbin();
708   Int_t ymin = hist->GetFirstYbin();
709   Int_t ymax = hist->GetLastYbin();
710   
711   //Start by looking for pre-peaks:
712   
713   AliL3PreYPeak **localmaxima = new AliL3PreYPeak*[hist->GetNbinsY()];
714   
715   Short_t *nmaxs = new Short_t[hist->GetNbinsY()];
716   Int_t lastvalue=0,value=0;
717   for(Int_t ybin=ymin; ybin<=ymax; ybin++)
718     {
719       localmaxima[ybin-ymin] = new AliL3PreYPeak[hist->GetNbinsX()];
720       nmaxs[ybin-ymin] = 0;
721       lastvalue = 0;
722       Bool_t found = 0;
723       for(Int_t xbin=xmin; xbin<=xmax; xbin++)
724         {
725           value = hist->GetBinContent(hist->GetBin(xbin,ybin));
726           if(value > 0)
727             {
728               if(abs(value - lastvalue) > 1)
729                 {
730                   if(found) {
731                     localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fRightValue = value;
732                     nmaxs[ybin-ymin]++;
733                   }
734                   localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fStartPosition = xbin;
735                   localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fEndPosition = xbin;
736                   localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fMinValue = value;
737                   localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fMaxValue = value;
738                   localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fPrevValue = 0;
739                   localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fLeftValue = lastvalue;
740                   found = 1;
741                 }
742               if(abs(value - lastvalue) <= 1)
743                 {
744                     localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fEndPosition = xbin;
745                     if(value>localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fMaxValue)
746                       localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fMaxValue = value;
747                     if(value<localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fMinValue)
748                       localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fMinValue = value;
749                 }
750             }
751           lastvalue = value;
752               
753         }
754       if(found) {
755         localmaxima[ybin-ymin][nmaxs[ybin-ymin]].fRightValue = value;
756         nmaxs[ybin-ymin]++;
757       }
758     }
759   
760   AliL3Pre2DPeak maxima[500];
761   Int_t nmaxima = 0;
762
763   for(Int_t ybin=ymax; ybin >= ymin; ybin--)
764     {
765       for(Int_t i=0; i<nmaxs[ybin-ymin]; i++)
766         {
767           Int_t localminvalue = localmaxima[ybin-ymin][i].fMinValue;
768           Int_t localmaxvalue = localmaxima[ybin-ymin][i].fMaxValue;
769           Int_t localprevvalue = localmaxima[ybin-ymin][i].fPrevValue;
770           Int_t localnextvalue = 0;
771           Int_t localleftvalue = localmaxima[ybin-ymin][i].fLeftValue;
772           Int_t localrightvalue = localmaxima[ybin-ymin][i].fRightValue;
773
774           if(localminvalue<0)
775             continue; //already used
776
777           //start expanding in the psi-direction:
778
779           Int_t localxstart = localmaxima[ybin-ymin][i].fStartPosition;
780           Int_t localxend = localmaxima[ybin-ymin][i].fEndPosition;
781           Int_t tempxstart = localmaxima[ybin-ymin][i].fStartPosition;
782           Int_t tempxend = localmaxima[ybin-ymin][i].fEndPosition;
783
784           Int_t localy=ybin-1,nybins=1;
785
786           while(localy >= ymin)
787             {
788               Bool_t found=0;
789               for(Int_t j=0; j<nmaxs[localy-ymin]; j++)
790                 {
791                   if( (localmaxima[localy-ymin][j].fStartPosition <= (tempxend + kappawindow)) && (localmaxima[localy-ymin][j].fEndPosition >= (tempxstart - kappawindow))) 
