]> git.uio.no Git - u/mrichter/AliRoot.git/blobdiff - TPC/AliTPCclustererMI.cxx
Disable digital noise analysis (Marian)
[u/mrichter/AliRoot.git] / TPC / AliTPCclustererMI.cxx
index 018b7f66ec7544324b92b834e88f58d6a618a400..779f9186b2837f3783c44f4cf34f1732c020077f 100644 (file)
 //   Origin: Marian Ivanov 
 //-------------------------------------------------------
 
-#include "AliTPCReconstructor.h"
-#include "AliTPCclustererMI.h"
-#include "AliTPCclusterMI.h"
-#include <TObjArray.h>
+#include "Riostream.h"
+#include <TF1.h>
 #include <TFile.h>
-#include "TGraph.h"
-#include "TF1.h"
-#include "TRandom.h"
-#include "AliMathBase.h"
+#include <TGraph.h>
+#include <TH1F.h>
+#include <TObjArray.h>
+#include <TRandom.h>
+#include <TTree.h>
+#include <TTreeStream.h>
+#include <TVirtualFFT.h>
 
-#include "AliTPCClustersArray.h"
-#include "AliTPCClustersRow.h"
 #include "AliDigits.h"
-#include "AliSimDigits.h"
-#include "AliTPCParam.h"
-#include "AliTPCRecoParam.h"
+#include "AliLoader.h"
+#include "AliLog.h"
+#include "AliMathBase.h"
+#include "AliRawEventHeaderBase.h"
 #include "AliRawReader.h"
-#include "AliTPCRawStream.h"
 #include "AliRunLoader.h"
-#include "AliLoader.h"
-#include "Riostream.h"
-#include <TTree.h>
-#include "AliTPCcalibDB.h"
+#include "AliSimDigits.h"
 #include "AliTPCCalPad.h"
 #include "AliTPCCalROC.h"
-#include "TTreeStream.h"
-#include "AliLog.h"
-
+#include "AliTPCClustersArray.h"
+#include "AliTPCClustersRow.h"
+#include "AliTPCParam.h"
+#include "AliTPCRawStream.h"
+#include "AliTPCRecoParam.h"
+#include "AliTPCReconstructor.h"
+#include "AliTPCcalibDB.h"
+#include "AliTPCclusterInfo.h"
+#include "AliTPCclusterMI.h"
+#include "AliTPCclustererMI.h"
 
 ClassImp(AliTPCclustererMI)
 
@@ -70,6 +73,9 @@ AliTPCclustererMI::AliTPCclustererMI(const AliTPCParam* par, const AliTPCRecoPar
   fZWidth(0),
   fPedSubtraction(kFALSE),
   fIsOldRCUFormat(kFALSE),
+  fEventHeader(0),
+  fTimeStamp(0),
+  fEventType(0),
   fInput(0),
   fOutput(0),
   fRowCl(0),
@@ -78,7 +84,9 @@ AliTPCclustererMI::AliTPCclustererMI(const AliTPCParam* par, const AliTPCRecoPar
   fNcluster(0),
   fAmplitudeHisto(0),
   fDebugStreamer(0),
-  fRecoParam(0)
+  fRecoParam(0),
+  fBDumpSignal(kFALSE),
+  fFFTr2c(0)
 {
   //
   // COSNTRUCTOR
@@ -98,8 +106,55 @@ AliTPCclustererMI::AliTPCclustererMI(const AliTPCParam* par, const AliTPCRecoPar
   }
   fDebugStreamer = new TTreeSRedirector("TPCsignal.root");
   fAmplitudeHisto = 0;
+  Int_t nPoints = fRecoParam->GetLastBin()-fRecoParam->GetFirstBin();
+  fFFTr2c = TVirtualFFT::FFT(1, &nPoints, "R2C  K");
 }
-
+//______________________________________________________________
+AliTPCclustererMI::AliTPCclustererMI(const AliTPCclustererMI &param)
+              :TObject(param),
+  fBins(0),
+  fResBins(0),
+  fLoop(0),
+  fMaxBin(0),
+  fMaxTime(0),
+  fMaxPad(0),
+  fSector(-1),
+  fRow(-1),
+  fSign(0),
+  fRx(0),
+  fPadWidth(0),
+  fPadLength(0),
+  fZWidth(0),
+  fPedSubtraction(kFALSE),
+  fIsOldRCUFormat(kFALSE),
+  fEventHeader(0),
+  fTimeStamp(0),
+  fEventType(0),
+  fInput(0),
+  fOutput(0),
+  fRowCl(0),
+  fRowDig(0),
+  fParam(0),
+  fNcluster(0),
+  fAmplitudeHisto(0),
+  fDebugStreamer(0),
+  fRecoParam(0)
+{
+  //
+  // dummy
+  //
+  fMaxBin = param.fMaxBin;
+}
+//______________________________________________________________
+AliTPCclustererMI & AliTPCclustererMI::operator =(const AliTPCclustererMI & param)
+{
+  //
+  // assignment operator - dummy
+  //
+  fMaxBin=param.fMaxBin;
+  return (*this);
+}
+//______________________________________________________________
 AliTPCclustererMI::~AliTPCclustererMI(){
   DumpHistos();
   if (fAmplitudeHisto) delete fAmplitudeHisto;
@@ -264,9 +319,11 @@ AliTPCclusterMI &c)
     c.SetQ(sumw);
     c.SetY(meani*fPadWidth); 
     c.SetZ(meanj*fZWidth); 
+    c.SetPad(meani);
+    c.SetTimeBin(meanj);
     c.SetSigmaY2(mi2);
     c.SetSigmaZ2(mj2);
-    AddCluster(c);
+    AddCluster(c,(Float_t*)vmatrix,k);
     //remove cluster data from data
     for (Int_t di=-2;di<=2;di++)
       for (Int_t dj=-2;dj<=2;dj++){
@@ -274,6 +331,7 @@ AliTPCclusterMI &c)
        if (resmatrix[di+2][dj]<0) resmatrix[di+2][dj]=0;
       }
     resmatrix[2][0] =0;
+
     return;     
   }
   //
@@ -299,10 +357,12 @@ AliTPCclusterMI &c)
   c.SetQ(sumu);
   c.SetY(meani*fPadWidth); 
   c.SetZ(meanj*fZWidth); 
+  c.SetPad(meani);
+  c.SetTimeBin(meanj);
   c.SetSigmaY2(mi2);
   c.SetSigmaZ2(mj2);
   c.SetType(Char_t(overlap)+1);
-  AddCluster(c);
+  AddCluster(c,(Float_t*)vmatrix,k);
 
