šµ0 ā†’ĻĪ³ decay at lhcbĀ Ā· 2016-12-19Ā Ā· introduction and experimental status ā€¢ the...

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Giulio Gazzoni UniversitĆ© Blaise Pascal Clermont-Fd II - Laboratoire de Physique Corpusculaire 8 th December 2016 JournĆ©es de Rencontres Jeunes Chercheurs 2016 Search for 0 ā†’ ĻĪ³ decay at LHCb 1

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Page 1: šµ0 ā†’ĻĪ³ decay at LHCbĀ Ā· 2016-12-19Ā Ā· Introduction and experimental status ā€¢ The radiative šµ0ā†’ĻĪ³ decay is a rare decay which corresponds at quark level to a š‘ā†’š‘‘š›¾

Giulio Gazzoni

UniversitƩ Blaise Pascal Clermont-Fd II - Laboratoire de Physique Corpusculaire

8th December 2016

JournƩes de Rencontres Jeunes Chercheurs 2016

Search for šµ0 ā†’ ĻĪ³ decay at LHCb

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Page 2: šµ0 ā†’ĻĪ³ decay at LHCbĀ Ā· 2016-12-19Ā Ā· Introduction and experimental status ā€¢ The radiative šµ0ā†’ĻĪ³ decay is a rare decay which corresponds at quark level to a š‘ā†’š‘‘š›¾

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ā€¢ The Standard Model (SM) has been successfully confirmed through four decades but still numerous open questions remain to justify the search for New Physics (NP).

ā€¢ Quarks form composite objects named hadrons: mesons (š‘žš‘ž ) and baryons (š‘žš‘žš‘ž).

ā€¢ The Cabibbo-Kobayashi-Maskawa matrix describes the couplings between the up and down-type quarks.

The Standard Model and the CKM Matrix

Page 3: šµ0 ā†’ĻĪ³ decay at LHCbĀ Ā· 2016-12-19Ā Ā· Introduction and experimental status ā€¢ The radiative šµ0ā†’ĻĪ³ decay is a rare decay which corresponds at quark level to a š‘ā†’š‘‘š›¾

Introduction and experimental status

ā€¢ The radiative šµ0 ā†’ ĻĪ³ decay is a rare decay which corresponds at quark level to a š‘ ā†’ š‘‘š›¾ transition occurring via Flavour Changing Neutral Current. This transition appear through electroweak penguin diagrams.

ā€¢ The branching fraction is:

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(PDG value)

ā€¢ This decay has already been observed at BaBar and Belle experiments, but not yet at LHCb.

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Motivation for the measurement (1)

ā€¢ This decay provides a way to extract the value of the š‘‰š‘”š‘‘ element of the CKM matrix, thus allowing to constrain the

unitarity triangle:

ā€¢ By measuring we can extract the ratio š‘‰š‘”š‘‘ š‘‰š‘”š‘  as a very

interesting test of the SM. 4

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ā€¢ In particular we can compare the result with those ones arising from the measurement of the oscillation frequencies of and systems.

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ā€¢ This type of measurement, together with the study of š‘ ā†’ š‘‘š›¾ transitions, is the only way to extract the ratio š‘‰š‘”š‘‘ š‘‰š‘”š‘  .

(s) (s)

Motivation for the measurement (2)

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The LHCb detector is a single-arm spectrometer with a forward geometry composed by: ā€¢ Tracking System: VELO, Trigger Tracker, Dipole Magnet and 3 Tracking Stations. ā€¢ Particle Identification System: RICH1, RICH2, ECAL, HCAL and Muon Stations (M1-M5).

ā€¢ The measured cross section for š‘š‘ pairs at š‘  = 7TeV and the number of produced pairs for an integrated luminosity of are

and

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The LHCb detector at the LHC

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ā€¢ Experimentally we look for this final state:

This is something very challenging at LHCb.

ā€¢ We have to set up a thorough selection in order to reduce and control the potentially very large background contamination. The analysis is conducted blindly and we can benefit of a nice šµ0 ā†’ š¾āˆ—Ī³ control sample.

ā€¢ The Ļ€0/Ī³ separation is a crucial point since LHCb has not been specifically designed to accomplish it.

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šµ0 ā†’ ĻĪ³ ā†’ Ļ€+Ļ€āˆ’ Ī³

ECAL Cell

Experimental scenario and issues

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A world of backgrounds

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ā€¢ Combinatorial background: one random particle in the decay chain.

MVA

ā€¢ Peaking backgrounds: other decays peaking under the signal peak (the most dangerous ones).

ā€¢ ā„Ž+ā„Žā€²āˆ’Ī³ decays for which at least one track is misidentified as a pion [ Kāˆ— KĻ€ Ī³ , Ī›āˆ— pK Ī³ ]

ā€¢ ā„Ž+ā„Žā€²āˆ’Ļ€0 decays for which a high š‘š‘‡ Ļ€0 is misidentified as a photon [ š¾+Ļ€āˆ’Ļ€0, Ļ€+Ļ€āˆ’Ļ€0 ]

Charged and neutral PID cuts

ā€¢ Partially reconstructed backgrounds: one or more particles missing/misidentified.

