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VH production

Dalam dokumen Detector Studies for HL-LHC CMS Upgrade (Halaman 147-151)

Chapter 5: First evidence of a Higgs boson decay to a pair of muons

5.7.2 VH production

Events considered in the V๐ป category contain at least two muons passing the selection requirements listed in Sec.5.3and Sec.5.5. The VH category is required to be orthogonal to all other categories in the analysis. Events are also required to have at least one additional lepton (electron or muon), which is expected from the leptonic decay of the W or Z boson. Electrons and muons are required to pass

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Figure 5.35: Comparison between the observed data and the total background extracted from a signal-plus-background fit performed across the๐‘”๐‘” ๐ป categories.

First row, from left to right: ๐‘”๐‘” ๐ป-cat1,๐‘”๐‘” ๐ป-cat2, and๐‘”๐‘” ๐ป-cat3. Second row, from left to right: ๐‘”๐‘” ๐ป-cat4 and ๐‘”๐‘” ๐ป-cat5. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit.

The lower panel shows the residuals after background subtraction and the red line indicates the signal with๐‘€๐ป =125.38 GeV extracted from the fit.

the medium WP of a multivariate discriminant developed to identify and suppress non-prompt leptons [164], with a selection efficiency of about 90 (85)% per prompt muon (electron).

Events containing exactly one additional lepton belong to the W๐ป category. If the additional lepton is a muon, the two pairs of oppositely charged muons are required to have ๐‘š๐œ‡ ๐œ‡ >12 GeV to suppress background events from quarkonium decays.

Moreover, neither of the two oppositely charged muon pairs can have an invariant mass consistent with๐‘š๐‘ within 10 GeV. Finally, at least one of these two muon pairs must have ๐‘š๐œ‡ ๐œ‡ in the range 110โ€“150 GeV. If both๐‘š๐œ‡ ๐œ‡ pairs satisfy this criterion, the highest-๐‘

T pair is considered as the Higgs boson candidate. If the additional lepton is an electron, the only requirement imposed is that 110 < ๐‘š๐œ‡ ๐œ‡ < 150 GeV.

The๐‘ ๐ป category targets signal events where the Higgs boson is produced in asso- ciation with a Z boson that decays to a pair of electrons or muons. Events in the

๐‘ ๐ปcategory are therefore required to contain four leptons, with a combined lepton number and electric charge of zero. The invariant mass of each pair of same-flavour opposite-charge leptons is required to be greater than 12 GeV. An event is rejected if it does not contain exactly one pair of same-flavour and oppositely charged lep- tons with invariant mass compatible with the Z boson within 10 (20) GeV for muon (electron) pairs. In addition, each event must contain one oppositely charged muon pair satisfying 110< ๐‘š๐œ‡ ๐œ‡ < 150 GeV. For events with four muons, the muon pair with ๐‘š๐œ‡ ๐œ‡ closer to๐‘š๐‘ is chosen as the Z boson candidate, while the other muon pair is selected as the Higgs boson candidate. A summary of the selection criteria applied in the W๐ปand๐‘ ๐ปproduction categories is reported in Table5.5.

Selection W๐ป leptonic ๐‘ ๐ปleptonic

๐œ‡ ๐œ‡ ๐œ‡ ๐œ‡ ๐œ‡e 4๐œ‡ 2๐œ‡2e Number of loose (medium)๐‘-tagged jets โ‰ค 1(0) โ‰ค 1 (0) โ‰ค 1(0) โ‰ค 1(0)

N(๐œ‡) passing id.+iso. 3 2 4 2

N(e) passing id.+iso. 0 1 0 2

Lepton charge ร

๐‘ž(โ„“) =ยฑ1 ร

๐‘ž(โ„“) =0

Low mass resonance veto ๐‘šโ„“โ„“ > 12 GeV

N(๐œ‡+๐œ‡โˆ’)pairs with 110< ๐‘š๐œ‡ ๐œ‡ <150 GeV โ‰ฅ 1 1 โ‰ฅ 1 1 N(๐œ‡+๐œ‡โˆ’)pairs with|๐‘š๐œ‡ ๐œ‡โˆ’๐‘š๐‘|< 10 GeV| 0 0 1 0 N(e+eโˆ’)pairs with|๐‘š

eeโˆ’๐‘š๐‘|< 20 GeV| 0 0 0 1

Table 5.5: Summary of the kinematic selection used to define the W๐ป and ๐‘ ๐ป production categories.

The main backgrounds of the WH category are the WZ (off-shell Z boson decay), ZZ (one lepton is not reconstructed) and the DY process (with associated lepton production). The main backgrounds of the ZH category are the ZZ and ggZZ processes.

5.7.2.1 Multivariate discriminator

Two separate BDT discriminants are trained to discriminate between signal and background events in the W๐ป and๐‘ ๐ปcategories. The BDT input variables are not significantly correlated with the๐‘š๐œ‡ ๐œ‡of the Higgs boson candidate. During the BDT training, weights are applied to the signal events that are inversely proportional to the per-event uncertainty on the measured๐‘š๐œ‡ ๐œ‡, as described in Section5.7.1.