   //unfolding 2
   meani-=i0;
@@ -460,7 +520,7 @@ Float_t AliTPCclustererMI::FitMax(Float_t vmatrix[5][5], Float_t y, Float_t z, F
   return max;
 }
 
-void AliTPCclustererMI::AddCluster(AliTPCclusterMI &c){
+void AliTPCclustererMI::AddCluster(AliTPCclusterMI &c, Float_t * matrix, Int_t pos){
   //
   // transform cluster to the global coordinata
   // add the cluster to the array
@@ -510,8 +570,17 @@ void AliTPCclustererMI::AddCluster(AliTPCclusterMI &c){
   if (fLoop==2) c.SetType(100);
 
   TClonesArray * arr = fRowCl->GetArray();
-  // AliTPCclusterMI * cl = 
-  new ((*arr)[fNcluster]) AliTPCclusterMI(c);
+  AliTPCclusterMI * cl = new ((*arr)[fNcluster]) AliTPCclusterMI(c);
+  if (matrix ) {
+    Int_t nbins=0;
+    Float_t *graph =0;
+    if (fRecoParam->GetCalcPedestal() && cl->GetMax()>fRecoParam->GetDumpAmplitudeMin() &&fBDumpSignal){
+      nbins = fMaxTime;
+      graph = &(fBins[fMaxTime*(pos/fMaxTime)]);
+    }
+    AliTPCclusterInfo * info = new AliTPCclusterInfo(matrix,nbins,graph);
+    cl->SetInfo(info);
+  }
 
   fNcluster++;
 }
@@ -535,6 +604,7 @@ void AliTPCclustererMI::Digits2Clusters()
   }
 
   AliTPCCalPad * gainTPC = AliTPCcalibDB::Instance()->GetPadGainFactor();
+  AliTPCCalPad * noiseTPC = AliTPCcalibDB::Instance()->GetPadNoise();
 
   AliSimDigits digarr, *dummy=&digarr;
   fRowDig = dummy;
@@ -553,7 +623,7 @@ void AliTPCclustererMI::Digits2Clusters()
     }
     Int_t row = fRow;
     AliTPCCalROC * gainROC = gainTPC->GetCalROC(fSector);  // pad gains per given sector
-    
+    AliTPCCalROC * noiseROC   = noiseTPC->GetCalROC(fSector); // noise per given sector
     //
     AliTPCClustersRow *clrow= new AliTPCClustersRow();
     fRowCl = clrow;
@@ -596,7 +666,7 @@ void AliTPCclustererMI::Digits2Clusters()
       } while (digarr.Next());
     digarr.ExpandTrackBuffer();
 
