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Coordenação de Aperfeiçoamento de Pessoal de Nível Superior / Nesta dissertação apresento as atividades que foram desenvolvidas durante o período de mestrado, que teve como objetivo o desenvolvimento da Técnica de Análise de dados através do Método de Elemento de Matriz (ME) para procura do Bóson de Higgs no experimento CMS. A proposta foi utilizar uma técnica de análise de dados relativamente nova, conhecida como Método do Elemento de Matriz (ME). Esta técnica foi desenvolvida e utilizada recentemente para aplicação na física do quark top nos experimentos D0 e CDF do Tevatron (FERMILAB). Entretanto, ainda não existem estudos envolvendo a aplicação da mesma para a física do Higgs no LHC. O método de ME foi aplicado na procura do Higgs no canal de decaimento H → W+ W- →+ν-ν, qual os estudos atuais apontam como sendo um dos canais com maior potencial de descoberta, principalmente nesta fase inicial em que a estatística ainda será muito limitada. / We present the activities that were developed during the Master, which aimed at the development of the data analysis technique using the Matrix Element Method (ME) in the Higgs boson search in the CMS experiment. The proposal was to use a data analysis technique relatively new known as Matrix Element Method (ME). This technique was developed and used recently for application in the top quark physics in D0 and CDF experiments at the Tevatron (Fermilab). However, there are no studies involving the use of it in the physics of the Higgs at the LHC. The ME method was applied in the Higgs boson search in the decay channel H → W+ W- →+ν-ν , which the current studies indicate as being one of the channels with the highest potential for discovery, especially at this early stage in which the statistic is still very limited.

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior / Nesta dissertação apresento as atividades que foram desenvolvidas durante o período de mestrado, que teve como objetivo o desenvolvimento da Técnica de Análise de dados através do Método de Elemento de Matriz (ME) para procura do Bóson de Higgs no experimento CMS. A proposta foi utilizar uma técnica de análise de dados relativamente nova, conhecida como Método do Elemento de Matriz (ME). Esta técnica foi desenvolvida e utilizada recentemente para aplicação na física do quark top nos experimentos D0 e CDF do Tevatron (FERMILAB). Entretanto, ainda não existem estudos envolvendo a aplicação da mesma para a física do Higgs no LHC. O método de ME foi aplicado na procura do Higgs no canal de decaimento H → W+ W- →+ν-ν, qual os estudos atuais apontam como sendo um dos canais com maior potencial de descoberta, principalmente nesta fase inicial em que a estatística ainda será muito limitada. / We present the activities that were developed during the Master, which aimed at the development of the data analysis technique using the Matrix Element Method (ME) in the Higgs boson search in the CMS experiment. The proposal was to use a data analysis technique relatively new known as Matrix Element Method (ME). This technique was developed and used recently for application in the top quark physics in D0 and CDF experiments at the Tevatron (Fermilab). However, there are no studies involving the use of it in the physics of the Higgs at the LHC. The ME method was applied in the Higgs boson search in the decay channel H → W+ W- →+ν-ν , which the current studies indicate as being one of the channels with the highest potential for discovery, especially at this early stage in which the statistic is still very limited.

