27 research outputs found
Single top production in PDF fits
Abstract: We study the impact of recent LHC t-channel single top-quark and top-antiquark measurements at centre-of-mass energies of 7, 8 and 13 TeV on the parton distribution functions (PDFs) of the proton. We consider, namely, total cross sections, top-antitop cross section ratios, and differential distributions. We present a critical appraisal of the data, studying in particular how their description is affected by the theoretical details that enter the computation of the corresponding observables: QCD and electroweak higher-order corrections, the flavour scheme, and the value of the bottom-quark threshold. We perform a series of fits to the data within the NNPDF3.1 framework, whereby next-to-next-to-leading order QCD corrections are applied to single top measurements in a systematic way. We find that there exists an optimal combination of data that maximises consistency with the rest of the dataset, and efficiency in constraining the up, down and, partially, gluon PDFs
Parton distributions in the SMEFT from high-energy Drell-Yan tails
Abstract: The high-energy tails of charged- and neutral-current Drell-Yan processes provide important constraints on the light quark and anti-quark parton distribution functions (PDFs) in the large-x region. At the same time, short-distance new physics effects such as those encoded by the Standard Model Effective Field Theory (SMEFT) would induce smooth distortions to the same high-energy Drell-Yan tails. In this work, we assess for the first time the interplay between PDFs and EFT effects for high-mass Drell-Yan processes at the LHC and quantify the impact that the consistent joint determination of PDFs and Wilson coefficients has on the bounds derived for the latter. We consider two well-motivated new physics scenarios: 1) electroweak oblique corrections (Ŵ, Ŷ) and 2) four-fermion interactions potentially related to the LHCb anomalies in R(K(*)). We account for available Drell-Yan data, both from unfolded cross sections and from searches, and carry out dedicated projections for the High-Luminosity LHC. Our main finding is that, while the interplay between PDFs and EFT effects remains moderate for the current dataset, it will become a significant challenge for EFT analyses at the HL-LHC
A first determination of parton distributions with theoretical uncertainties
The parton distribution functions (PDFs) which characterize the structure of
the proton are currently one of the dominant sources of uncertainty in the
predictions for most processes measured at the Large Hadron Collider (LHC).
Here we present the first extraction of the proton PDFs that accounts for the
missing higher order uncertainty (MHOU) in the fixed-order QCD calculations
used in PDF determinations. We demonstrate that the MHOU can be included as a
contribution to the covariance matrix used for the PDF fit, and then introduce
prescriptions for the computation of this covariance matrix using scale
variations. We validate our results at next-to-leading order (NLO) by
comparison to the known next order (NNLO) corrections. We then construct
variants of the NNPDF3.1 NLO PDF set that include the effect of the MHOU, and
assess their impact on the central values and uncertainties of the resulting
PDFs
Parton distributions with theory uncertainties: general formalism and first phenomenological studies
Abstract: We formulate a general approach to the inclusion of theoretical uncertainties, specifically those related to the missing higher order uncertainty (MHOU), in the determination of parton distribution functions (PDFs). We demonstrate how, under quite generic assumptions, theory uncertainties can be included as an extra contribution to the covariance matrix when determining PDFs from data. We then review, clarify, and systematize the use of renormalization and factorization scale variations as a means to estimate MHOUs consistently in deep inelastic and hadronic processes. We define a set of prescriptions for constructing a theory covariance matrix using scale variations, which can be used in global fits of data from a wide range of different processes, based on choosing a set of independent scale variations suitably correlated within and across processes. We set up an algebraic framework for the choice and validation of an optimal prescription by comparing the estimate of MHOU encoded in the next-to-leading order (NLO) theory covariance matrix to the observed shifts between NLO and NNLO predictions. We perform a NLO PDF determination which includes the MHOU, assess the impact of the inclusion of MHOUs on the PDF central values and uncertainties, and validate the results by comparison to the known shift between NLO and NNLO PDFs. We finally study the impact of the inclusion of MHOUs in a global PDF determination on LHC cross-sections, and provide guidelines for their use in precision phenomenology. In addition, we also compare the results based on the theory covariance matrix formalism to those obtained by performing PDF determinations based on different scale choices
An open-source machine learning framework for global analyses of parton distributions
Abstract: We present the software framework underlying the NNPDF4.0 global determination of parton distribution functions (PDFs). The code is released under an open source licence and is accompanied by extensive documentation and examples. The code base is composed by a PDF fitting package, tools to handle experimental data and to efficiently compare it to theoretical predictions, and a versatile analysis framework. In addition to ensuring the reproducibility of the NNPDF4.0 (and subsequent) determination, the public release of the NNPDF fitting framework enables a number of phenomenological applications and the production of PDF fits under user-defined data and theory assumptions
Ethnic and mouse strain differences in central corneal thickness and association with pigmentation phenotype