-    FindClusters();
+    FindClusters(noiseROC);
 
     fOutput->Fill();
     delete clrow;    
@@ -625,7 +695,15 @@ void AliTPCclustererMI::Digits2Clusters(AliRawReader* rawReader)
   fRowDig = NULL;
   AliTPCROC * roc = AliTPCROC::Instance();
   AliTPCCalPad * gainTPC = AliTPCcalibDB::Instance()->GetPadGainFactor();
+  AliTPCCalPad * pedestalTPC = AliTPCcalibDB::Instance()->GetPedestals();
+  AliTPCCalPad * noiseTPC = AliTPCcalibDB::Instance()->GetPadNoise();
   AliTPCRawStream input(rawReader);
+  fEventHeader = (AliRawEventHeaderBase*)rawReader->GetEventHeader();
+  if (fEventHeader){
+    fTimeStamp = fEventHeader->Get("Timestamp");  
+    fEventType = fEventHeader->Get("Type");  
+  }
+
 
   Int_t nclusters  = 0;
   
@@ -650,14 +728,15 @@ void AliTPCclustererMI::Digits2Clusters(AliRawReader* rawReader)
     allBins[iRow] = new Float_t[maxBin];
     allBinsRes[iRow] = new Float_t[maxBin];
     memset(allBins[iRow],0,sizeof(Float_t)*maxBin);
-    memset(allBinsRes[iRow],0,sizeof(Float_t)*maxBin);
   }
   //
   // Loop over sectors
   //
   for(fSector = 0; fSector < kNS; fSector++) {
 
-    AliTPCCalROC * gainROC = gainTPC->GetCalROC(fSector);  // pad gains per given sector
+    AliTPCCalROC * gainROC    = gainTPC->GetCalROC(fSector);  // pad gains per given sector
+    AliTPCCalROC * pedestalROC = pedestalTPC->GetCalROC(fSector);  // pedestal per given sector
+    AliTPCCalROC * noiseROC   = noiseTPC->GetCalROC(fSector);  // noise per given sector
  
     Int_t nRows = 0;
     Int_t nDDLs = 0, indexDDL = 0;
@@ -683,7 +762,6 @@ void AliTPCclustererMI::Digits2Clusters(AliRawReader* rawReader)
       
       Int_t maxBin = fMaxTime*(maxPad+6);  // add 3 virtual pads  before and 3 after
       memset(allBins[iRow],0,sizeof(Float_t)*maxBin);
-      memset(allBinsRes[iRow],0,sizeof(Float_t)*maxBin);
     }
     
     // Loas the raw data for corresponding DDLs
@@ -724,8 +802,12 @@ void AliTPCclustererMI::Digits2Clusters(AliRawReader* rawReader)
       //signal
       Float_t signal = input.GetSignal();
       if (!calcPedestal && signal <= zeroSup) continue;      
-      allBins[iRow][iPad*fMaxTime+iTimeBin] = signal/gain;
-      allBins[iRow][iPad*fMaxTime+0] = 1;  // pad with signal
+      if (!calcPedestal) {
+       allBins[iRow][iPad*fMaxTime+iTimeBin] = signal/gain;
+      }else{
+       allBins[iRow][iPad*fMaxTime+iTimeBin] = signal;
+      }
+      allBins[iRow][iPad*fMaxTime+0]=1.;  // pad with signal
     } // End of the loop over altro data
     //
     //
@@ -740,20 +822,31 @@ void AliTPCclustererMI::Digits2Clusters(AliRawReader* rawReader)
        else
          maxPad = fParam->GetNPadsUp(iRow);
 
-       for (Int_t iPad = 0; iPad < maxPad + 6; iPad++) {
-         if (allBins[iRow][iPad*fMaxTime+0] !=1) continue;  // no data
+       for (Int_t iPad = 3; iPad < maxPad + 3; iPad++) {
+         if (allBins[iRow][iPad*fMaxTime+0] <1 ) continue;  // no data
          Float_t *p = &allBins[iRow][iPad*fMaxTime+3];
          //Float_t pedestal = TMath::Median(fMaxTime, p);      
          Int_t id[3] = {fSector, iRow, iPad-3};
-         Float_t pedestal = ProcesSignal(p, fMaxTime, id);
+         // calib values
+         Double_t rmsCalib=  noiseROC->GetValue(iRow,iPad-3);
+         Double_t pedestalCalib = pedestalROC->GetValue(iRow,iPad-3);
+         Double_t rmsEvent       = rmsCalib;
+         Double_t pedestalEvent  = pedestalCalib;
+         ProcesSignal(p, fMaxTime, id, rmsEvent, pedestalEvent);
+         if (rmsEvent<rmsCalib) rmsEvent = rmsCalib;   // take worst scenario
+         if (TMath::Abs(pedestalEvent-pedestalCalib)<1.0) pedestalEvent = pedestalCalib;  
+         
+         //
          for (Int_t iTimeBin = 0; iTimeBin < fMaxTime; iTimeBin++) {
-           allBins[iRow][iPad*fMaxTime+iTimeBin] -= pedestal;
+           allBins[iRow][iPad*fMaxTime+iTimeBin] -= pedestalEvent;
            if (iTimeBin < AliTPCReconstructor::GetRecoParam()->GetFirstBin())  
              allBins[iRow][iPad*fMaxTime+iTimeBin] = 0;
            if (iTimeBin > AliTPCReconstructor::GetRecoParam()->GetLastBin())  
              allBins[iRow][iPad*fMaxTime+iTimeBin] = 0;
            if (allBins[iRow][iPad*fMaxTime+iTimeBin] < zeroSup)
              allBins[iRow][iPad*fMaxTime+iTimeBin] = 0;
+           if (allBins[iRow][iPad*fMaxTime+iTimeBin] < 3.0*rmsEvent)   // 3 sigma cut on RMS
+             allBins[iRow][iPad*fMaxTime+iTimeBin] = 0;            
          }
        }
       }
@@ -778,7 +871,7 @@ void AliTPCclustererMI::Digits2Clusters(AliRawReader* rawReader)
       fBins = allBins[fRow];
       fResBins = allBinsRes[fRow];
 