Les travaux présentés au sein de cette thèse s'inscrivent dans le cadre de la mesure de la masse du quark top dans le canal de désintégration électron-muon. Cette mesure expérimentale est réalisée à l'aide de la méthode des éléments de matrice et à partir des événements produits par le LHC à une énergie dans le centre de masse de 8 TeV et enregistrés par le détecteur ATLAS en 2012. Après une introduction du contexte phénoménologique associé au modèle standard et à la physique du quark top, une description du détecteur ATLAS, de la simulation et de la reconstruction des événements de collisions est donnée. La première analyse présentée a été réalisée en début de thèse et estime l'impact qu'a l'installation d'une nouvelle couche de pixels dans le détecteur ATLAS, au plus proche du point de collision, sur les performances d'étiquetages des jets de b lors de prises de données à une énergie dans le centre de masse de 13 TeV enregistrées à partir de 2015. La seconde partie est consacrée à la mesure de la masse du quark top. Après avoir décrit la sélection à laquelle cette analyse est liée, l'étalonnage de la méthode des éléments de matrice est présenté. La masse du quark top mesurée est :m_top = 172,40 ± 0,35 (stat.) ± 1,12 (syst.) GeV.Cette mesure est obtenue avec une précision de 0,64% et est compatible à la fois avec la combinaison mondiale de la masse du quark top et avec les mesures récentes publiées par la collaboration ATLAS. / The work presented in this thesis lies within the scope of the measurement of the top quark mass in the decay channel electron-muon. This experimental measurement is achieved by the use of the matrix element method with events produced at LHC at a centre of mass energy of 8 TeV and collected by the ATLAS detector in 2012. After introducing the theoretical context of the Standard Model and the physics of the top quark, a detailed description of the ATLAS detector design and of both the event simulation and reconstruction is given. The first analysis presented was done during the beginning of the thesis and focuses on the impact of the insertion of an innermost new pixel layer in the ATLAS detector on the b-tagging performance during the data taking starting in 2015 with an centre of mass energy of 13 TeV. The second part of the thesis is dedicated the top quark mass measurement. After reviewing the selection procedure to which the analysis is linked, the calibration of the matrix element method is presented. The top quark mass is measured as :m_top = 172,40 ± 0,35 (stat.) ± 1,12 (syst.) GeV.This measurement is obtained with a precision of 0.64% and is compatible with both the World combination of the top quark mass and with recent measurements published by the ATLAS collaboration.

Studies of minimum bias events at colliders probe the behavior of QCD in the non-perturbative regime. The phenomenology of events in this regime is described by empirical models that take many parameters, which all need to be tuned to the observed data. Measurements based on angular correlations between the highest transverse momentum charged particle track and the other charged particle tracks in collision events can, because of their robustness against experimental and detector effects, be a component of the tuning inputs for the models. We measure such observables in a variety of pseudorapidity ranges and at many center-of-mass energies at DØ and ATLAS. We observe that such observables are poorly described by current models and tunes that are used to produce simulated event samples, making them valuable information for the tuning process. The Matrix Element method is a powerful analysis tool to extract precise measurements from data samples of limited statistics. We have investigated the potential of the Matrix Element method to measure the mass of the charged Higgs in the exclusive decay H±→τ±ν→e±+3ν when produced in top quark decays at the Tevatron, with emphasis on the construction of transfer functions in the τ decay chain. We concluded that the τ decay chain can be successfully parametrized via a transfer function and that the method has the potential to provide an accurate charged Higgs mass measurement in this channel. Triggering on τ leptons is a key component for many beyond the Standard Model searches at ATLAS, such as the search for the charged Higgs boson. Events containing Z bosons can be used to measure the efficiency of the ATLAS τ hadronic-decay trigger. We have used a tag-and-probe method on simulated Z boson decays to 2 τ leptons where one decays to a μ while the other decays hadronically. The μ is used as the tag and the τ side is probed. We demonstrated that the efficiency of the τ hadronic-decay trigger can be accurately measured with this method using the first 100 pb-1 of ATLAS data. / Felaktigt tryckt som Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology 732