The cornea is a transparent structure that permits the refraction of light into the eye. Evidence from a range of studies indicates that central corneal thickness (CCT) is strongly genetically determined. Support for a genetic component comes from data showing significant variation in CCT between different human ethnic groups. Interestingly, these studies also appear to show that skin pigmentation may influence CCT. To validate these observations, we undertook the first analysis of CCT in an oculocutaneous albinism (OCA) and Ugandan cohort, populations with distinct skin pigmentation phenotypes. There was a significant difference in the mean CCT of the OCA, Ugandan and Australian-Caucasian cohorts (Ugandan: 517.3±37 µm; Caucasian: 539.7±32.8 µm, OCA: 563.3±37.2 µm; p<0.001). A meta-analysis of 53 studies investigating the CCT of different ethnic groups was then performed and demonstrated that darker skin pigmentation is associated with a thinner CCT (p<0.001). To further verify these observations, we measured CCT in 13 different inbred mouse strains and found a significant difference between the albino and pigmented strains (p = 0.008). Specific mutations within the melanin synthesis pathway were then investigated in mice for an association with CCT. Significant differences between mutant and wild type strains were seen with the nonagouti (p<0.001), myosin VA (p<0.001), tyrosinase (p = 0.025) and tyrosinase related protein (p = 0.001) genes. These findings provide support for our hypothesis that pigmentation is associated with CCT and identifies pigment-related genes as candidates for developmental determination of a non-pigmented structure.David P. Dimasi, Alex W. Hewitt, Kenneth Kagame, Sam Ruvama, Ludovica Tindyebwa, Bastien Llamas, Kirsty A. Kirk, Paul Mitchell, Kathryn P. Burdon and Jamie E. Crai
Recommended from our members
Single Top Production in PDF fits
We study the impact of recent LHC -channel single top-quark and
top-antiquark measurements at centre-of-mass energies of 7, 8 and 13 TeV on the
parton distribution functions (PDFs) of the proton. We consider, namely, total
cross sections, top-antitop cross section ratios, and differential
distributions. We present a critical appraisal of the data, studying in
particular how their description is affected by the theoretical details that
enter the computation of the corresponding observables: QCD and electroweak
higher-order corrections, the flavour scheme, and the value of the bottom-quark
threshold. We perform a series of fits to the data within the NNPDF3.1
framework, whereby next-to-next-to-leading order QCD corrections are applied to
single top measurements in a systematic way. We find that there exists an
optimal combination of data that maximises consistency with the rest of the
dataset, and efficiency in constraining the up, down and, partially, gluon
PDFs
Recommended from our members
Precision Frontiers in Proton Structure and their Interplay with the Search for New Physics
The landscape in the search for new physics is shifting from dedicated searches to a focus on finding small deviations from the Standard Model (SM) via indirect methods. To this end, there is a need for our knowledge of SM backgrounds to be as precise as possible, through precise knowledge of partonic scattering amplitudes, proton structure and SM parameters. Alongside this, the frameworks that are available for characterising deviations, such as the SM Effective Field Theory (SMEFT), must be utilised effectively such that in the future it would be possible to confidently characterise a deviation that may be due to new physics.
In this thesis we will present work that is a part of both of these complementary programmes. In the field of SM proton structure we will present work that aims to increase both the accuracy and precision of the parton distribution functions (PDFs) of the proton, and thereby increase the accuracy and precision of Large Hadron Collider (LHC) cross section predictions. This work takes the form of projects that seek to systematically include (i) scale uncertainties and (ii) data from single top production in PDFs for the first time. While, on the topic of improving our ability to characterise new physics, we will present work that assesses the importance of accounting for new physics effects in PDF determinations when constraining the very same new physics contributions with the SMEFT. This work is an important step in working towards the development of a new framework that can be used to accurately constrain new physics at the LHC via statistical analyses that treat all ingredients entering theoretical predictions consistently
Recommended from our members
Single top production in PDF fits
Abstract: We study the impact of recent LHC t-channel single top-quark and top-antiquark measurements at centre-of-mass energies of 7, 8 and 13 TeV on the parton distribution functions (PDFs) of the proton. We consider, namely, total cross sections, top-antitop cross section ratios, and differential distributions. We present a critical appraisal of the data, studying in particular how their description is affected by the theoretical details that enter the computation of the corresponding observables: QCD and electroweak higher-order corrections, the flavour scheme, and the value of the bottom-quark threshold. We perform a series of fits to the data within the NNPDF3.1 framework, whereby next-to-next-to-leading order QCD corrections are applied to single top measurements in a systematic way. We find that there exists an optimal combination of data that maximises consistency with the rest of the dataset, and efficiency in constraining the up, down and, partially, gluon PDFs
Recommended from our members
Single top production in PDF fits
Abstract: We study the impact of recent LHC t-channel single top-quark and top-antiquark measurements at centre-of-mass energies of 7, 8 and 13 TeV on the parton distribution functions (PDFs) of the proton. We consider, namely, total cross sections, top-antitop cross section ratios, and differential distributions. We present a critical appraisal of the data, studying in particular how their description is affected by the theoretical details that enter the computation of the corresponding observables: QCD and electroweak higher-order corrections, the flavour scheme, and the value of the bottom-quark threshold. We perform a series of fits to the data within the NNPDF3.1 framework, whereby next-to-next-to-leading order QCD corrections are applied to single top measurements in a systematic way. We find that there exists an optimal combination of data that maximises consistency with the rest of the dataset, and efficiency in constraining the up, down and, partially, gluon PDFs