-      FindClusters();
+      FindClusters(noiseROC);
 
       fOutput->Fill();
       delete fRowCl;    
@@ -793,14 +886,20 @@ void AliTPCclustererMI::Digits2Clusters(AliRawReader* rawReader)
   delete [] allBins;
   delete [] allBinsRes;
   
-  Info("Digits2Clusters", "Event\t%d\tNumber of found clusters : %d\n", rawReader->GetEventId(), nclusters);
+  Info("Digits2Clusters", "File  %s Event\t%d\tNumber of found clusters : %d\n", fOutput->GetName(),*(rawReader->GetEventId()), nclusters);
 
 }
 
-void AliTPCclustererMI::FindClusters()
+void AliTPCclustererMI::FindClusters(AliTPCCalROC * noiseROC)
 {
-  //add virtual charge at the edge   
-  for (Int_t i=0; i<fMaxTime; i++){
+  
+  //
+  // add virtual charge at the edge   
+  //
+  Double_t kMaxDumpSize = 500000;
+  if (fRecoParam->GetCalcPedestal() && fOutput->GetZipBytes()< kMaxDumpSize) fBDumpSignal =kTRUE;   //dump signal flag
+  //
+  if (0) for (Int_t i=0; i<fMaxTime; i++){
     Float_t amp1 = fBins[i+3*fMaxTime]; 
     Float_t amp0 =0;
     if (amp1>0){
@@ -822,51 +921,55 @@ void AliTPCclustererMI::FindClusters()
     }        
     fBins[(fMaxPad+3)*fMaxTime+i] = amp0;           
   }
-
-//  memcpy(fResBins,fBins, fMaxBin*2);
-  memcpy(fResBins,fBins, fMaxBin);
+  memcpy(fResBins,fBins, fMaxBin*sizeof(Float_t));
+  //
+  //
   //
   fNcluster=0;
-  //first loop - for "gold cluster" 
   fLoop=1;
   Float_t *b=&fBins[-1]+2*fMaxTime;
   Int_t crtime = Int_t((fParam->GetZLength()-fRecoParam->GetCtgRange()*fRx)/fZWidth-fParam->GetNTBinsL1()-5);
-
+  Float_t minMaxCutAbs       = fRecoParam->GetMinMaxCutAbs();
+  Float_t minLeftRightCutAbs = fRecoParam->GetMinLeftRightCutAbs();
+  Float_t minUpDownCutAbs    = fRecoParam->GetMinUpDownCutAbs();
+  Float_t minMaxCutSigma       = fRecoParam->GetMinMaxCutSigma();
+  Float_t minLeftRightCutSigma = fRecoParam->GetMinLeftRightCutSigma();
+  Float_t minUpDownCutSigma    = fRecoParam->GetMinUpDownCutSigma();
   for (Int_t i=2*fMaxTime; i<fMaxBin-2*fMaxTime; i++) {
     b++;
-    if (*b<8) continue;   //threshold form maxima
     if (i%fMaxTime<crtime) {
       Int_t delta = -(i%fMaxTime)+crtime;
       b+=delta;
       i+=delta;
       continue; 
     }
-     
+    //absolute custs
+    if (b[0]<minMaxCutAbs) continue;   //threshold for maxima  
+    //
+    if (b[-1]+b[1]+b[-fMaxTime]+b[fMaxTime]<=0) continue;  // cut on isolated clusters 
+    //    if (b[-1]+b[1]<=0) continue;               // cut on isolated clusters
+    //if (b[-fMaxTime]+b[fMaxTime]<=0) continue; // cut on isolated clusters
+    //
+    if ((b[0]+b[-1]+b[1])<minUpDownCutAbs) continue;   //threshold for up down  (TRF) 
+    if ((b[0]+b[-fMaxTime]+b[fMaxTime])<minLeftRightCutAbs) continue;   //threshold for left right (PRF)    
     if (!IsMaximum(*b,fMaxTime,b)) continue;
-    AliTPCclusterMI c;
+    //
+    Float_t noise = noiseROC->GetValue(fRow, i/fMaxTime);
+    // sigma cuts
+    if (b[0]<minMaxCutSigma*noise) continue;   //threshold form maxima  
+    if ((b[0]+b[-1]+b[1])<minUpDownCutSigma*noise) continue;   //threshold for up town TRF 
+    if ((b[0]+b[-fMaxTime]+b[fMaxTime])<minLeftRightCutSigma*noise) continue;   //threshold for left right (PRF)    
+  
+    AliTPCclusterMI c(kFALSE);   // default cosntruction  without info
     Int_t dummy=0;
     MakeCluster(i, fMaxTime, fBins, dummy,c);
+    
     //}
   }
-  //memcpy(fBins,fResBins, fMaxBin*2);
-  //second  loop - for rest cluster 
-  /*        
-  fLoop=2;
-  b=&fResBins[-1]+2*fMaxTime;
-  for (Int_t i=2*fMaxTime; i<fMaxBin-2*fMaxTime; i++) {
-    b++;
-    if (*b<25) continue;   // bigger threshold for maxima
-    if (!IsMaximum(*b,fMaxTime,b)) continue;
-    AliTPCclusterMI c;
-    Int_t dummy;
-    MakeCluster(i, fMaxTime, fResBins, dummy,c);
-    //}
-  }
-  */
 }
 