Cette thèse présente une étude détaillée de l'état final avec un boson Z se désintégrant en deux leptons, produit dans le détecteur CMS au LHC. Pour identifier cette topologie, des algorithmes sophistiqués d'étiquetage des jets b ont été utilisés, et la calibration de l'un d'entre eux, Jet Probability, est exposée. Une étude de la dégradation de cet algorithme à hautes énergies a été menée et une amélioration des performances a pu être notée. Cette étude est suivie par une recherche du boson de Higgs du modèle standard (MS) se désintégrant en deux quarks b, et produit en association avec un boson Z (canal ZH), à l'aide de la Méthode des Éléments de Matrice (MEM) et deux algorithmes d'étiquetage des jets b: JP et Combined Secondary Vertex (CSV). La MEM est un outil perfectionné qui produit une variable discriminante par événement, appelée poids. Pour l'appliquer, plusieurs lots de fonctions de transfert ont été produits. Le résultat final renvoie une limite observée sur le taux de production de ZH avec le rapport d'embranchement H → bb de 5.46xσMS en utilisant CSV et de 4.89xσMS en faisant usage de JP : un léger excès de données est observé seulement pour CSV. Enfin, à partir de l'analyse précédente, une recherche de nouvelle physique modèle-indépendante a été faite. Le but était de discriminer entre eux les processus du MS afin de catégoriser l'espace de phase Zbb, à l'aide d'une méthode récursive basée sur les poids de la MEM. Des paramètres libres ont été ajustés pour obtenir la meilleure limite d'exclusion pour le signal ZH. En utilisant la meilleure configuration trouvée, la limite calculée est de 3.58xσMS, proche de celle obtenue avec l'analyse précédente. / This thesis presents a detailed study of the final state with the Z boson decaying into two leptons, produced in the CMS detector at the LHC. In order to tag this topology, sophisticated b jet tagging algorithms have been used, and the calibration of one of them, the Jet Probability (JP) tagger is exposed. A study of the tagger degradation at high energy has been done and led to a small gain of performance. This investigation is followed by the search for the associated production of the standard model (SM) Higgs boson with a Z boson and decaying into two b quarks (ZH channel), using the Matrix Element Method (MEM) and two b-taggers: JP and Combined Secondary Vertex (CSV). The MEM is an advanced tool that produces an event-by-event discriminating variable, called weight. To apply it, several sets of transfer function have been produced. The final results give an observed limit on the ZH production cross section with the H → bb branching ratio of 5.46xσSM when using the CSV tagger and 4.89xσSM when using the JP algorithm: a small excess of data is observed only for CSV. Finally, based on the previous analysis, a model-independent search of new physics has been performed. The goal was to discriminate all the SM processes to categorize the Zbb phase space, with a recursive approach using the MEM weights. Free parameters had to be tuned in order to find the best exclusion limit on the ZH signal strength. For the best configuration, the computed limit was 3.58xσSM, close to the one obtained with the dedicated search.

In dieser Arbeit wird eine kombinierte Messung der elektro-schwachen Produktion einzelner Top-Quarks im s- und t-Kanal vorgestellt. Der analysierte Datensatz von Proton-Proton-Kollisionsereignissen wurde im Jahr 2012 mit dem ATLAS Detektor am Large Hadron Collider bei einer Schwerpunktsenergie von 8 TeV aufgezeichnet und entspricht einer integrierten Luminosität von 20.3 fb^{-1}. Die Ereignisauswahl beschränkt sich auf Ereignisse mit einem isolierten Elektron oder Myon und zwei Jets. Mit Hilfe der Matrix Element Methode werden Prozess-Likelihoods berechnet. Aus diesen wird eine Diskriminante gebildet um Signal- und Untergrundereignisse voneinander zu trennen. Die Wirkungsquerschnitte für die Produktion einzelner Top-Quarks wurden mittels eines kombinierten Maximum Likelihoods Fits zu sigma_{s} = 4,9 +- 1,7 pb und sigma_{t} = 82,32^{+7,0}_{-5,5} pb bestimmt. Die Korrelation zwischen beiden Messungen beträgt 8%. Diese beiden Ergebnisse werden zusammen mit einer unabhängigen Messung der assoziierten Wt Produktion verwendet um zwei Parameter, cquer_{phiq} und cquer_{qq}, im Rahmen einer effektiven Feldtheorie zu bestimmen. Notwendige Akzeptanzkorrekturen wurden mit Hilfe schneller und vereinfachter Detektorsimulationen ermittelt. Diese Korrekturen werden in dem statistischen Modell zur Bestimmung der effektiven Feldtheorie-Parametern berücksichtigt. Die kleinsten Intervalle, welche 95,5% des gesamten Wahrscheinlichkeitsbereichs entsprechen, sind -0,132 < cquer_{phiq} < 0,048 und -0,0283 < cquer_{qq} < 0,0062 für die beiden Kopplungsparameter. / This thesis presents a combined measurement of single top-quark production in the s and t-channel with the ATLAS detector at the Large Hadron Collider. The 2012 data set of proton--proton collisions at a centre-of-mass energy of 8 TeV corresponding to an integrated luminosity of 20.3 fb^{-1} is used. The event selection for both channels requires one isolated electron or muon and two jets in the final state. In order to separate signal from background events, a discriminant variable is built from likelihoods obtained with the matrix element method. The cross section for both channels are determined by a combined maximum likelihood fit, which yields sigma_{s} = 4.9 +- 1.7 pb and sigma_{t} = 82.32^{+7.0}_{-5.5} pb for the s-channel and t-channel, respectively. The correlation of the two cross section measurements is 8%. These results together with an independent measurement of the associated Wt production are used to set limits on two parameters, cbar_{phiq} and cbar_{qq}, within the framework of an effective field theory. Acceptance corrections are derived as a function of the model parameters by using fast and simplified detector simulations. These corrections are included in the statistical model and the smallest intervals that correspond to 95.5% probability are -0.132 < cbar_{phiq} < 0.048 and -0.0283 < cbar_{qq} < 0.0062 for the two parameters.