792                     {
793                       if(((localmaxima[localy-ymin][j].fMinValue <= localmaxvalue) && (localmaxima[localy-ymin][j].fMinValue >= localminvalue)) ||
794                          ((localmaxima[localy-ymin][j].fMaxValue >= localminvalue) && (localmaxima[localy-ymin][j].fMaxValue <= localmaxvalue)))
795                         {
796                           if(localmaxima[localy-ymin][j].fEndPosition > localxend)
797                             localxend = localmaxima[localy-ymin][j].fEndPosition;
798                           if(localmaxima[localy-ymin][j].fStartPosition < localxstart)
799                             localxstart = localmaxima[localy-ymin][j].fStartPosition;
800                           tempxstart = localmaxima[localy-ymin][j].fStartPosition;
801                           tempxend = localmaxima[localy-ymin][j].fEndPosition;
802                           if(localmaxima[localy-ymin][j].fMinValue < localminvalue)
803                             localminvalue = localmaxima[localy-ymin][j].fMinValue;
804                           if(localmaxima[localy-ymin][j].fMaxValue > localmaxvalue)
805                             localmaxvalue = localmaxima[localy-ymin][j].fMaxValue;
806                           if(localmaxima[localy-ymin][j].fRightValue > localrightvalue)
807                             localrightvalue = localmaxima[localy-ymin][j].fRightValue;
808                           if(localmaxima[localy-ymin][j].fLeftValue > localleftvalue)
809                             localleftvalue = localmaxima[localy-ymin][j].fLeftValue;
810                           localmaxima[localy-ymin][j].fMinValue = -1;
811                           found = 1;
812                           nybins++;
813                           break;
814                         }
815                       else
816                         {
817                           if(localmaxvalue > localmaxima[localy-ymin][j].fPrevValue)
818                             localmaxima[localy-ymin][j].fPrevValue = localmaxvalue;
819                           if(localmaxima[localy-ymin][j].fMaxValue > localnextvalue)
820                             localnextvalue = localmaxima[localy-ymin][j].fMaxValue;
821                         }
822                     }
823                 }
824               if(!found || localy == ymin)//no more local maximas to be matched, so write the final peak and break the expansion:
825                 {
826                   if((nybins > ysize) && ((localxend-localxstart+1) > xsize) && (localmaxvalue > localprevvalue) && (localmaxvalue > localnextvalue) && (localmaxvalue > localleftvalue) && (localmaxvalue > localrightvalue))
827                   //              if((nybins > ysize) && ((localxend-localxstart+1) > xsize))
828                     {
829                       maxima[nmaxima].fX = ((Float_t)localxstart+(Float_t)localxend)/2.0;
830                       maxima[nmaxima].fY = ((Float_t)ybin+(Float_t)(localy+1))/2.0;
831                       maxima[nmaxima].fSizeX = localxend-localxstart+1;
832                       maxima[nmaxima].fSizeY = nybins;
833                       maxima[nmaxima].fWeight = (localminvalue+localmaxvalue)/2;
834                       maxima[nmaxima].fStartX = localxstart;
835                       maxima[nmaxima].fEndX = localxend;
836                       maxima[nmaxima].fStartY = localy +1;
837                       maxima[nmaxima].fEndY = ybin;
838 #ifdef do_mc
839                       //                      cout<<"Peak found at: "<<((Float_t)localxstart+(Float_t)localxend)/2.0<<" "<<((Float_t)ybin+(Float_t)(localy+1))/2.0<<" "<<localminvalue<<" "<<localmaxvalue<<" "<<" with weight "<<(localminvalue+localmaxvalue)/2<<" and size "<<localxend-localxstart+1<<" by "<<nybins<<endl;
840 #endif
841                       nmaxima++;
