3 // Author: Anders Vestbo <mailto:vestbo@fi.uib.no>
4 //*-- Copyright © ASV
6 #include "AliL3StandardIncludes.h"
13 #include "AliL3Logging.h"
14 #include "AliL3HoughMaxFinder.h"
15 #include "AliL3Histogram.h"
16 #include "AliL3TrackArray.h"
17 #include "AliL3HoughTrack.h"
23 //_____________________________________________________________
24 // AliL3HoughMaxFinder
28 ClassImp(AliL3HoughMaxFinder)
31 AliL3HoughMaxFinder::AliL3HoughMaxFinder()
46 AliL3HoughMaxFinder::AliL3HoughMaxFinder(Char_t *histotype,Int_t nmax,AliL3Histogram *hist)
50 //fTracks = new AliL3TrackArray("AliL3HoughTrack");
51 if(strcmp(histotype,"KappaPhi")==0) fHistoType='c';
52 if(strcmp(histotype,"DPsi")==0) fHistoType='l';
58 fXPeaks = new Float_t[fNMax];
59 fYPeaks = new Float_t[fNMax];
60 fWeight = new Int_t[fNMax];
68 AliL3HoughMaxFinder::~AliL3HoughMaxFinder()
83 void AliL3HoughMaxFinder::Reset()
85 for(Int_t i=0; i<fNMax; i++)
94 void AliL3HoughMaxFinder::CreateNtuppel()
97 //content#; neighbouring bins of the peak.
98 fNtuppel = new TNtuple("ntuppel","Peak charateristics","kappa:phi0:weigth:content3:content5:content1:content7");
102 void AliL3HoughMaxFinder::WriteNtuppel(Char_t *filename)
105 TFile *file = TFile::Open(filename,"RECREATE");
108 cerr<<"AliL3HoughMaxFinder::WriteNtuppel : Error opening file "<<filename<<endl;
116 void AliL3HoughMaxFinder::FindAbsMaxima()
121 cerr<<"AliL3HoughMaxFinder::FindAbsMaxima : No histogram"<<endl;
124 AliL3Histogram *hist = fCurrentHisto;
126 Int_t xmin = hist->GetFirstXbin();
127 Int_t xmax = hist->GetLastXbin();
128 Int_t ymin = hist->GetFirstYbin();
129 Int_t ymax = hist->GetLastYbin();
131 Double_t value,max_value=0;
133 Int_t max_xbin=0,max_ybin=0;
134 for(Int_t xbin=xmin; xbin<=xmax; xbin++)
136 for(Int_t ybin=ymin; ybin<=ymax; ybin++)
138 bin = hist->GetBin(xbin,ybin);
139 value = hist->GetBinContent(bin);
151 cerr<<"AliL3HoughMaxFinder::FindAbsMaxima : Array out of range : "<<fNPeaks<<endl;
156 Double_t max_x = hist->GetBinCenterX(max_xbin);
157 Double_t max_y = hist->GetBinCenterY(max_ybin);
158 fXPeaks[fNPeaks] = max_x;
159 fYPeaks[fNPeaks] = max_y;
160 fWeight[fNPeaks] = (Int_t)max_value;
165 Int_t bin3 = hist->GetBin(max_xbin-1,max_ybin);
166 Int_t bin5 = hist->GetBin(max_xbin+1,max_ybin);
167 Int_t bin1 = hist->GetBin(max_xbin,max_ybin-1);
168 Int_t bin7 = hist->GetBin(max_xbin,max_ybin+1);
170 fNtuppel->Fill(max_x,max_y,max_value,hist->GetBinContent(bin3),hist->GetBinContent(bin5),hist->GetBinContent(bin1),hist->GetBinContent(bin7));
175 void AliL3HoughMaxFinder::FindBigMaxima()
178 AliL3Histogram *hist = fCurrentHisto;
179 Int_t xmin = hist->GetFirstXbin();
180 Int_t xmax = hist->GetLastXbin();
181 Int_t ymin = hist->GetFirstYbin();
182 Int_t ymax = hist->GetLastYbin();
183 Int_t bin[25],bin_index;
186 for(Int_t xbin=xmin+2; xbin<xmax-3; xbin++)
188 for(Int_t ybin=ymin+2; ybin<ymax-3; ybin++)
191 for(Int_t xb=xbin-2; xb<=xbin+2; xb++)
193 for(Int_t yb=ybin-2; yb<=ybin+2; yb++)
195 bin[bin_index]=hist->GetBin(xb,yb);
196 value[bin_index]=hist->GetBinContent(bin[bin_index]);
201 if(value[12]==0) continue;
205 if(value[b] > value[12] || b==bin_index) break;
207 //printf("b %d\n",b);
214 cerr<<"AliL3HoughMaxFinder::FindBigMaxima : Array out of range "<<fNPeaks<<endl;
218 Double_t max_x = hist->GetBinCenterX(xbin);
219 Double_t max_y = hist->GetBinCenterY(ybin);
220 fXPeaks[fNPeaks] = max_x;
221 fYPeaks[fNPeaks] = max_y;
228 void AliL3HoughMaxFinder::FindMaxima(Double_t grad_x,Double_t grad_y)
230 //Locate all the maxima in input histogram.