Hochenergiephysikanalysen zielen darauf ab, das Standardmodell—die gemeinhin akzeptierte Theorie—zu testen. Für überzeugende Schlüsse, sind Analysemethoden nötig, welche einen eindeutigen Vergleich zwischen Daten und Theorie ermöglichen und zuverlässige Abschätzung der Unsicherheiten erlauben. Die Matrixelement-Methode (MEM) ist eine Maximum-Likelihood-Methode, welche speziell auf Signalsuche und Parameterschätzung an Beschleunigern zugeschnitten ist. Die MEM hat sich durch optimale Nutzung vorhandener Information und sauberer statistischer Interpretation der Ergebnisse als vorteilhaft erwiesen. Sie hat jedoch einen großen Nachteil: In der Originalformulierung ist die Berechnung der Likelihood intrinsisch auf die erste störungstheoretische Ordnung in der Kopplung limitiert. Höhere Ordnungskorrekturen verbessern die Genauigkeit theoretischer Vorhersagen und erlauben eindeutige feldtheoretische Interpretation der gewonnen Informationen. In dieser Arbeit wird erstmalig die MEM unter Einbezug der Korrekturen der nächstführenden Ordnung (NLO) der QCD-Kopplung durch Definition von Ereignisgewichten für die Berechnung der Likelihood präsentiert. Diese Gewichte ermöglichen auch die Erzeugung ungewichteter Ereignisse, welche dem in NLO-Genauigkeit berechneten Wirkungsquerschnitt folgen. Der Methode wird anhand von Top-Quark-Ereignissen veranschaulicht. Die Top-Quark-Masse wird aus den erzeugten Ereignissen mithilfe der MEM in NLO-Genauigkeit bestimmt. Die erhaltenen Schätzer stimmen mit den Eingabewerten aus der Ereigniserzeugung überein. Wiederholung der Massenbestimmung aus denselben Ereignissen, ohne NLO-Korrekturen in den Vorhersagen, führt zu verfälschten Schätzern. Diese Verschiebungen werden nicht durch abgeschätzte theoretische Unsicherheiten berücksichtigt, was die Abschätzung der theoretischen Unsicherheiten der Analyse in führender Ordnung unzuverlässig macht. Die Resultate unterstreichen die Wichtigkeit der Berücksichtigung von NLO-Korrekturen in der MEM. / Analyses in high energy physics aim to put the Standard Model—the commonly accepted theory—to test. For convincing conclusions, analysis methods are needed which offer an unambiguous comparison between data and theory while allowing reliable estimates of uncertainties. The Matrix Element Method (MEM) is a Maximum Likelihood method which is especially tailored for signal searches and parameter estimation at colliders. The MEM has proven to be beneficial due to optimal use of the available information and a clean statistical interpretation of the results. But it has a big drawback: In its original formulation, the likelihood calculation is intrinsically limited to the leading perturbative order in the coupling. Higher-order corrections improve the accuracy of theoretical predictions and allow for unambiguous field-theoretical interpretation of the extracted information. In this work, the MEM incorporating corrections of next-to-leading order (NLO) in QCD by defining event weights suited for the likelihood calculation is presented for the first time. These weights also enable the generation of unweighted events following the cross section calculated at NLO accuracy. The method is demonstrated for top-quark events. The top-quark mass is determined with the MEM at NLO accuracy from the generated events. The extracted estimators are in agreement with the input values from the event generation. Repeating the mass determinations from the same events, without NLO corrections in the predictions, results in biased estimators. These shifts may not be accounted for by estimated theoretical uncertainties rendering the estimation of the theoretical uncertainties unreliable in the leading-order analysis. The results emphasise the importance of the inclusion of NLO corrections into the MEM.