842                     }
843                   break;
844                 }
845               else
846                 localy--;//Search continues...
847             }
848         }
849     }
850
851   //remove fake tracks
852   Int_t nxbins = hist->GetNbinsX()+2;
853   
854   for(Int_t i = 0; i < (nmaxima - 1); i++)
855     {
856       if(maxima[i].fWeight < 0) continue;
857       for(Int_t j = i + 1; j < nmaxima; j++)
858         {
859           if(maxima[j].fWeight < 0) continue;
860           Int_t xtrack1=0,xtrack2=0,ytrack1=0,ytrack2=0;
861           Int_t deltax = 9999;
862           for(Int_t ix1 = maxima[i].fStartX; ix1 <= maxima[i].fEndX; ix1++) {
863             for(Int_t ix2 = maxima[j].fStartX; ix2 <= maxima[j].fEndX; ix2++) {
864               if(abs(ix1 - ix2) < deltax) {
865                 deltax = abs(ix1 - ix2);
866                 xtrack1 = ix1;
867                 xtrack2 = ix2;
868               }
869             }
870           }
871           Int_t deltay = 9999;
872           for(Int_t iy1 = maxima[i].fStartY; iy1 <= maxima[i].fEndY; iy1++) {
873             for(Int_t iy2 = maxima[j].fStartY; iy2 <= maxima[j].fEndY; iy2++) {
874               if(abs(iy1 - iy2) < deltay) {
875                 deltay = abs(iy1 - iy2);
876                 ytrack1 = iy1;
877                 ytrack2 = iy2;
878               }
879             }
880           }
881           Int_t firstrow1 = AliL3HoughTransformerRow::GetTrackFirstRow()[xtrack1 + nxbins*ytrack1];
882           Int_t lastrow1 = AliL3HoughTransformerRow::GetTrackLastRow()[xtrack1 + nxbins*ytrack1];
883           Int_t firstrow2 = AliL3HoughTransformerRow::GetTrackFirstRow()[xtrack1 + nxbins*ytrack1];
884           Int_t lastrow2 = AliL3HoughTransformerRow::GetTrackLastRow()[xtrack1 + nxbins*ytrack1];
885           Int_t firstrow,lastrow;
886           if(firstrow1 < firstrow2)
887             firstrow = firstrow2;
888           else
889             firstrow = firstrow1;
890
891           if(lastrow1 > lastrow2)
892             lastrow = lastrow2;
893           else
894             lastrow = lastrow1;
895          
896           AliL3HoughTrack track1;
897           Float_t x1 = hist->GetPreciseBinCenterX(xtrack1);
898           Float_t y1 = hist->GetPreciseBinCenterY(ytrack1);
899           Float_t psi1 = atan((x1-y1)/(AliL3HoughTransformerRow::GetBeta1()-AliL3HoughTransformerRow::GetBeta2()));
900           Float_t kappa1 = 2.0*(x1*cos(psi1)-AliL3HoughTransformerRow::GetBeta1()*sin(psi1));
901           track1.SetTrackParameters(kappa1,psi1,1);
902           Float_t firsthit1[3];
903           if(!track1.GetCrossingPoint(firstrow,firsthit1)) continue;
904           Float_t lasthit1[3];
905           if(!track1.GetCrossingPoint(lastrow,lasthit1)) continue;
906
907           AliL3HoughTrack track2;
908           Float_t x2 = hist->GetPreciseBinCenterX(xtrack2);
909           Float_t y2 = hist->GetPreciseBinCenterY(ytrack2);
910           Float_t psi2 = atan((x2-y2)/(AliL3HoughTransformerRow::GetBeta1()-AliL3HoughTransformerRow::GetBeta2()));
911           Float_t kappa2 = 2.0*(x2*cos(psi2)-AliL3HoughTransformerRow::GetBeta1()*sin(psi2));
912           track2.SetTrackParameters(kappa2,psi2,1);
913           Float_t firsthit2[3];
914           if(!track2.GetCrossingPoint(firstrow,firsthit2)) continue;
915           Float_t lasthit2[3];
916           if(!track2.GetCrossingPoint(lastrow,lasthit2)) continue;
917           
918           Float_t padpitchlow = AliL3Transform::GetPadPitchWidth(AliL3Transform::GetPatch(firstrow));
919           Float_t padpitchup = AliL3Transform::GetPadPitchWidth(AliL3Transform::GetPatch(lastrow));
920           // check the distance between tracks at the edges
921 #ifdef do_mc
922           //      cout<<"DEBUG Merge peaks "<<i<<" "<<j<<" "<<firsthit1[1]<<" "<<firsthit2[1]<<"     "<<lasthit1[1]<<" "<<lasthit2[1]<<endl;
