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Published byElwin Hines Modified over 9 years ago
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Status of Fast Tracking Algorithm MdcHough Guowei YU 8 th March 2006
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Outline Introduction MdcHough Algorithm Results and Discussions Summary
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Introduction Algorithm Developments in MDC Reconstruction Presented by W.D.Li,Migrated from ATLAS DeveloperOffline AlgorithmEvents filter Algorithm S.L.ZangMdc Tracking Y.ZhangMdcPatRec X.M.ZhangMdcFastTrk G.W.YUMdcHough
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Purpose Efficient track finding Nice transverse momentum resolution High efficiency of track finding at high noise level
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MdcHough Algorithm 43 layers,19 axial type |cos |<0.93 Cell is near square ~8.1mm Interaction point Cosθ=0.83 Cosθ=0.93
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Flow of MdcHough HitsPTPT Initial track finding Local maximum finding Track selection and Merging Track fitting MdcHough
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Initial track finding ( use a LUT-base Hough Transform) (R, ) ( ,1/p T ) [ (0~2 ) p T (400MeV~ )] qC T R=sin ( – 0 ) C T = 0.3/p T Build a wire-ordered look-up table ( 1/p T = 300 100). wire n+1 wire n active wire n-1 wire.. Bin 1Bin 2…Bin 100 Bin 1Bin 2…Bin 100 Bin 1Bin 2…Bin 100. wire-ordered LUT Flow of MdcHough
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Local maximum finding (select good track candidates by wired- oreded LUT) Track selection and Merging N hit > 15 Merge some tracks sharing more than 9 hits Flow of MdcHough 15 16 1817 1314
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Track fitting Obtain hits from Bin-ordered LUT Fitting track to get P T by using lpav tool. bin n+1 bin n bin bin n-1 number.. wire 1wire 2…wire 19 wire 1wire 2…wire 19 wire 1wire 2…wire 19. bin-ordered LUT Flow of MdcHough
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Results and Discussion Track Reconstruction CPU Time ~ 1ms/1 track Resolution of P T (1.0GeV ) Generate (P T :1GeV) by Fixpt Efficiency of Reconstruction ( ) VS cos (polar angular) p=8.0 MeV
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Efficiency of Reconstruction VS P T ( e p) Momentum resolution VS P T (μ,e,π,p) Double Gauss Fit
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Noise level type 0: = C type 1: 1/r type 2: 1/r 2 (P T :1.0GeV ) Efficiency vs noise Resolution VS noise
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Summary It costs about 1ms to reconstruct 1 track Efficiency of reconstruction( ) : >99% (P T >300MeV) for single track >99% when noise level are 5%,10%,15% and 20% decrease quickly when polar angular more than 0.8 Resolution of momentum( p): P T < 1.0GeV p of proton is more than others P T > 1.0GeV p keeps about same value for all particles p turns bad at noise level is more than 10% in type “0” Same results by adding wires shift; Further work is to enhance near polar angular and test the Algorithm in adjusted magnetic field
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Thank!
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