[2] | 1 | #include "Utilities/CDFCones/interface/MidPointAlgorithm.h"
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| 2 | #include "Utilities/CDFCones/interface/ClusterComparisons.h"
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| 3 | #include <algorithm>
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| 4 | #include <cmath>
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| 5 |
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| 6 | void MidPointAlgorithm::findStableConesFromSeeds(std::vector<PhysicsTower>& towers, std::vector<Cluster>& stableCones)
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| 7 | {
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| 8 |
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| 9 | bool reduceConeSize = true;
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| 10 | for(std::vector<PhysicsTower>::iterator towerIter = towers.begin(); towerIter != towers.end(); towerIter++)
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| 11 | if(towerIter->fourVector.pt() > _seedThreshold)
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| 12 | iterateCone(towerIter->fourVector.y(),towerIter->fourVector.phi(),0,towers,stableCones,reduceConeSize);
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| 13 | }
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| 14 |
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| 15 | void MidPointAlgorithm::findStableConesFromMidPoints(std::vector<PhysicsTower>& towers, std::vector<Cluster>& stableCones)
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| 16 | {
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| 17 |
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| 18 | // distanceOK[i-1][j] = Is distance between stableCones i and j (i>j) less than 2*_coneRadius?
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| 19 | std::vector< std::vector<bool> > distanceOK;
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| 20 | if(stableCones.size()>0){
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| 21 | distanceOK.resize(stableCones.size() - 1);
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| 22 | for(unsigned int nCluster1 = 1; nCluster1 < stableCones.size(); nCluster1++){
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| 23 | distanceOK[nCluster1 - 1].resize(nCluster1);
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| 24 | double cluster1Rapidity = stableCones[nCluster1].fourVector.y();
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| 25 | double cluster1Phi = stableCones[nCluster1].fourVector.phi();
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| 26 | for(unsigned int nCluster2 = 0; nCluster2 < nCluster1; nCluster2++){
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| 27 | double cluster2Rapidity = stableCones[nCluster2].fourVector.y();
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| 28 | double cluster2Phi = stableCones[nCluster2].fourVector.phi();
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| 29 | double dRapidity = fabs(cluster1Rapidity - cluster2Rapidity);
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| 30 | double dPhi = fabs(cluster1Phi - cluster2Phi);
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| 31 | if(dPhi > M_PI)
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| 32 | dPhi = 2*M_PI - dPhi;
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| 33 | double dR = sqrt(dRapidity*dRapidity + dPhi*dPhi);
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| 34 | distanceOK[nCluster1 - 1][nCluster2] = dR < 2*_coneRadius;
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| 35 | }
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| 36 | }
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| 37 | }
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| 38 | // Find all pairs (triplets, ...) of stableCones which are less than 2*_coneRadius apart from each other.
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| 39 | std::vector< std::vector<int> > pairs(0);
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| 40 | std::vector<int> testPair(0);
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| 41 | int maxClustersInPair = _maxPairSize;
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| 42 | if(!maxClustersInPair)
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| 43 | maxClustersInPair = stableCones.size();
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| 44 | addClustersToPairs(testPair,pairs,distanceOK,maxClustersInPair);
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| 45 |
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| 46 | // Loop over all combinations. Calculate MidPoint. Make midPointClusters.
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| 47 | bool reduceConeSize = false;
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| 48 | for(unsigned int iPair = 0; iPair < pairs.size(); iPair++){
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| 49 | // Calculate rapidity, phi and pT of MidPoint.
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| 50 | LorentzVector midPoint(0,0,0,0);
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| 51 | for(unsigned int iPairMember = 0; iPairMember < pairs[iPair].size(); iPairMember++)
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| 52 | midPoint.add(stableCones[pairs[iPair][iPairMember]].fourVector);
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| 53 | iterateCone(midPoint.y(),midPoint.phi(),midPoint.pt(),towers,stableCones,reduceConeSize);
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| 54 | }
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| 55 |
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| 56 | sort(stableCones.begin(),stableCones.end(),ClusterPtGreater());
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| 57 | }
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| 58 |
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| 59 | void MidPointAlgorithm::iterateCone(double startRapidity, double startPhi, double startPt,
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| 60 | std::vector<PhysicsTower>& towers, std::vector<Cluster>& stableCones, bool reduceConeSize)
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| 61 | {
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| 62 | int nIterations = 0;
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| 63 | bool keepJet = true;
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| 64 | Cluster trialCone;
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| 65 | double iterationConeRadius = _coneRadius;
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| 66 | if(reduceConeSize)
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| 67 | iterationConeRadius *= sqrt(_coneAreaFraction);
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| 68 | while(nIterations++ < _maxIterations + 1 && keepJet){
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| 69 | trialCone.clear();
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| 70 | // Find particles which should go in the cone.