923 #endif
924           //cvetan please check!!! I added a cast to Int_t
925           if((fabs(firsthit1[1]-firsthit2[1]) < 3.0*padpitchlow) && (fabs(lasthit1[1]-lasthit2[1]) < 3.0*padpitchup)) {
926             if(maxima[i].fSizeX*maxima[i].fSizeY > maxima[j].fSizeX*maxima[j].fSizeY)
927               maxima[j].fWeight = -maxima[j].fWeight;
928             if(maxima[i].fSizeX*maxima[i].fSizeY < maxima[j].fSizeX*maxima[j].fSizeY)
929               maxima[i].fWeight = -maxima[i].fWeight;
930 #ifdef do_mc
931             //      cout<<"Merge peaks "<<i<<" "<<j<<" "<<maxima[i].fWeight<<" "<<maxima[j].fWeight<<endl;
932 #endif
933           }
934         }
935     }
936
937   //merge tracks in neighbour eta slices
938   /*
939   for(Int_t i = 0; i < nmaxima; i++) {
940     if(maxima[i].fWeight > 0) {
941       fXPeaks[fNPeaks] = hist->GetPreciseBinCenterX(maxima[i].fX);
942       fYPeaks[fNPeaks] = hist->GetPreciseBinCenterY(maxima[i].fY);
943       fWeight[fNPeaks] = (Int_t)maxima[i].fWeight;
944 #ifdef do_mc
945       cout<<"Final Peak found at: "<<maxima[i].fX<<" "<<maxima[i].fY<<" "<<" "<<fXPeaks[fNPeaks]<<" "<<fYPeaks[fNPeaks]<<" with weight "<<fWeight[fNPeaks]<<" and size "<<maxima[i].fSizeX<<" by "<<maxima[i].fSizeY<<endl;
946 #endif
947       fNPeaks++;
948     }
949   }
950   */
951
952   Int_t currentnpeaks = fNPeaks;
953   for(Int_t i = 0; i < nmaxima; i++) {
954     if(maxima[i].fWeight < 0) continue;
955     Bool_t merged = kFALSE;
956     for(Int_t j = fN1PeaksPrevEtaSlice; j < fN2PeaksPrevEtaSlice; j++) {
957       if(fWeight[j] < 0) continue;
958       if((fENDETAPeaks[j]-fSTARTETAPeaks[j]) >= 1) continue;
959       if((maxima[i].fStartX <= fENDXPeaks[j]+1) && (maxima[i].fEndX >= fSTARTXPeaks[j]-1)) {
960         if((maxima[i].fStartY <= fENDYPeaks[j]+1) && (maxima[i].fEndY >= fSTARTYPeaks[j]-1)) {
961           //merge
962           merged = kTRUE;
963           fXPeaks[fNPeaks] = (hist->GetPreciseBinCenterX(maxima[i].fX)+(fENDETAPeaks[j]-fSTARTETAPeaks[j]+1)*fXPeaks[j])/(fENDETAPeaks[j]-fSTARTETAPeaks[j]+2);
964           fYPeaks[fNPeaks] = (hist->GetPreciseBinCenterY(maxima[i].fY)+(fENDETAPeaks[j]-fSTARTETAPeaks[j]+1)*fYPeaks[j])/(fENDETAPeaks[j]-fSTARTETAPeaks[j]+2);
965           fWeight[fNPeaks] = (Int_t)maxima[i].fWeight + fWeight[j];
966           fSTARTXPeaks[fNPeaks] = maxima[i].fStartX;
967           fSTARTYPeaks[fNPeaks] = maxima[i].fStartY;
968           fENDXPeaks[fNPeaks] = maxima[i].fEndX;
969           fENDYPeaks[fNPeaks] = maxima[i].fEndY;
970           fSTARTETAPeaks[fNPeaks] = fSTARTETAPeaks[j];
971           fENDETAPeaks[fNPeaks] = fCurrentEtaSlice;
972           fNPeaks++;
973           fWeight[j] = -fWeight[j];
974         }
975       }
976     }
977     fXPeaks[fNPeaks] = hist->GetPreciseBinCenterX(maxima[i].fX);
978     fYPeaks[fNPeaks] = hist->GetPreciseBinCenterY(maxima[i].fY);
979     if(!merged)
980       fWeight[fNPeaks] = (Int_t)maxima[i].fWeight;
981     else
982       fWeight[fNPeaks] = -(Int_t)maxima[i].fWeight;
983     fSTARTXPeaks[fNPeaks] = maxima[i].fStartX;
984     fSTARTYPeaks[fNPeaks] = maxima[i].fStartY;
985     fENDXPeaks[fNPeaks] = maxima[i].fEndX;
986     fENDYPeaks[fNPeaks] = maxima[i].fEndY;
987     fSTARTETAPeaks[fNPeaks] = fCurrentEtaSlice;
988     fENDETAPeaks[fNPeaks] = fCurrentEtaSlice;
989     fNPeaks++;
990   }  
991   fN1PeaksPrevEtaSlice = currentnpeaks;    
992   fN2PeaksPrevEtaSlice = fNPeaks;
993
994   for(Int_t i=0; i<hist->GetNbinsY(); i++)
995     delete localmaxima[i];
996
997   delete [] localmaxima;
998   delete [] nmaxs;
999 }
1000
1001 void AliL3HoughMaxFinder::FindPeak1(Int_t ywindow,Int_t xbinsides)
1002 {
1003   //Testing mutliple peakfinding.
1004   //The algorithm searches the histogram for prepreaks by looking in windows
1005   //for each bin on the xaxis. The size of these windows is controlled by ywindow.