 
-Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t id[3]){
+Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t id[3], Double_t &rmsEvent, Double_t &pedestalEvent){
   //
   // process signal on given pad - + streaming of additional information in special mode
   //
@@ -877,19 +980,22 @@ Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t
   //
   // ESTIMATE pedestal and the noise
   // 
-  Int_t offset =100;
   const Int_t kPedMax = 100;
+  Double_t kMaxDebugSize = 5000000.;
   Float_t  max    =  0;
   Float_t  maxPos =  0;
   Int_t    median =  -1;
   Int_t    count0 =  0;
   Int_t    count1 =  0;
+  Float_t  rmsCalib   = rmsEvent;       // backup initial value ( from calib)
+  Float_t  pedestalCalib = pedestalEvent;// backup initial value ( from calib)
+  Int_t    firstBin = AliTPCReconstructor::GetRecoParam()->GetFirstBin();
   //
   UShort_t histo[kPedMax];
   memset(histo,0,kPedMax*sizeof(UShort_t));
   for (Int_t i=0; i<fMaxTime; i++){
     if (signal[i]<=0) continue;
-    if (signal[i]>max) {
+    if (signal[i]>max && i>firstBin) {
       max = signal[i];
       maxPos = i;
     }
@@ -904,9 +1010,9 @@ Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t
   }
   // truncated mean  
   //
-  Double_t count10=histo[median] ,mean=histo[median]*median,  rms=histo[median]*median*median ;
-  Double_t count06=histo[median] ,mean06=histo[median]*median,  rms06=histo[median]*median*median ;
-  Double_t count09=histo[median] ,mean09=histo[median]*median,  rms09=histo[median]*median*median ;
+  Float_t count10=histo[median] ,mean=histo[median]*median,  rms=histo[median]*median*median ;
+  Float_t count06=histo[median] ,mean06=histo[median]*median,  rms06=histo[median]*median*median ;
+  Float_t count09=histo[median] ,mean09=histo[median]*median,  rms09=histo[median]*median*median ;
   //
   for (Int_t idelta=1; idelta<10; idelta++){
     if (median-idelta<=0) continue;
@@ -941,8 +1047,10 @@ Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t
   mean09/=count09;
   rms    = TMath::Sqrt(TMath::Abs(rms/count10-mean*mean));
   rms06    = TMath::Sqrt(TMath::Abs(rms06/count06-mean06*mean06));
-  rms09    = TMath::Sqrt(TMath::Abs(rms09/count09-mean09*mean09));
+ rms09    = TMath::Sqrt(TMath::Abs(rms09/count09-mean09*mean09));
+  rmsEvent = rms09;
   //
+  pedestalEvent = median;
   if (AliLog::GetDebugLevel("","AliTPCclustererMI")==0) return median;
   //
   UInt_t uid[3] = {UInt_t(id[0]),UInt_t(id[1]),UInt_t(id[2])};
@@ -950,6 +1058,8 @@ Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t
   // Dump mean signal info
   //
   (*fDebugStreamer)<<"Signal"<<
+    "TimeStamp="<<fTimeStamp<<
+    "EventType="<<fEventType<<
     "Sector="<<uid[0]<<
     "Row="<<uid[1]<<
     "Pad="<<uid[2]<<
@@ -963,6 +1073,8 @@ Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t
     "RMS06="<<rms06<<
     "Mean09="<<mean09<<
     "RMS09="<<rms09<<
+    "RMSCalib="<<rmsCalib<<
+    "PedCalib="<<pedestalCalib<<
     "\n";
   //
   // fill pedestal histogram
@@ -1008,17 +1120,116 @@ Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t
     dsignal[i] = signal[i];
   }
   //
+  // Digital noise
+  //
+ //  if (max-median>30.*TMath::Max(1.,Double_t(rms06)) &&  (((*fDebugStreamer)<<"SignalDN").GetSize()<kMaxDebugSize)){    
+//     //
