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Posts Tagged ‘neutrino physics’


NPP Seminar by Dorian Praia-Do-Amaral (Durham University, IPPP)

March 1st, 2022 by geurts

Date: Tuesday March  1, 2022 at 4pm
Location: online

Title: Discovering New Neutrino Physics at Dark Matter Direct Detection Experiments with Solar Neutrinos
Speaker: Dorian Praia-Do-Amaral (Durham University, IPPP)

Abstract

The next generation of dark matter direct detection experiments will become so sensitive that they will begin to expose themselves to an irreducible background of solar neutrinos, complicating the search for dark matter. However, this will also present them with the compelling opportunity to search for neutrino physics beyond the Standard Model. In this talk, I will show how direct detection experiments will be able to use solar neutrinos as invaluable messengers of potential light new physics in the neutrino sector.

I will begin with a short introduction to the gauged $U(1)_{L_\mu – L_\tau}$ model—an elegant possible extension to the Standard Model. This model introduces a new gauge boson that couples to neutrinos and can stand to not only resolve the observed tension in the muon’s anomalous magnetic moment, but also rectify the long-standing discrepancy between early- and late-time measurements of the Hubble constant. I will show that, by treating the solar neutrino rate as a signal, direct detection experiments will be sensitive to as-yet unprobed regions of this model’s parameter space able to explain both of these anomalies simultaneously. Furthermore, I will argue that, with some enhancements to its projected experimental configuration, the far-future experiment DARWIN will be able to make a 5$\sigma$ discovery of this new gauge boson.

These findings indicate that direct detection experiments will become key players in the search for new neutrino physics, providing us with entirely new information on physics beyond the Standard Model.

NPP Seminar by Lauren Yates (Fermilab)

February 22nd, 2022 by geurts

Date: Tuesday February  22, 2022 at 4pm
Location: HBH 227 + online

Title: Recent Results from MicroBooNE Addressing the MiniBooNE Anomaly
Speaker: Lauren Yates (Fermilab)

Abstract

The MicroBooNE experiment uses a liquid argon time projection chamber (LArTPC) located on-axis in the Booster Neutrino Beam at Fermilab to perform a wide variety of physics measurements. Recently, MicroBooNE released its first results addressing the nature of the anomalous excess of low-energy interactions previously observed by the MiniBooNE collaboration. This seminar will focus on an approach that isolates electron neutrino interactions consistent with the kinematics of charged-current quasi-elastic (CCQE) events. The topology of such signal events has a final state with one electron and one proton (1e1p). Multiple novel techniques are employed to identify a 1e1p final state, including particle identification that uses two methods of deep-learning-based LArTPC image analysis and event selection using a boosted decision-tree ensemble trained to recognize two-body scattering kinematics.

NPP Seminar by Corey James (ANL)

November 2nd, 2021 by geurts

Date: Tuesday Nov. 2, 2021 at 4pm
Location: online

Title: Machine Learning and Deep Learning in the NEXT Neutrinoless Double Beta Decay Experiment
Speaker: Corey James (ANL)

Abstract

In the search for experimental observation of neutrinoless double beta decay, the Neutrino Experiment with a Xenon TPC (NEXT) program seeks to leverage both state of the art energy resolution as well as high resolution topological discrimination to separate double beta decay candidates from radiogenic and other backgrounds. In this talk, I will describe the NEXT Program and highlight it’s use of artificial intelligence and machine learning techniques to search for neutrinoless double beta decay.