1006   //Then the prepreaks are sorted according to their weight (sum inside window),
1007   //and the peak positions are calculated by taking the weighted mean in both
1008   //x and y direction. The size of the peak in x-direction is controlled by xbinsides.
1009
1010   if(!fCurrentHisto)
1011     {
1012       printf("AliL3HoughMaxFinder::FindPeak1 : No input histogram\n");
1013       return;
1014     }  
1015   if(fCurrentHisto->GetNEntries()==0)
1016     return;
1017   
1018   //Int_t ywindow=2;
1019   //Int_t xbinsides=1;
1020   
1021   //Float_t max_kappa = 0.001;
1022   //Float_t max_phi0 = 0.08;
1023   
1024   Int_t maxsum=0;
1025   
1026   Int_t xmin = fCurrentHisto->GetFirstXbin();
1027   Int_t xmax = fCurrentHisto->GetLastXbin();
1028   Int_t ymin = fCurrentHisto->GetFirstYbin();
1029   Int_t ymax = fCurrentHisto->GetLastYbin();
1030   Int_t nbinsx = fCurrentHisto->GetNbinsX()+1;
1031   
1032   AliL3AxisWindow **windowPt = new AliL3AxisWindow*[nbinsx];
1033   AliL3AxisWindow **anotherPt = new AliL3AxisWindow*[nbinsx];
1034   
1035   for(Int_t i=0; i<nbinsx; i++)
1036     {
1037       windowPt[i] = new AliL3AxisWindow;
1038 #if defined(__DECCXX)
1039       bzero((char *)windowPt[i],sizeof(AliL3AxisWindow));
1040 #else
1041       bzero((void*)windowPt[i],sizeof(AliL3AxisWindow));
1042 #endif
1043       anotherPt[i] = windowPt[i];
1044     }
1045   
1046   for(Int_t xbin=xmin; xbin<=xmax; xbin++)
1047     {
1048       maxsum = 0;
1049       for(Int_t ybin=ymin; ybin<=ymax-ywindow; ybin++)
1050         {
1051           Int_t suminwindow=0;
1052           for(Int_t b=ybin; b<ybin+ywindow; b++)
1053             {
1054               //inside window
1055               Int_t bin = fCurrentHisto->GetBin(xbin,b);
1056               suminwindow += (Int_t)fCurrentHisto->GetBinContent(bin);
1057             }
1058           
1059           if(suminwindow > maxsum)
1060             {
1061               maxsum = suminwindow;
1062               windowPt[xbin]->fYmin = ybin;
1063               windowPt[xbin]->fYmax = ybin + ywindow;
1064               windowPt[xbin]->fWeight = suminwindow;
1065               windowPt[xbin]->fXbin = xbin;
1066             }
1067         }
1068     }
1069
1070   //Sort the windows according to the weight
1071   SortPeaks(windowPt,0,nbinsx);
1072   
1073   Float_t top,butt;
1074   for(Int_t i=0; i<nbinsx; i++)
1075     {
1076       top=butt=0;
1077       Int_t xbin = windowPt[i]->fXbin;
1078       
1079       if(xbin<xmin || xbin > xmax-1) continue;
1080       
1081       //Check if this is really a local maxima
1082       if(anotherPt[xbin-1]->fWeight > anotherPt[xbin]->fWeight ||
1083          anotherPt[xbin+1]->fWeight > anotherPt[xbin]->fWeight)
1084         continue;
1085
1086       for(Int_t j=windowPt[i]->fYmin; j<windowPt[i]->fYmax; j++)
1087         {
1088           //Calculate the mean in y direction:
1089           Int_t bin = fCurrentHisto->GetBin(windowPt[i]->fXbin,j);
1090           top += (fCurrentHisto->GetBinCenterY(j))*(fCurrentHisto->GetBinContent(bin));
1091           butt += fCurrentHisto->GetBinContent(bin);
1092         }
1093       
1094       if(butt < fThreshold)
1095         continue;
1096       
1097       fXPeaks[fNPeaks] = fCurrentHisto->GetBinCenterX(windowPt[i]->fXbin);
1098       fYPeaks[fNPeaks] = top/butt;
1099       fWeight[fNPeaks] = (Int_t)butt;
1100       //cout<<"mean in y "<<ypeaks[n]<<" on x "<<windowPt[i]->xbin<<" content "<<butt<<endl;
1101       fNPeaks++;
1102       if(fNPeaks==fNMax) 
1103         {
1104           cerr<<"AliL3HoughMaxFinder::FindPeak1 : Peak array out of range!!!"<<endl;
1105           break;
1106         }
1107     }
1108
1109   
1110   //Improve the peaks by including the region around in x.
