A new algorithm for identifying the flavour of B0s mesons at LHCb

A new algorithm for the determination of the initial flavour of $B_s^0$ mesons is presented. The algorithm is based on two neural networks and exploits the $b$ hadron production mechanism at a hadron collider. The first network is trained to select charged kaons produced in association with the $B_s...

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Main Authors: Cheung, S, Evans, T, Gandini, P, Hadavizadeh, T, Harnew, N, Hill, D, Jalocha, P, John, M, Lupton, O, Malde, S, Nandi, A, Topp-Jorgenson, S, Wilkinson, G, The LHCb Collaboration
格式: Journal article
出版: Institute of Physics 2016
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author Cheung, S
Evans, T
Gandini, P
Hadavizadeh, T
Harnew, N
Hill, D
Jalocha, P
John, M
Lupton, O
Malde, S
Nandi, A
Topp-Jorgenson, S
Wilkinson, G
The LHCb Collaboration
author_facet Cheung, S
Evans, T
Gandini, P
Hadavizadeh, T
Harnew, N
Hill, D
Jalocha, P
John, M
Lupton, O
Malde, S
Nandi, A
Topp-Jorgenson, S
Wilkinson, G
The LHCb Collaboration
author_sort Cheung, S
collection OXFORD
description A new algorithm for the determination of the initial flavour of $B_s^0$ mesons is presented. The algorithm is based on two neural networks and exploits the $b$ hadron production mechanism at a hadron collider. The first network is trained to select charged kaons produced in association with the $B_s^0$ meson. The second network combines the kaon charges to assign the $B_s^0$ flavour and estimates the probability of a wrong assignment. The algorithm is calibrated using data corresponding to an integrated luminosity of 3 fb$^{-1}$ collected by the LHCb experiment in proton-proton collisions at 7 and 8 TeV centre-of-mass energies. The calibration is performed in two ways: by resolving the $B_s^0$-$\bar{B}_s^0$ flavour oscillations in $B_s^0 \to D_s^- \pi^+$ decays, and by analysing flavour-specific $B_{s 2}^{*}(5840)^0 \to B^+ K^-$ decays. The tagging power measured in $B_s^0 \to D_s^- \pi^+$ decays is found to be $(1.80 \pm 0.19({\rm stat}) \pm 0.18({\rm syst}))$\%, which is an improvement of about 50\% compared to a similar algorithm previously used in the LHCb experiment.
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spelling oxford-uuid:7f0f4b9c-7e3d-4ec6-a7c3-e3595db31e7f2022-03-26T21:14:24ZA new algorithm for identifying the flavour of B0s mesons at LHCbJournal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:7f0f4b9c-7e3d-4ec6-a7c3-e3595db31e7fSymplectic Elements at OxfordInstitute of Physics2016Cheung, SEvans, TGandini, PHadavizadeh, THarnew, NHill, DJalocha, PJohn, MLupton, OMalde, SNandi, ATopp-Jorgenson, SWilkinson, GThe LHCb CollaborationA new algorithm for the determination of the initial flavour of $B_s^0$ mesons is presented. The algorithm is based on two neural networks and exploits the $b$ hadron production mechanism at a hadron collider. The first network is trained to select charged kaons produced in association with the $B_s^0$ meson. The second network combines the kaon charges to assign the $B_s^0$ flavour and estimates the probability of a wrong assignment. The algorithm is calibrated using data corresponding to an integrated luminosity of 3 fb$^{-1}$ collected by the LHCb experiment in proton-proton collisions at 7 and 8 TeV centre-of-mass energies. The calibration is performed in two ways: by resolving the $B_s^0$-$\bar{B}_s^0$ flavour oscillations in $B_s^0 \to D_s^- \pi^+$ decays, and by analysing flavour-specific $B_{s 2}^{*}(5840)^0 \to B^+ K^-$ decays. The tagging power measured in $B_s^0 \to D_s^- \pi^+$ decays is found to be $(1.80 \pm 0.19({\rm stat}) \pm 0.18({\rm syst}))$\%, which is an improvement of about 50\% compared to a similar algorithm previously used in the LHCb experiment.
spellingShingle Cheung, S
Evans, T
Gandini, P
Hadavizadeh, T
Harnew, N
Hill, D
Jalocha, P
John, M
Lupton, O
Malde, S
Nandi, A
Topp-Jorgenson, S
Wilkinson, G
The LHCb Collaboration
A new algorithm for identifying the flavour of B0s mesons at LHCb
title A new algorithm for identifying the flavour of B0s mesons at LHCb
title_full A new algorithm for identifying the flavour of B0s mesons at LHCb
title_fullStr A new algorithm for identifying the flavour of B0s mesons at LHCb
title_full_unstemmed A new algorithm for identifying the flavour of B0s mesons at LHCb
title_short A new algorithm for identifying the flavour of B0s mesons at LHCb
title_sort new algorithm for identifying the flavour of b0s mesons at lhcb
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