231 //Maxima is defined as bins with more entries than the
232 //immediately neighbouring bins.
234 Int_t xmin = fCurrentHisto->GetFirstXbin();
235 Int_t xmax = fCurrentHisto->GetLastXbin();
236 Int_t ymin = fCurrentHisto->GetFirstYbin();
237 Int_t ymax = fCurrentHisto->GetLastYbin();
241 for(Int_t xbin=xmin+1; xbin<xmax-1; xbin++)
243 for(Int_t ybin=ymin+1; ybin<ymax-1; ybin++)
245 bin[0] = fCurrentHisto->GetBin(xbin-1,ybin-1);
246 bin[1] = fCurrentHisto->GetBin(xbin,ybin-1);
247 bin[2] = fCurrentHisto->GetBin(xbin+1,ybin-1);
248 bin[3] = fCurrentHisto->GetBin(xbin-1,ybin);
249 bin[4] = fCurrentHisto->GetBin(xbin,ybin);
250 bin[5] = fCurrentHisto->GetBin(xbin+1,ybin);
251 bin[6] = fCurrentHisto->GetBin(xbin-1,ybin+1);
252 bin[7] = fCurrentHisto->GetBin(xbin,ybin+1);
253 bin[8] = fCurrentHisto->GetBin(xbin+1,ybin+1);
254 value[0] = fCurrentHisto->GetBinContent(bin[0]);
255 value[1] = fCurrentHisto->GetBinContent(bin[1]);
256 value[2] = fCurrentHisto->GetBinContent(bin[2]);
257 value[3] = fCurrentHisto->GetBinContent(bin[3]);
258 value[4] = fCurrentHisto->GetBinContent(bin[4]);
259 value[5] = fCurrentHisto->GetBinContent(bin[5]);
260 value[6] = fCurrentHisto->GetBinContent(bin[6]);
261 value[7] = fCurrentHisto->GetBinContent(bin[7]);
262 value[8] = fCurrentHisto->GetBinContent(bin[8]);
266 if(value[4]>value[0] && value[4]>value[1] && value[4]>value[2]
267 && value[4]>value[3] && value[4]>value[5] && value[4]>value[6]
268 && value[4]>value[7] && value[4]>value[8])
270 //Found a local maxima
271 Float_t max_x = fCurrentHisto->GetBinCenterX(xbin);
272 Float_t max_y = fCurrentHisto->GetBinCenterY(ybin);
274 if((Int_t)value[4] <= fThreshold) continue;//central bin below threshold
277 cout<<"AliL3HoughMaxFinder::FindMaxima : Array out of range "<<fNPeaks<<endl;
282 //Check the gradient:
283 if(value[3]/value[4] > 1./grad_x || value[5]/value[4] < 1./grad_x ||
284 value[1]/value[4] < 1./grad_y || value[7]/value[4] < 1./grad_y)
289 fXPeaks[fNPeaks] = max_x;
290 fYPeaks[fNPeaks] = max_y;
291 fWeight[fNPeaks] = (Int_t)value[4];
295 //Check if the peak is overlapping with a previous:
296 Bool_t bigger = kFALSE;
297 for(Int_t p=0; p<entries; p++)
299 if(fabs(max_x - xpeaks[p]) < kappa_overlap && fabs(max_y - ypeaks[p]) < phi_overlap)
302 if(value[4] > weight[p]) //this peak is bigger.