1111   Float_t ytop,ybutt;
1112   Int_t prev;
1113   Int_t w;
1114   for(Int_t i=0; i<fNPeaks; i++)
1115     {
1116       Int_t xbin = fCurrentHisto->FindXbin(fXPeaks[i]);
1117       if(xbin - xbinsides < xmin || xbin + xbinsides > xmax) continue;
1118       top=butt=0;
1119       ytop=0,ybutt=0;     
1120       w=0;
1121       prev = xbin - xbinsides+1;
1122       for(Int_t j=xbin-xbinsides; j<=xbin+xbinsides; j++)
1123         {
1124           /*
1125           //Check if the windows are overlapping:
1126           if(anotherPt[j]->ymin > anotherPt[prev]->ymax) {prev=j; continue;}
1127           if(anotherPt[j]->ymax < anotherPt[prev]->ymin) {prev=j; continue;}
1128           prev = j;
1129           */
1130           
1131           top += fCurrentHisto->GetBinCenterX(j)*anotherPt[j]->fWeight;
1132           butt += anotherPt[j]->fWeight;
1133           
1134           for(Int_t k=anotherPt[j]->fYmin; k<anotherPt[j]->fYmax; k++)
1135             {
1136               Int_t bin = fCurrentHisto->GetBin(j,k);
1137               ytop += (fCurrentHisto->GetBinCenterY(k))*(fCurrentHisto->GetBinContent(bin));
1138               ybutt += fCurrentHisto->GetBinContent(bin);
1139               w+=(Int_t)fCurrentHisto->GetBinContent(bin);
1140             }
1141         }
1142       
1143       fXPeaks[i] = top/butt;
1144       fYPeaks[i] = ytop/ybutt;
1145       fWeight[i] = w;
1146       //cout<<"Setting weight "<<w<<" kappa "<<fXPeaks[i]<<" phi0 "<<fYPeaks[i]<<endl;
1147       
1148       /*
1149       //Check if this peak is overlapping with a previous:
1150       for(Int_t p=0; p<i; p++)
1151         {
1152           //cout<<fabs(fXPeaks[p] - fXPeaks[i])<<" "<<fabs(fYPeaks[p] - fYPeaks[i])<<endl;
1153           if(fabs(fXPeaks[p] - fXPeaks[i]) < max_kappa &&
1154              fabs(fYPeaks[p] - fYPeaks[i]) < max_phi0)
1155             {
1156               fWeight[i]=0;
1157               //break;
1158             }
1159         }
1160       */
1161     }
1162   
1163   for(Int_t i=0; i<nbinsx; i++)
1164     delete windowPt[i];
1165   delete [] windowPt;
1166   delete [] anotherPt;
1167 }
1168
1169 void AliL3HoughMaxFinder::SortPeaks(struct AliL3AxisWindow **a,Int_t first,Int_t last)
1170 {
1171   //General sorting routine
1172   //Sort according to PeakCompare()
1173
1174   static struct AliL3AxisWindow *tmp;
1175   static int i;           // "static" to save stack space
1176   int j;
1177   
1178   while (last - first > 1) {
1179     i = first;
1180     j = last;
1181     for (;;) {
1182       while (++i < last && PeakCompare(a[i], a[first]) < 0)
1183         ;
1184       while (--j > first && PeakCompare(a[j], a[first]) > 0)
1185         ;
1186       if (i >= j)
1187         break;
1188       
1189       tmp  = a[i];
1190       a[i] = a[j];
1191       a[j] = tmp;
1192     }
1193     if (j == first) {
1194       ++first;
1195       continue;
1196     }
1197     tmp = a[first];
1198     a[first] = a[j];
1199     a[j] = tmp;
1200     if (j - first < last - (j + 1)) {
1201       SortPeaks(a, first, j);
1202       first = j + 1;   // QSort(j + 1, last);
1203     } else {
1204       SortPeaks(a, j + 1, last);
1205       last = j;        // QSort(first, j);
1206     }
1207   }
1208   
1209 }
1210
1211 Int_t AliL3HoughMaxFinder::PeakCompare(struct AliL3AxisWindow *a,struct AliL3AxisWindow *b) const
1212 {
1213   // Peak comparison based on peaks weight
1214   if(a->fWeight < b->fWeight) return 1;
1215   if(a->fWeight > b->fWeight) return -1;
1216   return 0;
1217 }
1218
1219 void AliL3HoughMaxFinder::FindPeak(Int_t t1,Double_t t2,Int_t t3)
1220 {
1221   //Attempt of a more sophisticated peak finder.