+//     //
+//     TGraph * graph =new TGraph(nchannels, dtime, dsignal);
+//     //
+//     //
+//     // jumps left - right
+//     Int_t    njumps0=0;
+//     Double_t deltaT0[2000];
+//     Double_t deltaA0[2000];
+//     Int_t    lastJump0 = fRecoParam->GetFirstBin();
+//     Int_t    njumps1=0;
+//     Double_t deltaT1[2000];
+//     Double_t deltaA1[2000];
+//     Int_t    lastJump1 = fRecoParam->GetFirstBin();
+//     Int_t    njumps2=0;
+//     Double_t deltaT2[2000];
+//     Double_t deltaA2[2000];
+//     Int_t    lastJump2 = fRecoParam->GetFirstBin();
+
+//     for (Int_t itime=fRecoParam->GetFirstBin()+1; itime<fRecoParam->GetLastBin()-1; itime++){
+//       if (TMath::Abs(dsignal[itime]-dsignal[itime-1])>30.*TMath::Max(1.,Double_t(rms06))  && 
+//       TMath::Abs(dsignal[itime]-dsignal[itime+1])>30.*TMath::Max(1.,Double_t(rms06))  &&
+//       (dsignal[itime-1]-median<5.*rms06) &&
+//       (dsignal[itime+1]-median<5.*rms06)      
+//       ){
+//     deltaA0[njumps0] = dsignal[itime]-dsignal[itime-1];
+//     deltaT0[njumps0] = itime-lastJump0;
+//     lastJump0 = itime;
+//     njumps0++;
+//       }
+//       if (TMath::Abs(dsignal[itime]-dsignal[itime-1])>30.*TMath::Max(1.,Double_t(rms06)) &&
+//       (dsignal[itime-1]-median<5.*rms06) 
+//       ) {
+//     deltaA1[njumps1] = dsignal[itime]-dsignal[itime-1];
+//     deltaT1[njumps1] = itime-lastJump1;
+//     lastJump1 = itime;
+//     njumps1++;
+//       }
+//       if (TMath::Abs(dsignal[itime]-dsignal[itime+1])>30.*TMath::Max(1.,Double_t(rms06)) &&
+//       (dsignal[itime+1]-median<5.*rms06) 
+//       ) {
+//     deltaA2[njumps2] = dsignal[itime]-dsignal[itime+1];
+//     deltaT2[njumps2] = itime-lastJump2;
+//     lastJump2 = itime;
+//     njumps2++;
+//       }
+//     }
+//     //
+//     if (njumps0>0 || njumps1>0 || njumps2>0){
+//       TGraph *graphDN0 = new TGraph(njumps0, deltaT0, deltaA0);
+//       TGraph *graphDN1 = new TGraph(njumps1, deltaT1, deltaA1);
+//       TGraph *graphDN2 = new TGraph(njumps2, deltaT2, deltaA2);
+//       (*fDebugStreamer)<<"SignalDN"<<    //digital - noise pads - or random sample of pads
+//     "TimeStamp="<<fTimeStamp<<
+//     "EventType="<<fEventType<<
+//     "Sector="<<uid[0]<<
+//     "Row="<<uid[1]<<
+//     "Pad="<<uid[2]<<
+//     "Graph="<<graph<<
+//     "Max="<<max<<
+//     "MaxPos="<<maxPos<<
+//     "Graph.="<<graph<<  
+//     "P0GraphDN0.="<<graphDN0<<
+//     "P1GraphDN1.="<<graphDN1<<
+//     "P2GraphDN2.="<<graphDN2<<
+//     //
+//     "Median="<<median<<
+//     "Mean="<<mean<<
+//     "RMS="<<rms<<      
+//     "Mean06="<<mean06<<
+//     "RMS06="<<rms06<<
+//     "Mean09="<<mean09<<
+//     "RMS09="<<rms09<<
+//     "\n";
+//       delete graphDN0;
+//       delete graphDN1;
+//       delete graphDN2;
+//     }
+//     delete graph;
+//   }
+
+  //
+  // NOISE STUDY  Fourier transform
   //
   TGraph * graph;
-  Bool_t random = (gRandom->Rndm()<0.0001);
-  if (max-median>kMin || rms06>2.*fParam->GetZeroSup() || random){
+  Bool_t random = (gRandom->Rndm()<0.0003);
+  if (((*fDebugStreamer)<<"SignalN").GetSize()<kMaxDebugSize)
+    if (max-median>kMin || rms06>1.*fParam->GetZeroSup() || random){
     graph =new TGraph(nchannels, dtime, dsignal);
-    if (rms06>2.*fParam->GetZeroSup() || random)
