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Novel Approach for Evaluating Detector-Related Uncertainties in a LArTPC Using MicroBooNE Data

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Novel Approach for Evaluating Detector-Related Uncertainties in a LArTPC Using MicroBooNE Data. / MicroBooNE Collaboration ; Blake, A.; Devitt, Alesha et al.
In: European Physical Journal C: Particles and Fields, Vol. 82, 454, 17.05.2022.

Research output: Contribution to Journal/MagazineJournal articlepeer-review

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MicroBooNE Collaboration, Blake A, Devitt A, Nowak J, Patel N, Thorpe C. Novel Approach for Evaluating Detector-Related Uncertainties in a LArTPC Using MicroBooNE Data. European Physical Journal C: Particles and Fields. 2022 May 17;82:454. doi: 10.1140/epjc/s10052-022-10270-8

Author

MicroBooNE Collaboration ; Blake, A. ; Devitt, Alesha et al. / Novel Approach for Evaluating Detector-Related Uncertainties in a LArTPC Using MicroBooNE Data. In: European Physical Journal C: Particles and Fields. 2022 ; Vol. 82.

Bibtex

@article{28834bf907f34d6d9d717357de2be851,
title = "Novel Approach for Evaluating Detector-Related Uncertainties in a LArTPC Using MicroBooNE Data",
abstract = " Primary challenges for current and future precision neutrino experiments using liquid argon time projection chambers (LArTPCs) include understanding detector effects and quantifying the associated systematic uncertainties. This paper presents a novel technique for assessing and propagating LArTPC detector-related systematic uncertainties. The technique makes modifications to simulation waveforms based on a parameterization of observed differences in ionization signals from the TPC between data and simulation, while remaining insensitive to the details of the detector model. The modifications are then used to quantify the systematic differences in low- and high-level reconstructed quantities. This approach could be applied to future LArTPC detectors, such as those used in SBN and DUNE. ",
keywords = "hep-ex, physics.ins-det",
author = "{MicroBooNE Collaboration} and MicroBooNE collaboration and P. Abratenko and R. An and J. Anthony and L. Arellano and J. Asaadi and A. Ashkenazi and S. Balasubramanian and B. Baller and G. Barr and V. Basque and L. Bathe-Peters and Rodrigues, {O. Benevides} and S. Berkman and A. Bhanderi and A. Bhat and M. Bishai and A. Blake and T. Bolton and Book, {J. Y.} and L. Camilleri and D. Caratelli and Terrazas, {I. Caro} and F. Cavanna and G. Cerati and D. Cianci and Conrad, {J. M.} and M. Convery and L. Cooper-Troendle and Crespo-Anad{\'o}n, {J. I.} and Tutto, {M. Del} and Dennis, {S. R.} and P. Detje and A. Devitt and R. Diurba and R. Dorrill and K. Duffy and S. Dytman and B. Eberly and A. Ereditato and R. Fine and Aguirre, {G. A. Fiorentini} and Fitzpatrick, {R. S.} and Fleming, {B. T.} and N. Foppiani and D. Franco and Furmanski, {A. P.} and D. Garcia-Gamez and Alesha Devitt and Jaroslaw Nowak and N. Patel and C. Thorpe",
note = "13 pages, 12 figures",
year = "2022",
month = may,
day = "17",
doi = "10.1140/epjc/s10052-022-10270-8",
language = "English",
volume = "82",
journal = "European Physical Journal C: Particles and Fields",
issn = "1434-6044",
publisher = "SPRINGER",

}

RIS

TY - JOUR

T1 - Novel Approach for Evaluating Detector-Related Uncertainties in a LArTPC Using MicroBooNE Data

AU - MicroBooNE Collaboration

AU - collaboration, MicroBooNE

AU - Abratenko, P.

AU - An, R.

AU - Anthony, J.

AU - Arellano, L.

AU - Asaadi, J.

AU - Ashkenazi, A.

AU - Balasubramanian, S.

AU - Baller, B.

AU - Barr, G.

AU - Basque, V.

AU - Bathe-Peters, L.

AU - Rodrigues, O. Benevides

AU - Berkman, S.

AU - Bhanderi, A.

AU - Bhat, A.

AU - Bishai, M.

AU - Blake, A.

AU - Bolton, T.

AU - Book, J. Y.

AU - Camilleri, L.

AU - Caratelli, D.

AU - Terrazas, I. Caro

AU - Cavanna, F.

AU - Cerati, G.

AU - Cianci, D.

AU - Conrad, J. M.

AU - Convery, M.

AU - Cooper-Troendle, L.

AU - Crespo-Anadón, J. I.

AU - Tutto, M. Del

AU - Dennis, S. R.

AU - Detje, P.

AU - Devitt, A.

AU - Diurba, R.

AU - Dorrill, R.

AU - Duffy, K.

AU - Dytman, S.

AU - Eberly, B.

AU - Ereditato, A.

AU - Fine, R.

AU - Aguirre, G. A. Fiorentini

AU - Fitzpatrick, R. S.

AU - Fleming, B. T.

AU - Foppiani, N.

AU - Franco, D.

AU - Furmanski, A. P.

AU - Garcia-Gamez, D.

AU - Devitt, Alesha

AU - Nowak, Jaroslaw

AU - Patel, N.

AU - Thorpe, C.

N1 - 13 pages, 12 figures

PY - 2022/5/17

Y1 - 2022/5/17

N2 - Primary challenges for current and future precision neutrino experiments using liquid argon time projection chambers (LArTPCs) include understanding detector effects and quantifying the associated systematic uncertainties. This paper presents a novel technique for assessing and propagating LArTPC detector-related systematic uncertainties. The technique makes modifications to simulation waveforms based on a parameterization of observed differences in ionization signals from the TPC between data and simulation, while remaining insensitive to the details of the detector model. The modifications are then used to quantify the systematic differences in low- and high-level reconstructed quantities. This approach could be applied to future LArTPC detectors, such as those used in SBN and DUNE.

AB - Primary challenges for current and future precision neutrino experiments using liquid argon time projection chambers (LArTPCs) include understanding detector effects and quantifying the associated systematic uncertainties. This paper presents a novel technique for assessing and propagating LArTPC detector-related systematic uncertainties. The technique makes modifications to simulation waveforms based on a parameterization of observed differences in ionization signals from the TPC between data and simulation, while remaining insensitive to the details of the detector model. The modifications are then used to quantify the systematic differences in low- and high-level reconstructed quantities. This approach could be applied to future LArTPC detectors, such as those used in SBN and DUNE.

KW - hep-ex

KW - physics.ins-det

U2 - 10.1140/epjc/s10052-022-10270-8

DO - 10.1140/epjc/s10052-022-10270-8

M3 - Journal article

VL - 82

JO - European Physical Journal C: Particles and Fields

JF - European Physical Journal C: Particles and Fields

SN - 1434-6044

M1 - 454

ER -