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Measurement of lepton-jet correlation in deep-inelastic scattering with the H1 detector using machine learning for unfolding
The first measurement of lepton-jet momentum imbalance and azimuthal correlation in lepton-proton scattering at high momentum transfer is presented. These data, taken with the H1 detector at HERA, are corrected for detector effects using an unbinned machine learning algorithm (multifold), which cons...
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| Lenguaje: | eng |
| Publicado: |
2021
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| Materias: | |
| Acceso en línea: | https://dx.doi.org/10.1103/PhysRevLett.128.132002 http://cds.cern.ch/record/2779624 |
| _version_ | 1780971818873520128 |
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| author | Andreev, V. Arratia, M. Baghdasaryan, A. Baty, A. Begzsuren, K. Belousov, A. Bolz, A. Boudry, V. Brandt, G. Britzger, D. Buniatyan, A. Bystritskaya, L. Campbell, A.J. Avila, K.B. Cantun Cerny, K. Chekelian, V. Chen, Z. Contreras, J.G. Mendez, L. Cunqueiro Cvach, J. Dainton, J.B. Daum, K. Deshpande, A. Diaconu, C. Eckerlin, G. Egli, S. Elsen, E. Favart, L. Fedotov, A. Feltesse, J. Fleischer, M. Fomenko, A. Gal, C. Gayler, J. Goerlich, L. Gogitidze, N. Gouzevitch, M. Grab, C. Greenshaw, T. Grindhammer, G. Haidt, D. Henderson, R.C.W. Hessler, J. Hladký, J. Hoffmann, D. Horisberger, R. Hreus, T. Huber, F. Jacobs, P.M. Jacquet, M. Janssen, T. Jung, A.W. Jung, H. Kapichine, M. Katzy, J. Kiesling, C. Klein, M. Kleinwort, C. Klest, H.T. Kogler, R. Kostka, P. Kretzschmar, J. Krücker, D. Krüger, K. Landon, M.P.J. Lange, W. Laycock, P. Lee, S.H. Levonian, S. Lin, J. Lipka, K. List, B. List, J. Li, W. Lobodzinski, B. Malinovski, E. Martyn, H.-U. Maxfield, S.J. Mehta, A. Meyer, A.B. Meyer, J. Mikocki, S. Mondal, M.M. Morozov, A. Müller, K. Nachman, B. Naumann, Th. Newman, P.R. Niebuhr, C. Nowak, G. Olsson, J.E. Ozerov, D. Park, S. Pascaud, C. Patel, G.D. Perez, E. Petrukhin, A. Picuric, I. Pitzl, D. Polifka, R. Preins, S. Radescu, V. Raicevic, N. Ravdandorj, T. Reimer, P. Rizvi, E. Robmann, P. Roosen, R. Rostovtsev, A. Rotaru, M. Sankey, D.P.C. Sauter, M. Sauvan, E. Schmitt, S. Schmookler, B.A. Schoeffel, L. Schöning, A. Sefkow, F. Shushkevich, S. Soloviev, Y. Sopicki, P. South, D. Spaskov, V. Specka, A. Steder, M. Stella, B. Straumann, U. Sun, C. Sykora, T. Thompson, P.D. Traynor, D. Tseepeldorj, B. Tu, Z. Valkárová, A. Vallée, C. Van Mechelen, P. Wegener, D. Wünsch, E. Žáček, J. Zhang, J. Zhang, Z. Žlebčík, R. Zohrabyan, H. Zomer, F. |
| author_facet | Andreev, V. Arratia, M. Baghdasaryan, A. Baty, A. Begzsuren, K. Belousov, A. Bolz, A. Boudry, V. Brandt, G. Britzger, D. Buniatyan, A. Bystritskaya, L. Campbell, A.J. Avila, K.B. Cantun Cerny, K. Chekelian, V. Chen, Z. Contreras, J.G. Mendez, L. Cunqueiro Cvach, J. Dainton, J.B. Daum, K. Deshpande, A. Diaconu, C. Eckerlin, G. Egli, S. Elsen, E. Favart, L. Fedotov, A. Feltesse, J. Fleischer, M. Fomenko, A. Gal, C. Gayler, J. Goerlich, L. Gogitidze, N. Gouzevitch, M. Grab, C. Greenshaw, T. Grindhammer, G. Haidt, D. Henderson, R.C.W. Hessler, J. Hladký, J. Hoffmann, D. Horisberger, R. Hreus, T. Huber, F. Jacobs, P.M. Jacquet, M. Janssen, T. Jung, A.W. Jung, H. Kapichine, M. Katzy, J. Kiesling, C. Klein, M. Kleinwort, C. Klest, H.T. Kogler, R. Kostka, P. Kretzschmar, J. Krücker, D. Krüger, K. Landon, M.P.J. Lange, W. Laycock, P. Lee, S.H. Levonian, S. Lin, J. Lipka, K. List, B. List, J. Li, W. Lobodzinski, B. Malinovski, E. Martyn, H.