306 weight[p] = (Int_t)value[4];
309 continue; //previous peak is bigger.
312 if(!bigger) //there were no overlapping peaks.
314 xpeaks[entries] = max_x;
315 ypeaks[entries] = max_y;
316 weight[entries] = (Int_t)value[4];
322 continue; //not a maxima
328 AliL3TrackArray *AliL3HoughMaxFinder::LookForPeaks(AliL3Histogram *hist,Int_t nbins)
331 AliL3TrackArray *tracks = new AliL3TrackArray("AliL3HoughTrack");
332 AliL3HoughTrack *track;
333 Int_t xmin = hist->GetFirstXbin();
334 Int_t xmax = hist->GetLastXbin();
335 Int_t ymin = hist->GetFirstYbin();
336 Int_t ymax = hist->GetLastYbin();
339 for(Int_t xbin=xmin+nbins; xbin <= xmax - nbins; xbin++)
341 for(Int_t ybin=ymin+nbins; ybin <= ymax - nbins; ybin++)
344 for(Int_t xbin_loc = xbin-nbins; xbin_loc <= xbin+nbins; xbin_loc++)
346 for(Int_t ybin_loc = ybin-nbins; ybin_loc <= ybin+nbins; ybin_loc++)
348 Int_t bin_loc = hist->GetBin(xbin_loc,ybin_loc);
349 weight_loc += (Int_t)hist->GetBinContent(bin_loc);
355 track = (AliL3HoughTrack*)tracks->NextTrack();
356 track->SetTrackParameters(hist->GetBinCenterX(xbin),hist->GetBinCenterY(ybin),weight_loc);
363 AliL3HoughTrack *track1,*track2;
365 for(Int_t i=1; i<tracks->GetNTracks(); i++)
367 track1 = (AliL3HoughTrack*)tracks->GetCheckedTrack(i);
368 if(!track1) continue;
369 Int_t xbin1 = hist->FindXbin(track1->GetKappa());
370 Int_t ybin1 = hist->FindXbin(track1->GetPhi0());
371 for(Int_t j=0; j < i; j++)
373 track2 = (AliL3HoughTrack*)tracks->GetCheckedTrack(j);
374 if(!track2) continue;
375 Int_t xbin2 = hist->FindXbin(track2->GetKappa());
376 Int_t ybin2 = hist->FindYbin(track2->GetPhi0());
377 if(abs(xbin1-xbin2) < 10 && abs(ybin1-ybin2) < 10)
389 AliL3HoughTrack *AliL3HoughMaxFinder::CalculatePeakInWindow(Int_t *maxbin,Int_t t0,Int_t t1,Double_t t2,Int_t t3)
391 //Try to expand the area around the maxbin +- t0
395 printf("AliL3HoughMaxFinder::LocatePeak : No histogram\n");
398 AliL3Histogram *hist = fCurrentHisto;
399 Int_t xmin = hist->GetFirstXbin();
400 Int_t xmax = hist->GetLastXbin();
401 Int_t ymin = hist->GetFirstYbin();
402 Int_t ymax = hist->GetLastYbin();
404 Int_t xlow = maxbin[0]-t0;
407 Int_t xup = maxbin[0]+t0;
410 Int_t ylow = maxbin[1]-t0;
413 Int_t yup = maxbin[1]+t0;
417 Int_t nbinsx = hist->GetNbinsX()+1;
419 Int_t *m = new Int_t[nbinsx];
420 Int_t *m_low = new Int_t[nbinsx];
421 Int_t *m_up = new Int_t[nbinsx];
425 Int_t max_x=0,sum=0,max_xbin=0,bin;
427 for(Int_t xbin=xlow; xbin<=xup; xbin++)
429 for(Int_t ybin=ylow; ybin <= yup; ybin++)
432 for(Int_t y=ybin; y <= ybin+t1; y++)
434 if(y>yup) break; //reached the upper limit in y.