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| 71 | if(nIterations == _maxIterations + 1)
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| 72 | iterationConeRadius = _coneRadius;
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| 73 | for(std::vector<PhysicsTower>::iterator towerIter = towers.begin(); towerIter != towers.end(); towerIter++){
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| 74 | double dRapidity = fabs(towerIter->fourVector.y() - startRapidity);
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| 75 | double dPhi = fabs(towerIter->fourVector.phi() - startPhi);
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| 76 | if(dPhi > M_PI)
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| 77 | dPhi = 2*M_PI - dPhi;
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| 78 | double dR = sqrt(dRapidity*dRapidity + dPhi*dPhi);
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| 79 | if(dR < iterationConeRadius)
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| 80 | trialCone.addTower(*towerIter);
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| 81 | }
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| 82 | if(!trialCone.size()) // Empty cone?
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| 83 | keepJet = false;
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| 84 | else{
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| 85 | if(nIterations <= _maxIterations){
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| 86 | double endRapidity = trialCone.fourVector.y();
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| 87 | double endPhi = trialCone.fourVector.phi();
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| 88 | double endPt = trialCone.fourVector.pt();
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| 89 | // Do we have a stable cone?
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| 90 | if(endRapidity == startRapidity && endPhi == startPhi && endPt == startPt){
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| 91 | // If cone size is reduced, then do one more iteration.
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| 92 | nIterations = _maxIterations;
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| 93 | if(!reduceConeSize)
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| 94 | nIterations++;
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| 95 | }
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| 96 | else{
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| 97 | // Another iteration.
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| 98 | startRapidity = endRapidity;
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| 99 | startPhi = endPhi;
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| 100 | startPt = endPt;
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| 101 | }
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| 102 | }
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| 103 | }
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| 104 | }
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| 105 |
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| 106 | if(keepJet){
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| 107 | // We have a stable cone.
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| 108 | bool identical = false;
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| 109 | for(std::vector<Cluster>::iterator stableConeIter = stableCones.begin(); stableConeIter != stableCones.end(); stableConeIter++)
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| 110 | if(trialCone.fourVector.isEqual(stableConeIter->fourVector))
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| 111 | identical = true;
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| 112 | if(!identical)
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| 113 | stableCones.push_back(trialCone);
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| 114 | }
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| 115 | }
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| 116 |
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| 117 | void MidPointAlgorithm::addClustersToPairs(std::vector<int>& testPair, std::vector< std::vector<int> >& pairs,
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| 118 | std::vector< std::vector<bool> >& distanceOK, unsigned int maxClustersInPair)
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| 119 | {
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| 120 | // Recursively adds clusters to pairs, triplets, ... whose mid-points are then calculated.
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| 121 |
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| 122 | // Find StableCone number to start with (either 0 at the beginning or last element of testPair + 1).
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| 123 | int nextClusterStart = 0;
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| 124 | if(testPair.size())
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| 125 | nextClusterStart = testPair.back() + 1;
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| 126 | for(unsigned int nextCluster = nextClusterStart; nextCluster <= distanceOK.size(); nextCluster++){
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| 127 | // Is new SeedCone less than 2*_coneRadius apart from all clusters in testPair?
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| 128 | bool addCluster = true;
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| 129 | for(unsigned int iCluster = 0; iCluster < testPair.size() && addCluster; iCluster++)
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| 130 | if(!distanceOK[nextCluster - 1][testPair[iCluster]])
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| 131 | addCluster = false;
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| 132 | if(addCluster){
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| 133 | // Add it to the testPair.
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| 134 | testPair.push_back(nextCluster);
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| 135 | // If testPair is a pair, add it to pairs.
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| 136 | if(testPair.size() > 1)
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| 137 | pairs.push_back(testPair);
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| 138 | // If not bigger than allowed, find more clusters within 2*_coneRadius.
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| 139 | if(testPair.size() < maxClustersInPair)
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| 140 | addClustersToPairs(testPair,pairs,distanceOK,maxClustersInPair);
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| 141 | // All combinations containing testPair found. Remove last element.
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| 142 | testPair.pop_back();
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| 143 | }
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| 144 | }
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| 145 | }
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| 146 |
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| 147 | void MidPointAlgorithm::splitAndMerge(std::vector<Cluster>& stableCones, std::vector<Cluster>& jets)
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| 148 | {
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| 149 | bool mergingNotFinished = true;
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| 150 | while(mergingNotFinished){
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| 151 | // Sort the stable cones (highest pt first).
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| 152 | sort(stableCones.begin(),stableCones.end(),ClusterPtGreater());
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| 153 | // Start with the highest pt cone.
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| 154 | std::vector<Cluster>::iterator stableConeIter1 = stableCones.begin();
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| 155 | if(stableConeIter1 == stableCones.end()) // Stable cone list empty?
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| 156 | mergingNotFinished = false;
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| 157 | else{
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| 158 | bool coneNotModified = true;
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| 159 | // Determine whether highest pt cone has an overlap with other stable cones.
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| 160 | std::vector<Cluster>::iterator stableConeIter2 = stableConeIter1;
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| 161 | stableConeIter2++; // 2nd highest pt cone.
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| 162 | while(coneNotModified && stableConeIter2 != stableCones.end()){
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| 163 | // Calculate overlap of the two cones.