Charged PID cuts + MVA

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Charged tracks PID

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ā€¢ In order to reduce the peaking backgrounds contamination and having mutually exclusive events in each spectrum we opted for a bi-dimensional cut in the (ProbNNpi-ProbNNk, ProbNNp) plane.

ā€¢ The goal of this approach is to improve the performances of the simultaneous fit to the šµ0 ā†’ ĻĪ³ and šµ0 ā†’ š¾āˆ—Ī³ spectra.

Ļ€

p

K

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Optimal cut to select pions

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ā€¢ We fix as optimal value to select pions ProbNNpi-ProbNNK > 0,86.

ā€¢ This region corresponds to ~610 ĻĪ³ events (2012 only) selected with a 67% efficiency and to an intrinsic contamination of ~220 š¾āˆ—Ī³.

ā€¢ The figure of merit used in the optimization is

š‘† š‘† + šµš‘– where šµš‘– =

Kāˆ— KĻ€ Ī³ , Ļ• KK Ī³ , Ī›āˆ— pK Ī³

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Optimal cut to select kaons and reject protons

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ā€¢ We fix as optimal value to select kaons ProbNNpi-ProbNNK < 0,5. In order to reject protons we choose ProbNNp < 0,5.

ā€¢ To optimize the remaining cuts we minimize the relative uncertainty on the š¾āˆ—Ī³ yields.

ā€¢

with š‘š‘– =

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Towards the MVA classification: Data-MC matching

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ā€¢ We use the šµ0 ā†’ š¾āˆ—Ī³ control channel to check which variables are well reproduced by the MC, only those ones will be used in the TMVA classification.

ā€¢ A cut based approach is used here to select šµ0 ā†’ š¾āˆ—Ī³ events.

ā€¢ The simulation is then compared to the background subtracted šµ0 ā†’ š¾āˆ—Ī³ data sample.

ā€¢ The background is statistically subtracted fitting the reconstructed šµ mass spectrum and applying the sPlot technique.

[ Nucl. Instrum. Meth. A555, 356-369 (2005) ]

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Mass fits

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2011 2012

ā€¢ With Run 1 data (3 fbāˆ’1) we can count on ~26k š¾āˆ—Ī³ signal events.

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MC matching: good variables

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MC matching: poorly modeled variables

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Variables used in the classification

ā€¢ Then we come to the final set of variables that maximizes the rejection of combinatorial background:

B transverse momentum - š‘š‘‡(šµ) B pseudorapidity - šœ‚(šµ) B direction angle - š‘™š‘œš‘”10 ( šµš·š¼š‘…š“ ) B impact parameter chi2 - š‘™š‘œš‘”10 ( Ļ‡š¼š‘ƒ

2 (šµ) ) B flight distance - š‘™š‘œš‘”10 ( šµš¹š· ) B vertex isolation - š‘™š‘œš‘”10 ( Smallest Ī”Ļ‡š‘‰š‘‡š‘‹

2 (šµ) ) B vertex chi2 - š‘™š‘œš‘”10 ( Ļ‡š‘‰š‘‡š‘‹

2 /ndf (šµ) ) Track 1 impact parameter chi2 - š‘™š‘œš‘”10 ( Ļ‡š¼š‘ƒ

2 (Ļ€+) ) Track 2 impact parameter chi2 - š‘™š‘œš‘”10 ( Ļ‡š¼š‘ƒ

2 (Ļ€āˆ’) ) ā€¢ In the classification training all the events passing some pre-selection requirements (not

specified here) for both signal (MC) and background (Data in the high mass sideband region) are used. 16

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Correlation matrices and performance curves (2012)

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Summary

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ā€¢ Measurement of the ratio in order to extract the ratio š‘‰š‘”š‘‘ š‘‰š‘”š‘  of the CKM

matrix elements. The analysis is performed blindly and by exploiting šµ0 ā†’ š¾āˆ—Ī³ as control channel.

ā€¢ The main difficulty is the potentially very large background contamination coming from charged and neutral mis-identifications: š¾ to Ļ€, š‘ to Ļ€ and Ļ€0 to Ī³.

ā€¢ Baseline PID strategy for charged tracks set up and optimized in two dimensions. Ongoing optimization of neutral PID to reject merged Ļ€0 background.

ā€¢ We exploited the šµ0 ā†’ š¾āˆ—Ī³ reference channel to fix the definitive set of variables to be used in the final TMVA classification. Ongoing optimization of the MVA machinery.

ā€¢ The precision on the ratio of branching fractions measurement is expected to be around 5-10%.

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Backup

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2012 2011

ā€¢ High statistics calibration samples are used to estimate the Ļ€0/Ī³ (mis-)identification efficiencies: for instance š·āˆ—+ ā†’ š·0(š¾Ļ€Ļ€0)Ļ€+ samples which I am in charge of.

ā€¢ With Run1 Data we can count on ~1,5 āˆ™ 106 signal events with merged Ļ€0.