6 research outputs found
Novel approach to measure quark/gluon jets at the LHC
In this paper, we present a new proposal on how to measure quark/gluon jet
properties at the LHC. The measurement strategy takes advantage of the fact
that the LHC has collected data at different energies. Measurements at two or
more energies can be combined to yield distributions of any jet property
separated into quark and gluon jet samples on a statistical basis, without the
need for an independent event-by-event tag. We illustrate our method with a
variety of different angularity observables, and discuss how to narrow down the
search for the most useful observables.Comment: 20 pages, 30 figure
Application of Machine Learning Based Top Quark and W Jet Tagging to Hadronic Four-Top Final States Induced by SM as well as BSM Processes
We apply gradient boosting machine learning techniques to the problem of
hadronic jet substructure recognition using classical subjettiness variables
available within a common parameterized detector simulation package DELPHES.
Per-jet tagging classification is being explored. Jets produced in simulated
proton-proton collisions are identified as consistent with the hypothesis of
coming from the decay of a top quark or a W boson and are used to reconstruct
the mass of a hypothetical scalar resonance decaying to a pair of top quarks in
events where in total four top quarks are produced. Results are compared to the
case of a simple cut-based tagging technique for the stacked histograms of a
mixture of a Standard Model as well as the new physics process.Comment: Talk at the 16th International Workshop on Top Quark Physics
(Top2023), 24-29 September 202
Measurement of the 23Na(n,2n) cross section in 235U and 252Cf fission neutron spectra
The presented paper aims to compare the calculated and experimental reaction rates of 23Na(n,2n)22Na in a well-defined reactor spectra and in the spontaneous fission spectrum of 252Cf. The experimentally determined reaction rate, derived using gamma spectroscopy of irradiated NaF sample, is used for average cross section determination.Estimation of this cross-section is important as it is included in International Reactor Dosimetry and Fusion File and is also relevant to the correct estimation of long-term activity of Na coolant in Sodium Fast Reactors. The calculations were performed with the MCNP6 code using ENDF/B-VII.0, JEFF-3.1, JEFF-3.2, JENDL-3.3, JENDL-4, ROSFOND-2010, CENDL-3.1 and IRDFF nuclear data libraries. In the case of reactor spectrum, reasonable agreement was not achieved with any library. However, in the case of 252Cf spectrum agreement was achieved with IRDFF, JEFF-3.1 and JENDL libraries
Measurement of the
The presented paper aims to compare the calculated and experimental reaction rates of 23Na(n,2n)22Na in a well-defined reactor spectra and in the spontaneous fission spectrum of 252Cf. The experimentally determined reaction rate, derived using gamma spectroscopy of irradiated NaF sample, is used for average cross section determination.Estimation of this cross-section is important as it is included in International Reactor Dosimetry and Fusion File and is also relevant to the correct estimation of long-term activity of Na coolant in Sodium Fast Reactors. The calculations were performed with the MCNP6 code using ENDF/B-VII.0, JEFF-3.1, JEFF-3.2, JENDL-3.3, JENDL-4, ROSFOND-2010, CENDL-3.1 and IRDFF nuclear data libraries. In the case of reactor spectrum, reasonable agreement was not achieved with any library. However, in the case of 252Cf spectrum agreement was achieved with IRDFF, JEFF-3.1 and JENDL libraries