The input variables to the W๐ปcategory BDT are :

โ€ข ๐‘

T๐œ‡ ๐œ‡ of the Higgs boson candidate, the๐œ‚๐œ‡ of the two muons, and the angular separationฮ”๐‘…๐œ‡ ๐œ‡ between them.

โ€ข the flavour and the๐‘

Tof the additional leptonโ„“

W.

โ€ข ฮ”๐œ‚(๐œ‡ ๐œ‡, โ„“

W),ฮ”๐œ™(๐œ‡ ๐œ‡, โ„“

W),ฮ”๐œ‚(๐œ‡

1, โ„“

W)andฮ”๐œ™(๐œ‡

2, โ„“

W)

โ€ข The๐ปยฎmiss

T is defined as the negative vector sum of the๐‘

Tof all jets in the event with ๐‘

T > 30 GeV and|๐œ‚|< 4.7. The transverse mass and angular distances in๐œ™and๐œ‚of the combinedโ„“

Wand๐ปยฎmiss

T system are also considered.

The input variables to the๐‘ ๐ปcategory BDT are :

โ€ข the mass ๐‘š๐‘™ ๐‘™, ๐‘

T(๐‘™ ๐‘™) , the ๐œ‚๐‘™ ๐‘™ and the ฮ”๐‘…(๐‘™ ๐‘™) of the two leptons from the Z boson candidate.

โ€ข ฮ”๐œ‚(๐œ‡ ๐œ‡, ๐‘™ ๐‘™) and cos๐œƒ๐ถ ๐‘†(๐œ‡ ๐œ‡, ๐‘™ ๐‘™)

โ€ข the flavour of the lepton pair associated to the Z boson decay

Figure5.36shows the output of the BDT classifiers in the W๐ป(left) and๐‘ ๐ป(right) categories. Based on these outputs, events in the W๐ป category are further divided into three subcategories termed W๐ป-cat1, W๐ป-cat2, and W๐ป-cat3. Similarly, events in the ๐‘ ๐ป category are divided into two subcategories, labelled ๐‘ ๐ป-cat1 and ๐‘ ๐ป-cat2. The boundaries of these categories, defined in terms of the BDT discriminant and indicated in Fig.5.36by black dashed vertical lines, are chosen via an optimization strategy analogous to that described in Section5.7.1 for the๐‘”๐‘” ๐ป category. In this category, the BWZ function (Eqn. 5.11) is used to estimate the total background instead of the mBW (Eqn.5.10).

5.7.2.2 Signal extraction

The systematic uncertainties considered in this analysis are similar to the ggH category (Section 5.7.1). Figure 5.37show the ๐‘š๐œ‡ ๐œ‡ distributions in the W๐ป (first row) and ๐‘ ๐ป (second row) event categories. The signal is extracted via a binned maximum-likelihood fit in each event category, where the signal is modelled with a DCB function and the background is modelled with the BWZGamma function in W๐ป-cat1, as defined in Eqn.(5.12) and the BWZ function in the remaining categories, as defined in Eqn.(5.11). A bias test on the choice of the background

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Figure 5.36: The observed BDT output distribution in the W๐ป (left) and ๐‘ ๐ป (right) categories compared to the prediction from the simulation of various SM background processes. Signal distributions expected from different production modes of the 125 GeV Higgs boson are overlaid. The description of the ratio panel is the same as in Fig.5.34. The dashed vertical lines indicate the boundaries of the optimized event categories.

modelling function is performed similar to Section 5.7.1.2 and is observed to be small and is therefore neglected in the signal extraction. Finally, Table5.6 reports the signal composition in the W๐ปand ๐‘ ๐ปcategories, along with the hwhm of the expected signal shape. In addition, the estimated number of background events, the S/(S+B) and S/โˆš

B ratios, and the observation in data within the hwhm of the signal peak are also listed.

Category Sig. W๐ป ๐‘ž ๐‘ž ๐‘ ๐ป ๐‘”๐‘” ๐‘ ๐ป ๐‘ก ๐‘ก ๐ป+t๐ป hwhm Bkg. S/(S+B)(%) S/โˆš

B Data

(%) (%) (%) (%) (GeV) in hwhm in hwhm in hwhm in hwhm

W๐ป-cat1 0.82 76.2 9.6 1.6 12.6 2.00 32.0 1.54 0.09 34

W๐ป-cat2 1.72 80.1 9.1 1.5 9.3 1.80 23.1 4.50 0.23 27

W๐ป-cat3 1.14 85.7 6.7 1.8 4.8 1.90 5.48 12.6 0.35 4

๐‘ ๐ป-cat1 0.11 โ€” 82.8 17.2 โ€” 2.07 2.05 3.29 0.05 4

๐‘ ๐ป-cat2 0.31 โ€” 79.6 20.4 โ€” 1.80 2.19 8.98 0.14 4

Table 5.6: The total expected number of signal events with ๐‘š๐ป =125.38 GeV, the hwhm of the signal peak, the estimated number of background events and the observed number of events withinยฑhwhm, and the S/(S+B)and the S/โˆš

B ratios computed within the hwhm of the signal peak for each of the optimized event categories defined along the W๐ปand๐‘ ๐ป BDT outputs.

Dalam dokumen Detector Studies for HL-LHC CMS Upgrade (Halaman 147-151)