436 bin = hist->GetBin(xbin,y);
437 sum += (Int_t)hist->GetBinContent(bin);
440 if(sum > m[xbin]) //Max value locally in this xbin
444 m_up[xbin]=ybin + t1;
449 if(m[xbin] > max_x) //Max value globally in x-direction
452 max_x = m[xbin];//sum;
455 //printf("max_xbin %d max_x %d m_low %d m_up %d\n",max_xbin,max_x,m_low[max_xbin],m_up[max_xbin]);
456 //printf("ylow %f yup %f\n",hist->GetBinCenterY(m_low[max_xbin]),hist->GetBinCenterY(m_up[max_xbin]));
458 //Determine a width in the x-direction
459 Int_t x_low=0,x_up=0;
460 for(Int_t xbin=max_xbin-1; xbin >= xmin; xbin--)
462 if(m[xbin] < max_x*t2)
468 for(Int_t xbin = max_xbin+1; xbin <=xmax; xbin++)
470 if(m[xbin] < max_x*t2)
476 printf("x_low %d x_up %d\n",x_low,x_up);
478 Double_t top=0,butt=0,value,x_peak;
479 if(x_up - x_low + 1 > t3)
482 printf("\nxrange out if limit x_up %d x_low %d\n\n",x_low,x_up);
487 x_peak = hist->GetBinCenterX(max_xbin);
492 //printf("xlow %f xup %f\n",hist->GetBinCenterX(x_low),hist->GetBinCenterX(x_up));
493 //printf("Spread in x %d\n",x_up-x_low +1);
495 //Now, calculate the center of mass in x-direction
496 for(Int_t xbin=x_low; xbin <= x_up; xbin++)
498 value = hist->GetBinCenterX(xbin);
499 top += value*m[xbin];
506 //Find the peak in y direction:
507 Int_t x_l = hist->FindXbin(x_peak);
508 if(hist->GetBinCenterX(x_l) > x_peak)
513 if(hist->GetBinCenterX(x_l) > x_peak || hist->GetBinCenterX(x_u) <= x_peak)
514 printf("\nAliL3HoughMaxFinder::FindPeak : Wrong xrange %f %f %f\n\n",hist->GetBinCenterX(x_l),x_peak,hist->GetBinCenterX(x_u));
516 //printf("\nxlow %f xup %f\n",hist->GetBinCenterX(x_l),hist->GetBinCenterX(x_u));
520 //printf("ylow %f yup %f\n",hist->GetBinCenterY(m_low[x_l]),hist->GetBinCenterY(m_up[x_l]));
521 //printf("ylow %f yup %f\n",hist->GetBinCenterY(m_low[x_u]),hist->GetBinCenterY(m_up[x_u]));
523 for(Int_t ybin=m_low[x_l]; ybin <= m_up[x_l]; ybin++)
525 value = hist->GetBinCenterY(ybin);
526 bin = hist->GetBin(x_l,ybin);
527 top += value*hist->GetBinContent(bin);
528 butt += hist->GetBinContent(bin);
530 Double_t y_peak_low = top/butt;
532 //printf("y_peak_low %f\n",y_peak_low);
535 for(Int_t ybin=m_low[x_u]; ybin <= m_up[x_u]; ybin++)
537 value = hist->GetBinCenterY(ybin);
538 bin = hist->GetBin(x_u,ybin);
539 top += value*hist->GetBinContent(bin);
540 butt += hist->GetBinContent(bin);
542 Double_t y_peak_up = top/butt;
544 //printf("y_peak_up %f\n",y_peak_up);
546 Double_t x_value_up = hist->GetBinCenterX(x_u);
547 Double_t x_value_low = hist->GetBinCenterX(x_l);
549 Double_t y_peak = (y_peak_low*(x_value_up - x_peak) + y_peak_up*(x_peak - x_value_low))/(x_value_up - x_value_low);
553 bin = hist->FindBin(x_peak,y_peak);
554 Int_t weight = (Int_t)hist->GetBinContent(bin);
556 AliL3HoughTrack *track = new AliL3HoughTrack();
557 track->SetTrackParameters(x_peak,y_peak,weight);
559 //Reset area around peak
560 for(Int_t xbin=x_low; xbin<=x_up; xbin++)
562 for(Int_t ybin=m_low[xbin]; ybin<=m_up[xbin]; ybin++)
564 bin = hist->GetBin(xbin,ybin);
565 hist->SetBinContent(bin,0);
578 AliL3HoughTrack *AliL3HoughMaxFinder::FindPeakLine(Double_t rho,Double_t theta)
580 //Peak finder based on a second line transformation on kappa-phi space,
581 //to use as a baseline.
