D. Shuman
Lawrence Berkeley National Laboratory
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Featured researches published by D. Shuman.
Journal of High Energy Physics | 2015
P. Ferrario; D. Lorca; J.J. Gómez-Cadenas; G. Martínez-Lema; A. Martínez; J.F. Toledo; V. Álvarez; R. Esteve; S. Cebrián; A. Para; A. Cervera; F.P. Santos; E.D.C. Freitas; C.A.N. Conde; A. Laing; L. Ripoll; J. T. White; S. Cárcel; V.M. Gehman; P. Novella; A. L. Ferreira; P. Lebrun; F.J. Mora; F. Monrabal; A. Simón; A. Goldschmidt; N. López-March; D. Shuman; I.G. Irastorza; M. Querol
A bstractThe NEXT experiment aims to observe the neutrinoless double beta decay of 136Xe in a high-pressure xenon gas TPC using electroluminescence (EL) to amplify the signal from ionization. One of the main advantages of this technology is the possibility to reconstruct the topology of events with energies close to Qββ. This paper presents the first demonstration that the topology provides extra handles to reject background events using data obtained with the NEXT-DEMO prototype.Single electrons resulting from the interactions of 22Na 1275 keV gammas and electronpositron pairs produced by conversions of gammas from the 228Th decay chain were used to represent the background and the signal in a double beta decay. These data were used to develop algorithms for the reconstruction of tracks and the identification of the energy deposited at the end-points, providing an extra background rejection factor of 24.3 ± 1.4 (stat.)%, while maintaining an efficiency of 66.7 ± 1.% for signal events.
Advances in High Energy Physics | 2014
J. J. Gómez Cadenas; V. Álvarez; F.I.G.M. Borges; S. Cárcel; J. Castel; S. Cebrián; A. Cervera; C.A.N. Conde; T. Dafni; T.H.V.T. Dias; J. Díaz; M Egorov; R. Esteve; P. Evtoukhovitch; L.M.P. Fernandes; P. Ferrario; A. L. Ferreira; E.D.C. Freitas; V.M. Gehman; A. Gil; A. Goldschmidt; Haley Louise Gomez; D. González-Díaz; R.M. Gutiérrez; J. M. Hauptman; J. A. Hernando Morata; D C Herrera; F. J. Iguaz; I. G. Irastorza; M A Jinete
NEXT is an experiment dedicated to neutrinoless double beta decay searches in xenon. The detector is a TPC, holding 100 kg of high-pressure xenon enriched in the 136Xe isotope. It is under construction in the Laboratorio Subterraneo de Canfranc in Spain, and it will begin operations in 2015. The NEXT detector concept provides an energy resolutionbetter than 1% FWHM and a topological signal that can be used to reduce the background. Furthermore, the NEXT technology can be extrapolated to a 1 ton-scale experiment.
Journal of Instrumentation | 2017
J. Renner; A. Farbin; J. Muñoz Vidal; J.M. Benlloch-Rodríguez; A. Botas; P. Ferrario; J.J. Gómez-Cadenas; V. Álvarez; C.D.R. Azevedo; F.I.G.M. Borges; S. Cárcel; J.V. Carrión; S. Cebrián; A Cervera; C.A.N. Conde; J. Díaz; M. Diesburg; R. Esteve; L.M.P. Fernandes; A. L. Ferreira; E.D.C. Freitas; A. Goldschmidt; D. González-Díaz; R.M. Gutiérrez; J. M. Hauptman; C.A.O. Henriques; J. A. Hernando Morata; V. Herrero; B.J.P. Jones; L. Labarga
We investigate the potential of using deep learning techniques to reject background events in searches for neutrinoless double beta decay with high pressure xenon time projection chambers capable of detailed track reconstruction. The differences in the topological signatures of background and signal events can be learned by deep neural networks via training over many thousands of events. These networks can then be used to classify further events as signal or background, providing an additional background rejection factor at an acceptable loss of efficiency. The networks trained in this study performed better than previous methods developed based on the use of the same topological signatures by a factor of 1.2 to 1.6, and there is potential for further improvement.
