32 research outputs found
EOS -- A Software for Flavor Physics Phenomenology
I present EOS, an open-source software dedicated to a variety of tasks in the
processing of flavor physics observables. EOS is written in C++ and offers both
a C++ and a Python interface. It is developed for three main tasks, the
production of theoretical predictions for flavor physics observables; the
inference of theoretical parameters from an extensible database of likelihoods;
and the production of Monte Carlo samples of flavor processes for sensitivity
studies.Comment: 9 pages, 4 figure
Dispersive analysis of local form factors
We perform an analysis of local form factors. We
use dispersive techniques to provide a model-independent parametrisation of the
form factors that can be used in the whole kinematic region. We use lattice QCD
data to constrain the free parameters in the form factors expansion, which is
further constrained by endpoint relations, dispersive bounds, and SCET
relations. We analyse different scenarios, where we expand the form factors up
to different orders, and their viability. Finally, we use our results to obtain
predictions for some observables in
decays, as the differential branching ratio, the forward-backwards lepton
asymmetry and the branching ratio of .
Finally, we provide a python notebook based on the software EOS to reproduce
our result.Comment: 21 pages, 4 figures, 1 ancillary file, v2: correction of typos, v3:
version accepted in JHE
Testable likelihoods for beyond-the-standard model fits
Studying potential BSM effects at the precision frontier requires accurate transfer of information from low-energy measurements to high-energy BSM models. We propose to use normalising flows to construct likelihood functions that achieve this transfer. Likelihood functions constructed in this way provide the means to generate additional samples and admit a âtrivialâ goodness-of-fit test in form of a Ï2 test statistic. Here, we study a particular form of normalising flow, apply it to a multi-modal and non-Gaussian example, and quantify the accuracy of the likelihood function and its test statistic
Prospects for searches of decays at FCC-ee
We investigate the physics reach and potential for the study of various
decays involving a transition at the Future Circular
Collider running electron-positron collisions at the -pole (FCC-ee). Signal
and background candidates, which involve inclusive contributions from
, and final states, are simulated for a proposed
multi-purpose detector. Signal candidates are selected using two Boosted
Decision Tree algorithms. We determine expected relative sensitivities of
, , and for the branching fractions of the
, , and decays, respectively. In addition, we investigate the impact of
detector design choices related to particle-identification and vertex
resolution. The phenomenological impact of such measurements on the extraction
of Standard Model and new physics parameters is also studied
Dispersive analysis of B â K (*) and B s â Ï form factors
We propose a stronger formulation of the dispersive (or unitarity) bounds Ă la Boyd-Grinstein-Lebed (BGL), which are commonly applied in analyses of the hadronic form factors for B decays. In our approach, the existing bounds are split into several new bounds, thereby disentangling form factors that are jointly bounded in the common approach. This leads to stronger constraints for these objects, to a significant simplification of our numerical analysis, and to the removal of spurious correlations among the form factors. We apply these novel bounds to BÂŻâKÂŻâ and BÂŻsâÏ form factors by fitting them to purely theoretical constraints. Using a suitable parametrization, we take into account the form factorsâ below-threshold branch cuts arising from on-shell BÂŻsÏ0 and BÂŻsÏ0Ï0 states, which so-far have been ignored in the literature. In this way, we eliminate a source of hard-to-quantify systematic uncertainties. We provide machine readable files to obtain the full set of the BÂŻâKÂŻâ and BÂŻsâÏ form factors in and beyond the entire semileptonic phase space
Prospects for searches of b â sÎœ Îœ ÂŻ decays at FCC-ee