585 printf("AliL3HoughTransformer::FindPeakLine : No input histogram\n");
589 //get the line parameters:
590 Double_t a = -1./tan(theta);
591 Double_t b = rho/sin(theta);
593 printf("rho %f theta %f\n",rho,theta);
594 //now, start looking along the line.
595 Int_t xmin = fCurrentHisto->GetFirstXbin();
596 Int_t xmax = fCurrentHisto->GetLastXbin();
600 for(Int_t xbin=xmin; xbin<=xmax; xbin++)
602 Double_t x = fCurrentHisto->GetBinCenterX(xbin);
603 Double_t y = a*x + b;
604 Int_t bin = fCurrentHisto->FindBin(x,y);
605 //printf("x %f y %f weight %d\n",x,y,fCurrentHisto->GetBinContent(bin));
606 if(fCurrentHisto->GetBinContent(bin) > max_weight)
608 max_weight = (Int_t)fCurrentHisto->GetBinContent(bin);
614 AliL3HoughTrack *track = new AliL3HoughTrack();
615 track->SetTrackParameters(max_bin[0],max_bin[1],max_weight);
619 void AliL3HoughMaxFinder::FindPeak1(Int_t y_window,Int_t x_bin_sides)
621 //Testing mutliple peakfinding.
622 //The algorithm searches the histogram for prepreaks by looking in windows
623 //for each bin on the xaxis. The size of these windows is controlled by y_window.
624 //Then the prepreaks are sorted according to their weight (sum inside window),
625 //and the peak positions are calculated by taking the weighted mean in both
626 //x and y direction. The size of the peak in x-direction is controlled by x_bin_sides.
630 printf("AliL3HoughMaxFinder::FindPeak1 : No input histogram\n");
634 //Int_t x_bin_sides=1;
636 //Float_t max_kappa = 0.001;
637 //Float_t max_phi0 = 0.05;
641 Int_t xmin = fCurrentHisto->GetFirstXbin();
642 Int_t xmax = fCurrentHisto->GetLastXbin();
643 Int_t ymin = fCurrentHisto->GetFirstYbin();
644 Int_t ymax = fCurrentHisto->GetLastYbin();
645 Int_t nbinsx = fCurrentHisto->GetNbinsX()+1;
647 AxisWindow **windowPt = new AxisWindow*[nbinsx];
648 AxisWindow **anotherPt = new AxisWindow*[nbinsx];
650 for(Int_t i=0; i<nbinsx; i++)
652 windowPt[i] = new AxisWindow;
653 bzero((void*)windowPt[i],sizeof(AxisWindow));
654 anotherPt[i] = windowPt[i];
657 for(Int_t xbin=xmin; xbin<=xmax; xbin++)
660 for(Int_t ybin=ymin; ybin<=ymax-y_window; ybin++)
662 Int_t sum_in_window=0;
663 for(Int_t b=ybin; b<ybin+y_window; b++)
666 Int_t bin = fCurrentHisto->GetBin(xbin,b);
667 sum_in_window += (Int_t)fCurrentHisto->GetBinContent(bin);
670 if(sum_in_window > max_sum)
672 max_sum = sum_in_window;
673 windowPt[xbin]->ymin = ybin;
674 windowPt[xbin]->ymax = ybin + y_window;
675 windowPt[xbin]->weight = sum_in_window;
676 windowPt[xbin]->xbin = xbin;
681 //Sort the windows according to the weight
682 SortPeaks(windowPt,0,nbinsx);
685 for(Int_t i=0; i<nbinsx; i++)
688 Int_t xbin = windowPt[i]->xbin;
690 if(xbin<xmin || xbin > xmax-1) continue;
692 //Check if this is really a local maxima
693 if(anotherPt[xbin-1]->weight > anotherPt[xbin]->weight ||
694 anotherPt[xbin+1]->weight > anotherPt[xbin]->weight)
697 for(Int_t j=windowPt[i]->ymin; j<windowPt[i]->ymax; j++)
699 //Calculate the mean in y direction:
700 Int_t bin = fCurrentHisto->GetBin(windowPt[i]->xbin,j);
701 top += (fCurrentHisto->GetBinCenterY(j))*(fCurrentHisto->GetBinContent(bin));
702 butt += fCurrentHisto->GetBinContent(bin);
705 if(butt < fThreshold)
708 fXPeaks[fNPeaks] = fCurrentHisto->GetBinCenterX(windowPt[i]->xbin);
709 fYPeaks[fNPeaks] = top/butt;
710 fWeight[fNPeaks] = (Int_t)butt;
711 //cout<<"mean in y "<<ypeaks[n]<<" on x "<<windowPt[i]->xbin<<" content "<<butt<<endl;
713 if(fNPeaks==fNMax) break;
717 //Improve the peaks by including the region around in x.