Journal of High Energy Physics | 2016
P. Ferrario; A. Laing; N. López-March; J.J. Gómez-Cadenas; V. Álvarez; C.D.R. Azevedo; F.I.G.M. Borges; S. Cárcel; S. Cebrián; A. Cervera; C.A.N. Conde; T. Dafni; J. Díaz; M. Diesburg; R. Esteve; L.M.P. Fernandes; A. L. Ferreira; E.D.C. Freitas; V.M. Gehman; A. Goldschmidt; D. González-Díaz; R.M. Gutiérrez; J. M. Hauptman; C.A.O. Henriques; J. A. Hernando Morata; I.G. Irastorza; L. Labarga; P. Lebrun; I. Liubarsky; D. Lorca
A bstractThe NEXT experiment aims to observe the neutrinoless double beta decay of 136Xe in a high-pressure xenon gas TPC using electroluminescence (EL) to amplify the signal from ionization. One of the main advantages of this technology is the possibility to reconstruct the topology of events with energies close to Qββ. This paper presents the first demonstration that the topology provides extra handles to reject background events using data obtained with the NEXT-DEMO prototype.Single electrons resulting from the interactions of 22Na 1275 keV gammas and electronpositron pairs produced by conversions of gammas from the 228Th decay chain were used to represent the background and the signal in a double beta decay. These data were used to develop algorithms for the reconstruction of tracks and the identification of the energy deposited at the end-points, providing an extra background rejection factor of 24.3 ± 1.4 (stat.)%, while maintaining an efficiency of 66.7 ± 1.% for signal events.
Journal of Instrumentation | 2014
D. Lorca; J. Martín-Albo; A. Laing; P. Ferrario; J.J. Gómez-Cadenas; V. Álvarez; F.I.G.M. Borges; M. Camargo; S. Cárcel; S. Cebrián; A Cervera; C.A.N. Conde; T. Dafni; J. Díaz; R. Esteve; L.M.P. Fernandes; A. L. Ferreira; E.D.C. Freitas; V.M. Gehman; A. Goldschmidt; Haley Louise Gomez; D González-Díaz; R.M. Gutiérrez; J. M. Hauptman; J. A. Hernando Morata; D C Herrera; I.G. Irastorza; L. Labarga; I. Liubarsky; M. Losada
The NEXT experiment aims to observe the neutrinoless double beta decay of
Lawrence Berkeley National Laboratory | 2003
S.S. Yu; André Anders; F.M. Bieniosek; S. Eylon; E. Henestroza; P.K. Roy; D. Shuman; W.L. Waldron; William Sharp; D. V. Rose; Dale Welch; Philip C. Efthimion; Eric Gilson
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Journal of Instrumentation | 2015
L. Serra; M. Sorel; V. Álvarez; F.I.G.M. Borges; M. Camargo; S. Cárcel; S. Cebrián; A Cervera; C.A.N. Conde; T. Dafni; J. Díaz; R. Esteve; L.M.P. Fernandes; P. Ferrario; A. L. Ferreira; E.D.C. Freitas; V.M. Gehman; A. Goldschmidt; J.J. Gómez-Cadenas; D González-Díaz; R.M. Gutiérrez; J. M. Hauptman; J. A. Hernando Morata; D C Herrera; I.G. Irastorza; L. Labarga; A. Laing; I. Liubarsky; N. López-March; D. Lorca
Xe in a high pressure gas TPC using electroluminescence (EL) to amplify the signal from ionization. Understanding the response of the detector is imperative in achieving a consistent and well understood energy measurement. The abundance of xenon k-shell x-ray emission during data taking has been identified as a multitool for the characterisation of the fundamental parameters of the gas as well as the equalisation of the response of the detector. The NEXT-DEMO prototype is a ~1.5 kg volume TPC filled with natural xenon. It employs an array of 19 PMTs as an energy plane and of 256 SiPMs as a tracking plane with the TPC light tube and SiPM surfaces being coated with tetraphenyl butadiene (TPB) which acts as a wavelength shifter for the VUV scintillation light produced by xenon. This paper presents the measurement of the properties of the drift of electrons in the TPC, the effects of the EL production region, and the extraction of position dependent correction constants using K
Review of Scientific Instruments | 2005
P.K. Roy; S.S. Yu; E. Henestroza; S. Eylon; D. Shuman; J. Ludvig; Frank Bieniosek; W.L. Waldron; W. Greenway; D. Vanecek; Ryan Hannink; Monserrat Amezcua
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arXiv: Instrumentation and Detectors | 2015
S. Cebrián; J. Pérez; I. Bandac; L. Labarga; V. Álvarez; A. I. Barrado; A. Bettini; F.I.G.M. Borges; M. Camargo; S. Cárcel; A. Cervera; C.A.N. Conde; E. Conde; T. Dafni; J. Díaz; R. Esteve; L.M.P. Fernandes; M. Fernández; P. Ferrario; E.D.C. Freitas; V.M. Gehman; A. Goldschmidt; J.J. Gómez-Cadenas; D. González-Díaz; R.M. Gutiérrez; J. M. Hauptman; J. A. Hernando Morata; D C Herrera; I.G. Irastorza; A. Laing
X-ray deposits. These constants were used to equalise the response of the detector to deposits left by gammas from
bipolar/bicmos circuits and technology meeting | 2003
D. Shuman; S. Eylon; E. Henestroza; P.K. Roy; W.L. Waldron; S.S. Yu; T. Houck
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