+    if (rms06>1.*fParam->GetZeroSup() || random){
+      //Double_t *input, Double_t threshold, Bool_t locMax, Double_t *freq, Double_t *re, Double_t *im, Double_t *mag, Double_t *phi);
+      Float_t * input = &(dsignal[fRecoParam->GetFirstBin()]);
+      Float_t freq[2000], re[2000], im[2000], mag[2000], phi[2000];
+      Int_t npoints = TransformFFT(input, -1,kFALSE, freq, re, im, mag, phi);
+      TGraph *graphMag0 = new TGraph(npoints, freq, mag);
+      TGraph *graphPhi0 = new TGraph(npoints, freq, phi);
+      npoints = TransformFFT(input, 0.5,kTRUE, freq, re, im, mag, phi);
+      TGraph *graphMag1 = new TGraph(npoints, freq, mag);
+      TGraph *graphPhi1 = new TGraph(npoints, freq, phi);
+      
       (*fDebugStreamer)<<"SignalN"<<    //noise pads - or random sample of pads
+       "TimeStamp="<<fTimeStamp<<
+       "EventType="<<fEventType<<
        "Sector="<<uid[0]<<
        "Row="<<uid[1]<<
        "Pad="<<uid[2]<<
-       "Graph="<<graph<<
+       "Graph.="<<graph<<
        "Max="<<max<<
        "MaxPos="<<maxPos<<
        //
@@ -1029,9 +1240,25 @@ Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t
        "RMS06="<<rms06<<
        "Mean09="<<mean09<<
        "RMS09="<<rms09<<
+       // FFT part
+       "Mag0.="<<graphMag0<<
+       "Mag1.="<<graphMag1<<
+       "Phi0.="<<graphPhi0<<
+       "Phi1.="<<graphPhi1<<
        "\n";
+      delete graphMag0;
+      delete graphMag1;
+      delete graphPhi0;
+      delete graphPhi1;
+    }
+    //
+    // Big signals dumping
+    //
+    
     if (max-median>kMin &&maxPos>AliTPCReconstructor::GetRecoParam()->GetFirstBin()) 
       (*fDebugStreamer)<<"SignalB"<<     // pads with signal
+       "TimeStamp="<<fTimeStamp<<
+       "EventType="<<fEventType<<
        "Sector="<<uid[0]<<
        "Row="<<uid[1]<<
        "Pad="<<uid[2]<<
@@ -1054,11 +1281,11 @@ Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t
   //
   //  Central Electrode signal analysis  
   //
-  Double_t ceQmax  =0, ceQsum=0, ceTime=0;
-  Double_t cemean  = mean06, cerms=rms06 ;
+  Float_t ceQmax  =0, ceQsum=0, ceTime=0;
+  Float_t cemean  = mean06, cerms=rms06 ;
   Int_t    cemaxpos= 0;
-  Double_t ceThreshold=5.*cerms;
-  Double_t ceSumThreshold=8.*cerms;
+  Float_t ceThreshold=5.*cerms;
+  Float_t ceSumThreshold=8.*cerms;
   const Int_t    kCemin=5;  // range for the analysis of the ce signal +- channels from the peak
   const Int_t    kCemax=5;
   for (Int_t i=nchannels-2; i>nchannels/2; i--){
@@ -1091,6 +1318,8 @@ Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t
     if (ceQmax&&ceQsum>ceSumThreshold) {
       ceTime/=ceQsum;
       (*fDebugStreamer)<<"Signalce"<<
+       "TimeStamp="<<fTimeStamp<<
+       "EventType="<<fEventType<<
        "Sector="<<uid[0]<<
        "Row="<<uid[1]<<
        "Pad="<<uid[2]<<
@@ -1134,6 +1363,8 @@ Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t
       if (ggQmax&&ggQsum>ggSumThreshold) {
          ggTime/=ggQsum;
          (*fDebugStreamer)<<"Signalgg"<<
+           "TimeStamp="<<fTimeStamp<<
+           "EventType="<<fEventType<<
              "Sector="<<uid[0]<<
              "Row="<<uid[1]<<
              "Pad="<<uid[2]<<
@@ -1150,7 +1381,10 @@ Double_t AliTPCclustererMI::ProcesSignal(Float_t *signal, Int_t nchannels, Int_t
 