721 for(Int_t i=0; i<fNPeaks; i++)
723 Int_t xbin = fCurrentHisto->FindXbin(fXPeaks[i]);
724 if(xbin - x_bin_sides < xmin || xbin + x_bin_sides > xmax) continue;
728 prev = xbin - x_bin_sides+1;
729 for(Int_t j=xbin-x_bin_sides; j<=xbin+x_bin_sides; j++)
732 //Check if the windows are overlapping:
733 if(anotherPt[j]->ymin > anotherPt[prev]->ymax) {prev=j; continue;}
734 if(anotherPt[j]->ymax < anotherPt[prev]->ymin) {prev=j; continue;}
738 top += fCurrentHisto->GetBinCenterX(j)*anotherPt[j]->weight;
739 butt += anotherPt[j]->weight;
741 for(Int_t k=anotherPt[j]->ymin; k<anotherPt[j]->ymax; k++)
743 Int_t bin = fCurrentHisto->GetBin(j,k);
744 ytop += (fCurrentHisto->GetBinCenterY(k))*(fCurrentHisto->GetBinContent(bin));
745 ybutt += fCurrentHisto->GetBinContent(bin);
746 w+=(Int_t)fCurrentHisto->GetBinContent(bin);
750 fXPeaks[i] = top/butt;
751 fYPeaks[i] = ytop/ybutt;
753 //cout<<"Setting weight "<<w<<" kappa "<<xpeaks[i]<<" phi0 "<<ypeaks[i]<<endl;
756 //Check if this peak is overlapping with a previous:
757 for(Int_t p=0; p<i-1; p++)
759 if(fabs(fXPeaks[p] - fXPeaks[i]) < max_kappa ||
760 fabs(fYPeaks[p] - fYPeaks[i]) < max_phi0)
769 for(Int_t i=0; i<nbinsx; i++)
776 void AliL3HoughMaxFinder::SortPeaks(struct AxisWindow **a,Int_t first,Int_t last)
778 //General sorting routine
779 //Sort according to PeakCompare()
781 static struct AxisWindow *tmp;
782 static int i; // "static" to save stack space
785 while (last - first > 1) {
789 while (++i < last && PeakCompare(a[i], a[first]) < 0)
791 while (--j > first && PeakCompare(a[j], a[first]) > 0)
807 if (j - first < last - (j + 1)) {
808 SortPeaks(a, first, j);
809 first = j + 1; // QSort(j + 1, last);
811 SortPeaks(a, j + 1, last);
812 last = j; // QSort(first, j);
818 Int_t AliL3HoughMaxFinder::PeakCompare(struct AxisWindow *a,struct AxisWindow *b)
820 if(a->weight < b->weight) return 1;
821 if(a->weight > b->weight) return -1;
826 void AliL3HoughMaxFinder::FindPeak(Int_t t1,Double_t t2,Int_t t3)
828 //Attempt of a more sophisticated peak finder.
829 //Finds the best peak in the histogram, and returns the corresponding
834 printf("AliL3HoughMaxFinder::FindPeak : No histogram!!\n");
837 AliL3Histogram *hist = fCurrentHisto;
839 Int_t xmin = hist->GetFirstXbin();
840 Int_t xmax = hist->GetLastXbin();
841 Int_t ymin = hist->GetFirstYbin();
842 Int_t ymax = hist->GetLastYbin();
843 Int_t nbinsx = hist->GetNbinsX()+1;
845 Int_t *m = new Int_t[nbinsx];
846 Int_t *m_low = new Int_t[nbinsx];
847 Int_t *m_up = new Int_t[nbinsx];
850 recompute: //this is a goto.