1222   //Finds the best peak in the histogram, and returns the corresponding
1223   //track object.
1224
1225   if(!fCurrentHisto)
1226     {
1227       printf("AliL3HoughMaxFinder::FindPeak : No histogram!!\n");
1228       return;
1229     }
1230   AliL3Histogram *hist = fCurrentHisto;
1231   if(hist->GetNEntries()==0)
1232     return;
1233
1234   Int_t xmin = hist->GetFirstXbin();
1235   Int_t xmax = hist->GetLastXbin();
1236   Int_t ymin = hist->GetFirstYbin();
1237   Int_t ymax = hist->GetLastYbin();
1238   Int_t nbinsx = hist->GetNbinsX()+1;
1239   
1240   Int_t *m = new Int_t[nbinsx];
1241   Int_t *mlow = new Int_t[nbinsx];
1242   Int_t *mup = new Int_t[nbinsx];
1243   
1244   
1245  recompute:  //this is a goto.
1246   
1247   for(Int_t i=0; i<nbinsx; i++)
1248     {
1249       m[i]=0;
1250       mlow[i]=0;
1251       mup[i]=0;
1252     }
1253
1254   Int_t maxx=0,sum=0,maxxbin=0,bin=0;
1255
1256   for(Int_t xbin=xmin; xbin<=xmax; xbin++)
1257     {
1258       for(Int_t ybin=ymin; ybin <= ymax - t1; ybin++)
1259         {
1260           sum = 0;
1261           for(Int_t y=ybin; y <= ybin+t1; y++)
1262             {
1263               if(y>ymax) break;
1264               //Inside window
1265               bin = hist->GetBin(xbin,y);
1266               sum += (Int_t)hist->GetBinContent(bin);
1267               
1268             }
1269           if(sum > m[xbin]) //Max value locally in this xbin
1270             {
1271               m[xbin]=sum;
1272               mlow[xbin]=ybin;
1273               mup[xbin]=ybin + t1;
1274             }
1275           
1276         }
1277       
1278       if(m[xbin] > maxx) //Max value globally in x-direction
1279         {
1280           maxxbin = xbin;
1281           maxx = m[xbin];//sum;
1282         }
1283     }
1284   //printf("maxxbin %d maxx %d mlow %d mup %d\n",maxxbin,maxx,mlow[maxxbin],mup[maxxbin]);
1285   //printf("ylow %f yup %f\n",hist->GetBinCenterY(mlow[maxxbin]),hist->GetBinCenterY(mup[maxxbin]));
1286
1287   //Determine a width in the x-direction
1288   Int_t xlow=0,xup=0;
1289   
1290   for(Int_t xbin=maxxbin-1; xbin >= xmin; xbin--)
1291     {
1292       if(m[xbin] < maxx*t2)
1293         {
1294           xlow = xbin+1;
1295           break;
1296         }
1297     }
1298   for(Int_t xbin = maxxbin+1; xbin <=xmax; xbin++)
1299     {
1300       if(m[xbin] < maxx*t2)
1301         {
1302           xup = xbin-1;
1303           break;
1304         }
1305     }
1306   
1307   Double_t top=0,butt=0,value,xpeak;
1308   if(xup - xlow + 1 > t3)
1309     {
1310       t1 -= 1;
1311       printf("\nxrange out if limit xup %d xlow %d t1 %d\n\n",xlow,xup,t1);
1312       if(t1 > 1)
1313         goto recompute;
1314       else
1315         {
1316           xpeak = hist->GetBinCenterX(maxxbin);
1317           goto moveon;
1318         }
1319     }
1320   
1321   //printf("xlow %f xup %f\n",hist->GetBinCenterX(xlow),hist->GetBinCenterX(xup));
1322   //printf("Spread in x %d\n",xup-xlow +1);
1323
1324   //Now, calculate the center of mass in x-direction
1325   for(Int_t xbin=xlow; xbin <= xup; xbin++)
1326     {