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| 164 | Cluster overlap;
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| 165 | for(std::vector<PhysicsTower>::iterator towerIter1 = stableConeIter1->towerList.begin();
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| 166 | towerIter1 != stableConeIter1->towerList.end();
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| 167 | towerIter1++){
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| 168 | bool isInCone2 = false;
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| 169 | for(std::vector<PhysicsTower>::iterator towerIter2 = stableConeIter2->towerList.begin();
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| 170 | towerIter2 != stableConeIter2->towerList.end();
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| 171 | towerIter2++)
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| 172 | if(towerIter1->isEqual(*towerIter2))
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| 173 | isInCone2 = true;
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| 174 | if(isInCone2)
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| 175 | overlap.addTower(*towerIter1);
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| 176 | }
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| 177 | if(overlap.size()){ // non-empty overlap
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| 178 | coneNotModified = false;
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| 179 | if(overlap.fourVector.pt() >= _overlapThreshold*stableConeIter2->fourVector.pt()){
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| 180 | // Merge the two cones.
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| 181 | for(std::vector<PhysicsTower>::iterator towerIter2 = stableConeIter2->towerList.begin();
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| 182 | towerIter2 != stableConeIter2->towerList.end();
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| 183 | towerIter2++){
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| 184 | bool isInOverlap = false;
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| 185 | for(std::vector<PhysicsTower>::iterator overlapTowerIter = overlap.towerList.begin();
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| 186 | overlapTowerIter != overlap.towerList.end();
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| 187 | overlapTowerIter++)
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| 188 | if(towerIter2->isEqual(*overlapTowerIter))
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| 189 | isInOverlap = true;
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| 190 | if(!isInOverlap)
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| 191 | stableConeIter1->addTower(*towerIter2);
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| 192 | }
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| 193 | // Remove the second cone.
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| 194 | stableCones.erase(stableConeIter2);
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| 195 | }
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| 196 | else{
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| 197 | // Separate the two cones.
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| 198 | // Which particle goes where?
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| 199 | std::vector<PhysicsTower> removeFromCone1,removeFromCone2;
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| 200 | for(std::vector<PhysicsTower>::iterator towerIter = overlap.towerList.begin();
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| 201 | towerIter != overlap.towerList.end();
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| 202 | towerIter++){
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| 203 | double towerRapidity = towerIter->fourVector.y();
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| 204 | double towerPhi = towerIter->fourVector.phi();
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| 205 | // Calculate distance from cone 1.
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| 206 | double dRapidity1 = fabs(towerRapidity - stableConeIter1->fourVector.y());
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| 207 | double dPhi1 = fabs(towerPhi - stableConeIter1->fourVector.phi());
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| 208 | if(dPhi1 > M_PI)
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| 209 | dPhi1 = 2*M_PI - dPhi1;
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| 210 | double dRJet1 = sqrt(dRapidity1*dRapidity1 + dPhi1*dPhi1);
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| 211 | // Calculate distance from cone 2.
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| 212 | double dRapidity2 = fabs(towerRapidity - stableConeIter2->fourVector.y());
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| 213 | double dPhi2 = fabs(towerPhi - stableConeIter2->fourVector.phi());
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| 214 | if(dPhi2 > M_PI)
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| 215 | dPhi2 = 2*M_PI - dPhi2;
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| 216 | double dRJet2 = sqrt(dRapidity2*dRapidity2 + dPhi2*dPhi2);
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| 217 | if(dRJet1 < dRJet2)
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| 218 | // Particle is closer to cone 1. To be removed from cone 2.
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| 219 | removeFromCone2.push_back(*towerIter);
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| 220 | else
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| 221 | // Particle is closer to cone 2. To be removed from cone 1.
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| 222 | removeFromCone1.push_back(*towerIter);
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| 223 | }
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| 224 | // Remove particles in the overlap region from the cones to which they have the larger distance.
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| 225 | for(std::vector<PhysicsTower>::iterator towerIter = removeFromCone1.begin();
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| 226 | towerIter != removeFromCone1.end();
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| 227 | towerIter++)
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| 228 | stableConeIter1->removeTower(*towerIter);
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| 229 | for(std::vector<PhysicsTower>::iterator towerIter = removeFromCone2.begin();
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| 230 | towerIter != removeFromCone2.end();
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| 231 | towerIter++)
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| 232 | stableConeIter2->removeTower(*towerIter);
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| 233 | }
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| 234 | }
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| 235 | stableConeIter2++;
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| 236 | }
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| 237 | if(coneNotModified){
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| 238 | // Cone 1 has no overlap with any of the other cones and can become a jet.
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| 239 | jets.push_back(*stableConeIter1);
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| 240 | stableCones.erase(stableConeIter1);
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| 241 | }
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| 242 | }
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| 243 | }
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| 244 |
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| 245 | sort(jets.begin(),jets.end(),ClusterPtGreater());
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| 246 | }
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| 247 |
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| 248 | void MidPointAlgorithm::run(std::vector<PhysicsTower>& towers, std::vector<Cluster>& jets)
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| 249 | {
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| 250 | std::vector<Cluster> stableCones;
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| 251 | findStableConesFromSeeds(towers,stableCones);
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| 252 | findStableConesFromMidPoints(towers,stableCones);
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| 253 | splitAndMerge(stableCones,jets);
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| 254 | }
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