We investigate the physics reach and potential for the study of various decays involving a bâsÎœÎœÂŻ transition at the Future Circular Collider running electron-positron collisions at the Z-pole (FCC-ee). Signal and background candidates, which involve inclusive Z contributions from bbÂŻ, ccÂŻ and uds final states, are simulated for a proposed multi-purpose detector. Signal candidates are selected using two Boosted Decision Tree algorithms. We determine expected relative sensitivities of 0.53%, 1.20%, 3.37% and 9.86% for the branching fractions of the B0âKâ0ÎœÎœÂŻ, Bs0âÏÎœÎœÂŻ, B0âKS0ÎœÎœÂŻ and Îb0âÎÎœÎœÂŻ decays, respectively. In addition, we investigate the impact of detector design choices related to particle-identification and vertex resolution. The phenomenological impact of such measurements on the extraction of Standard Model and new physics parameters is also studied
Analysis of the Ï ( 3770 ) resonance in line with unitarity and analyticity constraints
We study the inclusive and exclusive cross sections of e+e-âhadrons for center-of-mass energies between 3.70 and 3.83GeV to infer the mass, width, and couplings of the Ï(3770) resonance. By using a coupled-channel K-matrix approach, we setup our analysis to respect unitarity and the analyticity properties of the underlying scattering amplitudes. We fit several models to the full dataset and identify our nominal results through a statistical model comparison. We find that, accounting for the interplay between the Ï(2S) and the Ï(3770), no further pole is required to describe the Ï(3770) line shape. In particular we derive from the pole location MÏ(3770)=3778.8±0.3MeV and ÎÏ(3770)=25.0±0.5MeV. Moreover, we find the decay to D+D- and D0DÂŻ0 to be consistent with isospin symmetry and derive an upper bound on the branching ratio B(Ï(3770)ânon-DDÂŻ)<6% at 90% probability
Toward a complete description of b â uââ v within the Weak Effective Theory decays
We fit the available data on exclusive semileptonic b â uâ âÎœÂŻ decays within the Standard Model and in the Weak Effective Theory. Assuming Standard Model dynamics,we find |Vub| = 3.59+0.13â0.12 Ă 10â3. Lifting this assumption, we obtain stringent constraintson the coefficients of the ub`Îœ sector of the Weak Effective Theory. Performing a Bayesian model comparison, we find that a beyond the Standard Model interpretation is favoured over a Standard Model interpretation of the available data. We provide a Gaussian mixturemodel that enables the efficient use of our fit results in subsequent analyses beyond the Standard Model, within and beyond the framework of the Standard Model Effective Field Theory
Maximizing the physics potential of B±âϱΌ+ÎŒâ decays
We present a method that maximizes the experimental sensitivity to new physics contributions in ±â±âą+âąâ decays. This method relies on performing an unbinned maximum likelihood fit to both the measured dimuon 2 distribution of ±â±âą+âąâ decays, and theory calculations at spacelike 2, where QCD predictions are most reliable. Using known properties of the decay amplitude we employ a dispersion relation to describe the nonlocal hadronic contributions across spacelike and time like 2 regions. The fit stability and the sensitivity to new physics couplings and new sources of âą-violation are studied for current and future data-taking scenarios, with the LHCb experiment as an example. The proposed method offers a precise and reliable way to search for new physics in these decays
Constructing model-agnostic likelihoods, a method for the reinterpretation of particle physics results
Experimental High Energy Physics has entered an era of precision measurements. However, measurements of many of the accessible processes assume that the final statesâ underlying kinematic distribution is the same as the Standard Model prediction. This assumption introduces an implicit model-dependency into the measurement, rendering the reinterpretation of the experimental analysis complicated without reanalysing the underlying data. We present a novel reweighting method in order to perform reinterpretation of particle physics measurements. It makes use of reweighting the Standard Model templates according to kinematic signal distributions of alternative theoretical models, prior to performing the statistical analysis. The generality of this method allows us to perform statistical inference in the space of theoretical parameters, assuming different kinematic distributions, according to a beyond Standard Model prediction. We implement our method as an extension to the pyhf software and interface it with the EOS software, which allows us to perform flavor physics phenomenology studies. Furthermore, we argue that, beyond the pyhf or HistFactory likelihood specification, only minimal information is necessary to make a likelihood model-agnostic and hence easily reinterpretable. We showcase that publishing such likelihoods is crucial for a full exploitation of experimental results