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Optimization of exclusion cut for the + and (1520) analysis Takashi Nakano Based on Draft version of Technical Note 42
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What are the optimization criteria? Large signal acceptance Good S/N ratio No bias, no kinematical reflection
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Photon energy in rest frame of the struck nucleon,
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M KK (GeV) a)b) c) E (GeV) M KK (GeV) E (GeV) KK invariant mass distribution vs. photon energy: a) for a proton target, b) for a deuteron target in respect to the lab photon energy, and c) for a proton target in respect to the reconstructed photon energy in the nucleon rest frame.
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M KK (GeV) M NK (GeV) a) b)b) c)c) M KK vs. MNK for non-resonant events (MC) at = 2 GeV (a), 2.2 GeV (b), and 2.4 GeV (c). exclusion cut point must be as close to the peak as possible in the low energy region.
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E (GeV) a)b) E (GeV) M nK+ (GeV) Rejection of exclusion cut can be refined by using E in the nucleon frame. exclusion can be tight in the high energy region E in “n”rest frame E in lab frame
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Optimization procedure Step 1 Change the exclusion cut parameters while keeping the acceptance the same. Step 2 Select the best set of the parameters by analyzing (1520) events. Step 3 Apply the cut with the best set to the analysis and also check the cut dependence. consistency check in the wide parameter region is very important
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E (GeV) M KK (GeV) Mibe’s exclusion cut Cut was designed to keep N( )/N( ) constant (energy independent). Signal acceptance nor the S/N ratio was not optimized. The cut line is almost linear in the energy region above 2.2 GeV. The acceptance for 2-track KK events was about 14 %.
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Definition of cut parameters slope offset M KK > slope(E g -2.0) + offset offset slope The slope parameter was changed from 0 to 0.15. The acceptance was kept at 15% for 2-track KK events. Other conditions with Acc=13% and 17% were also tested. Cuts with two lines were also tested. ACC = 15 %
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N S Peak fitting Spectrum is fitted with a gaussian + linear background. Significance is calculated from the peak height (S) divided by its error. Signal to noise ratio (S/N) is defined at the peak position. Background level (N or BG) is defined at the peak position.
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Fitting result: (1520) in this 2x2 presentation, a fitted line is not correctly drawn. PAW’s bug? But the quality of the actual fit was fine!
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Significance and S/N: (1520) Both significance and S/N are the highest at slope=0.09
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Fitting result:
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Significance and S/N: + Both significance and S/N are the highest at slope=0.09
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The best cut E GeV) M KK GeV) significance: 6.83 S/N: 1.38
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Peak height and BG level
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Check by LH2 data analysis narrower peak less background less affected by change of BG level and shape.
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Yield and BG ratios Both peak height and BG level ratios are stable against change of the cut parameters. The yield ratio of + to (1520) is 0.5 x 0.5 x (11/16) = 0.17 yield ratio background ratio
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Changing the slope The best fitting result was obtained with slope=0.09 and offset=1.02. Now, anchor the offset at 1.02 and change the slope parameter from 0 to 0.15. Signal acceptance is bigger for smaller slope. Background level (mainly due to ) is bigger for smaller slope.
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Fitting result: (1520)
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Fitting result:
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Peak heights of (1520) and + BG Peak heights become lower with a smaller value of the slope parameter. Note: acceptance should not decrease
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Check by LH2 data analysis LH2 LD2 slope=0.02 (1520) yield does not drop at small slope for LH2.
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Effect of background AB CD A slope=0.09 B slope=0.02-0.09 ( MC) C slope=0.02 D A+B Sharp rise of the BG around 1.55 GeV dilutes the signal peak structure.
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BG subtraction at slope=0.04 Peak structure with a correct magnitude was reproduced by subtracting contributions.
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BG subtraction at slope=0.02
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Changing the low energy limit The low energy limit was varied from 2.0 to 1.9 GeV. The f exclusion cut parameters were kept at slope=0.09 and offset=1.02. Signal acceptance is bigger for a smaller energy limit. Background level (mainly due to ) is bigger for a smaller energy limit.
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Fitting results: +
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P min Cut dependence for E limit =1.9 and 2.0 GeV E limit =1.9 GeV E limit =2.0 GeV ■ Total # of events (normalized) + yield saturates in the large P min region for E limit =2.0 GeV, but it gradually increases for E limit =1.9 GeV, which is almost proportional to the total number of the events.
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Comparison of Fermi motion corrected and uncorrected spectra at E limit =2.0 GeV Difference is about 20 counts at the center of the peak, 2/3 of the peak height. - consistent with MC study
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Comparison of Fermi motion corrected and uncorrected spectra at E limit =1.9 GeV real data MC( )
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Difference between Fermi motion corrected and uncorrected spectra Real data MC ( (not normalized) About 1/3 of the excess can be due to BG. Need refined MC study to improve the accuracy.
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BG subtraction at E limit =1.9 and 2.0 GeV The peak height dropped from 46 to 31 for E limit =1.9. The peak height is stable (29 to 28) for E limt = 2.0. To get the cross-section below 2.0 Gev, we need a refined MC study.
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Comparison of peak heights E limit dependence
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3 track events 3-track (a proton track in addition to a kaon pair) is a clear indication that the struck nucleon is a proton. no ntrk cutntrk=2variation (1520) LH2 47.043.3-8% (1520) LD2 54.649.9-9% 29.329.7+1% BG (1520) 30.829.0-6% BG + 22.721.5-5%
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Summary The exclusion cut was optimized by keeping the cut acceptance constant and maximizing the significance and S/N ratio. The both significance and S/N ratio for the + peak was turned out be maximum with the same cut. The heights and BG levels depend on the cut parameters very similarly for (1520) and +. The yield ratio is about 0.17. The effects of contamination was studied: The background dilutes the signal peaks in the high energy region and causes a possible kinematical reflection in the low energy region. The effects can be simulated, but need more refined study to make it quantitative. + events seems to come from a neutron.
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