852 for(Int_t i=0; i<nbinsx; i++)
859 Int_t max_x=0,sum=0,max_xbin=0,bin=0;
861 for(Int_t xbin=xmin; xbin<=xmax; xbin++)
863 for(Int_t ybin=ymin; ybin <= ymax - t1; ybin++)
866 for(Int_t y=ybin; y <= ybin+t1; y++)
870 bin = hist->GetBin(xbin,y);
871 sum += (Int_t)hist->GetBinContent(bin);
874 if(sum > m[xbin]) //Max value locally in this xbin
878 m_up[xbin]=ybin + t1;
883 if(m[xbin] > max_x) //Max value globally in x-direction
886 max_x = m[xbin];//sum;
889 //printf("max_xbin %d max_x %d m_low %d m_up %d\n",max_xbin,max_x,m_low[max_xbin],m_up[max_xbin]);
890 //printf("ylow %f yup %f\n",hist->GetBinCenterY(m_low[max_xbin]),hist->GetBinCenterY(m_up[max_xbin]));
892 //Determine a width in the x-direction
893 Int_t x_low=0,x_up=0;
895 for(Int_t xbin=max_xbin-1; xbin >= xmin; xbin--)
897 if(m[xbin] < max_x*t2)
903 for(Int_t xbin = max_xbin+1; xbin <=xmax; xbin++)
905 if(m[xbin] < max_x*t2)
912 Double_t top=0,butt=0,value,x_peak;
913 if(x_up - x_low + 1 > t3)
916 printf("\nxrange out if limit x_up %d x_low %d t1 %d\n\n",x_low,x_up,t1);
921 x_peak = hist->GetBinCenterX(max_xbin);
926 //printf("xlow %f xup %f\n",hist->GetBinCenterX(x_low),hist->GetBinCenterX(x_up));
927 //printf("Spread in x %d\n",x_up-x_low +1);
929 //Now, calculate the center of mass in x-direction
930 for(Int_t xbin=x_low; xbin <= x_up; xbin++)
932 value = hist->GetBinCenterX(xbin);
933 top += value*m[xbin];
940 //Find the peak in y direction:
941 Int_t x_l = hist->FindXbin(x_peak);
942 if(hist->GetBinCenterX(x_l) > x_peak)
947 if(hist->GetBinCenterX(x_l) > x_peak || hist->GetBinCenterX(x_u) <= x_peak)
948 printf("\nAliL3HoughMaxFinder::FindPeak : Wrong xrange %f %f %f\n\n",hist->GetBinCenterX(x_l),x_peak,hist->GetBinCenterX(x_u));
950 //printf("\nxlow %f xup %f\n",hist->GetBinCenterX(x_l),hist->GetBinCenterX(x_u));
954 //printf("ylow %f yup %f\n",hist->GetBinCenterY(m_low[x_l]),hist->GetBinCenterY(m_up[x_l]));
955 //printf("ylow %f yup %f\n",hist->GetBinCenterY(m_low[x_u]),hist->GetBinCenterY(m_up[x_u]));
957 for(Int_t ybin=m_low[x_l]; ybin <= m_up[x_l]; ybin++)
959 value = hist->GetBinCenterY(ybin);
960 bin = hist->GetBin(x_l,ybin);
961 top += value*hist->GetBinContent(bin);
962 butt += hist->GetBinContent(bin);
964 Double_t y_peak_low = top/butt;
966 //printf("y_peak_low %f\n",y_peak_low);
969 for(Int_t ybin=m_low[x_u]; ybin <= m_up[x_u]; ybin++)
971 value = hist->GetBinCenterY(ybin);
972 bin = hist->GetBin(x_u,ybin);
973 top += value*hist->GetBinContent(bin);
974 butt += hist->GetBinContent(bin);
976 Double_t y_peak_up = top/butt;
978 //printf("y_peak_up %f\n",y_peak_up);
980 Double_t x_value_up = hist->GetBinCenterX(x_u);
981 Double_t x_value_low = hist->GetBinCenterX(x_l);
983 Double_t y_peak = (y_peak_low*(x_value_up - x_peak) + y_peak_up*(x_peak - x_value_low))/(x_value_up - x_value_low);
987 //bin = hist->FindBin(x_peak,y_peak);
988 //Int_t weight = (Int_t)hist->GetBinContent(bin);
990 //AliL3HoughTrack *track = new AliL3HoughTrack();
991 //track->SetTrackParameters(x_peak,y_peak,weight);
992 fXPeaks[fNPeaks]=x_peak;
993 fYPeaks[fNPeaks]=y_peak;
994 fWeight[fNPeaks]=(Int_t)hist->GetBinContent(bin);