   delete [] dsignal;
   delete [] dtime;
-  if (rms06>fRecoParam->GetMaxNoise()) return 1024+median; // sign noisy channel in debug mode
+  if (rms06>fRecoParam->GetMaxNoise()) {
+    pedestalEvent+=1024.;
+    return 1024+median; // sign noisy channel in debug mode
+  }
   return median;
 }
 
@@ -1174,13 +1408,15 @@ void AliTPCclustererMI::DumpHistos(){
       Float_t rms  =  histo->GetRMS();
       Float_t gmean = histo->GetFunction("gaus")->GetParameter(1);
       Float_t gsigma = histo->GetFunction("gaus")->GetParameter(2);
+      Float_t gmeanErr = histo->GetFunction("gaus")->GetParError(1);
+      Float_t gsigmaErr = histo->GetFunction("gaus")->GetParError(2);
       Float_t max = histo->GetFunction("gaus")->GetParameter(0);
 
       // get pad number
       UInt_t row=0, pad =0;
       const UInt_t *indexes =roc->GetRowIndexes(isector);
       for (UInt_t irow=0; irow<roc->GetNRows(isector); irow++){
-       if (indexes[irow]<ipad){
+       if (indexes[irow]<=ipad){
          row = irow;
          pad = ipad-indexes[irow];
        }
@@ -1188,6 +1424,8 @@ void AliTPCclustererMI::DumpHistos(){
       Int_t rpad = pad - (AliTPCROC::Instance()->GetNPads(isector,row))/2;
       //
       (*fDebugStreamer)<<"Fit"<<
+       "TimeStamp="<<fTimeStamp<<
+       "EventType="<<fEventType<<
        "Sector="<<isector<<
        "Row="<<row<<
        "Pad="<<pad<<
@@ -1197,8 +1435,58 @@ void AliTPCclustererMI::DumpHistos(){
        "RMS="<<rms<<      
        "GMean="<<gmean<<
        "GSigma="<<gsigma<<
+       "GMeanErr="<<gmeanErr<<
+       "GSigmaErr="<<gsigmaErr<<
        "\n";
       if (array->UncheckedAt(ipad)) fDebugStreamer->StoreObject(array->UncheckedAt(ipad));
     }
   }
 }
+
+
+
+Int_t  AliTPCclustererMI::TransformFFT(Float_t *input, Float_t threshold, Bool_t locMax, Float_t *freq, Float_t *re, Float_t *im, Float_t *mag, Float_t *phi)
+{
+  //
+  // calculate fourrie transform 
+  // return only frequncies with mag over threshold
+  // if locMax is spectified only freque with local maxima over theshold is returned 
+
+  if (! fFFTr2c) return kFALSE;
+  if (!freq) return kFALSE;
+
+  Int_t current=0;
+  Int_t nPoints = fRecoParam->GetLastBin()-fRecoParam->GetFirstBin();
+  Double_t *in = new Double_t[nPoints];
+  Double_t *rfft = new Double_t[nPoints];
+  Double_t *ifft = new Double_t[nPoints];
+  for (Int_t i=0; i<nPoints; i++){in[i]=input[i];}
+  fFFTr2c->SetPoints(in);
+  fFFTr2c->Transform();
+  fFFTr2c->GetPointsComplex(rfft, ifft);
+  for (Int_t i=3; i<nPoints/2-3; i++){
+    Float_t lmag =  TMath::Sqrt(rfft[i]*rfft[i]+ifft[i]*ifft[i])/nPoints;
+    if (lmag<threshold) continue;
+    if (locMax){
+      if ( TMath::Sqrt(rfft[i-1]*rfft[i-1]+ifft[i-1]*ifft[i-1])/nPoints>lmag) continue;
+      if ( TMath::Sqrt(rfft[i+1]*rfft[i+1]+ifft[i+1]*ifft[i+1])/nPoints>lmag) continue;
+      if ( TMath::Sqrt(rfft[i-2]*rfft[i-2]+ifft[i-2]*ifft[i-2])/nPoints>lmag) continue;
+      if ( TMath::Sqrt(rfft[i+2]*rfft[i+2]+ifft[i+2]*ifft[i+2])/nPoints>lmag) continue;
+      if ( TMath::Sqrt(rfft[i-3]*rfft[i-3]+ifft[i-3]*ifft[i-3])/nPoints>lmag) continue;
+      if ( TMath::Sqrt(rfft[i+3]*rfft[i+3]+ifft[i+3]*ifft[i+3])/nPoints>lmag) continue;
+    }
+    
+    freq[current] = Float_t(i)/Float_t(nPoints);
+    //
+    re[current] = rfft[i];
+    im[current] = ifft[i];
+    mag[current]=lmag;
+    phi[current]=TMath::ATan2(ifft[i],rfft[i]);
+    current++;
+  }
+  delete [] in;
+  delete [] rfft;
+  delete [] ifft;
+  return current;
+}
+