1327       value = hist->GetBinCenterX(xbin);
1328       top += value*m[xbin];
1329       butt += m[xbin];
1330     }
1331   xpeak = top/butt;
1332   
1333  moveon:
1334   
1335   //Find the peak in y direction:
1336   Int_t xl = hist->FindXbin(xpeak);
1337   if(hist->GetBinCenterX(xl) > xpeak)
1338     xl--;
1339
1340   Int_t xu = xl + 1;
1341   
1342   if(hist->GetBinCenterX(xl) > xpeak || hist->GetBinCenterX(xu) <= xpeak)
1343     printf("\nAliL3HoughMaxFinder::FindPeak : Wrong xrange %f %f %f\n\n",hist->GetBinCenterX(xl),xpeak,hist->GetBinCenterX(xu));
1344     
1345     //printf("\nxlow %f xup %f\n",hist->GetBinCenterX(xl),hist->GetBinCenterX(xu));
1346
1347   value=top=butt=0;
1348   
1349   //printf("ylow %f yup %f\n",hist->GetBinCenterY(mlow[xl]),hist->GetBinCenterY(mup[xl]));
1350   //printf("ylow %f yup %f\n",hist->GetBinCenterY(mlow[xu]),hist->GetBinCenterY(mup[xu]));
1351   
1352   for(Int_t ybin=mlow[xl]; ybin <= mup[xl]; ybin++)
1353     {
1354       value = hist->GetBinCenterY(ybin);
1355       bin = hist->GetBin(xl,ybin);
1356       top += value*hist->GetBinContent(bin);
1357       butt += hist->GetBinContent(bin);
1358     }
1359   Double_t ypeaklow = top/butt;
1360   
1361   //printf("ypeaklow %f\n",ypeaklow);
1362
1363   value=top=butt=0;
1364   for(Int_t ybin=mlow[xu]; ybin <= mup[xu]; ybin++)
1365     {
1366       value = hist->GetBinCenterY(ybin);
1367       bin = hist->GetBin(xu,ybin);
1368       top += value*hist->GetBinContent(bin);
1369       butt += hist->GetBinContent(bin);
1370     }
1371   Double_t ypeakup = top/butt;
1372   
1373   //printf("ypeakup %f\n",ypeakup);
1374
1375   Double_t xvalueup = hist->GetBinCenterX(xu);
1376   Double_t xvaluelow = hist->GetBinCenterX(xl);
1377
1378   Double_t ypeak = (ypeaklow*(xvalueup - xpeak) + ypeakup*(xpeak - xvaluelow))/(xvalueup - xvaluelow);
1379
1380
1381   //Find the weight:
1382   //bin = hist->FindBin(xpeak,ypeak);
1383   //Int_t weight = (Int_t)hist->GetBinContent(bin);
1384
1385   //AliL3HoughTrack *track = new AliL3HoughTrack();
1386   //track->SetTrackParameters(xpeak,ypeak,weight);
1387   fXPeaks[fNPeaks]=xpeak;
1388   fYPeaks[fNPeaks]=ypeak;
1389   fWeight[fNPeaks]=(Int_t)hist->GetBinContent(bin);
1390   fNPeaks++;
1391   
1392   delete [] m;
1393   delete [] mlow;
1394   delete [] mup;
1395   
1396   //return track;
1397 }
1398
1399 Float_t AliL3HoughMaxFinder::GetXPeakSize(Int_t i) const
1400 {
1401   // Get X size of a peak
1402   if(i<0 || i>fNMax)
1403     {
1404       STDCERR<<"AliL3HoughMaxFinder::GetXPeakSize : Invalid index "<<i<<STDENDL;
1405       return 0;
1406     }
1407   Float_t binwidth = fCurrentHisto->GetBinWidthX();
1408   return binwidth*(fENDXPeaks[i]-fSTARTXPeaks[i]+1);
1409 }
1410
1411 Float_t AliL3HoughMaxFinder::GetYPeakSize(Int_t i) const
1412 {
1413   // Get Y size of a peak
1414   if(i<0 || i>fNMax)
1415     {
1416       STDCERR<<"AliL3HoughMaxFinder::GetYPeak : Invalid index "<<i<<STDENDL;
1417       return 0;
1418     }
1419   Float_t binwidth = fCurrentHisto->GetBinWidthY();
1420   return binwidth*(fENDYPeaks[i]-fSTARTYPeaks[i]+1);
1421 }