-U. Maxfield, S.J. Mehta, A. Meyer, A.B. Meyer, J. Mikocki, S. Mondal, M.M. Morozov, A. Müller, K. Nachman, B. Naumann, Th. Newman, P.R. Niebuhr, C. Nowak, G. Olsson, J.E. Ozerov, D. Park, S. Pascaud, C. Patel, G.D. Perez, E. Petrukhin, A. Picuric, I. Pitzl, D. Polifka, R. Preins, S. Radescu, V. Raicevic, N. Ravdandorj, T. Reimer, P. Rizvi, E. Robmann, P. Roosen, R. Rostovtsev, A. Rotaru, M. Sankey, D.P.C. Sauter, M. Sauvan, E. Schmitt, S. Schmookler, B.A. Schoeffel, L. Schöning, A. Sefkow, F. Shushkevich, S. Soloviev, Y. Sopicki, P. South, D. Spaskov, V. Specka, A. Steder, M. Stella, B. Straumann, U. Sun, C. Sykora, T. Thompson, P.D. Traynor, D. Tseepeldorj, B. Tu, Z. Valkárová, A. Vallée, C. Van Mechelen, P. Wegener, D. Wünsch, E. Žáček, J. Zhang, J. Zhang, Z. Žlebčík, R. Zohrabyan, H. Zomer, F. |
| author_sort | Andreev, V. |
| collection | CERN |
| description | The first measurement of lepton-jet momentum imbalance and azimuthal correlation in lepton-proton scattering at high momentum transfer is presented. These data, taken with the H1 detector at HERA, are corrected for detector effects using an unbinned machine learning algorithm (multifold), which considers eight observables simultaneously in this first application. The unfolded cross sections are compared with calculations performed within the context of collinear or transverse-momentum-dependent factorization in quantum chromodynamics as well as Monte Carlo event generators. |
| id | cern-2779624 |
| institution | Organización Europea para la Investigación Nuclear |
| language | eng |
| publishDate | 2021 |
| record_format | invenio |
| spelling | cern-27796242023-06-28T08:07:03Zdoi:10.1103/PhysRevLett.128.132002http://cds.cern.ch/record/2779624engAndreev, V.Arratia, M.Baghdasaryan, A.Baty, A.Begzsuren, K.Belousov, A.Bolz, A.Boudry, V.Brandt, G.Britzger, D.Buniatyan, A.Bystritskaya, L.Campbell, A.J.Avila, K.B. CantunCerny, K.Chekelian, V.Chen, Z.Contreras, J.G.Mendez, L. CunqueiroCvach, J.Dainton, J.B.Daum, K.Deshpande, A.Diaconu, C.Eckerlin, G.Egli, S.Elsen, E.Favart, L.Fedotov, A.Feltesse, J.Fleischer, M.Fomenko, A.Gal, C.Gayler, J.Goerlich, L.Gogitidze, N.Gouzevitch, M.Grab, C.Greenshaw, T.Grindhammer, G.Haidt, D.Henderson, R.C.W.Hessler, J.Hladký, J.Hoffmann, D.Horisberger, R.Hreus, T.Huber, F.Jacobs, P.M.Jacquet, M.Janssen, T.Jung, A.W.Jung, H.Kapichine, M.Katzy, J.Kiesling, C.Klein, M.Kleinwort, C.Klest, H.T.Kogler, R.Kostka, P.Kretzschmar, J.Krücker, D.Krüger, K.Landon, M.P.J.Lange, W.Laycock, P.Lee, S.H.Levonian, S.Lin, J.Lipka, K.List, B.List, J.Li, W.Lobodzinski, B.Malinovski, E.Martyn, H.-U.Maxfield, S.J.Mehta, A.Meyer, A.B.Meyer, J.Mikocki, S.Mondal, M.M.Morozov, A.Müller, K.Nachman, B.Naumann, Th.Newman, P.R.Niebuhr, C.Nowak, G.Olsson, J.E.Ozerov, D.Park, S.Pascaud, C.Patel, G.D.Perez, E.Petrukhin, A.Picuric, I.Pitzl, D.Polifka, R.Preins, S.Radescu, V.Raicevic, N.Ravdandorj, T.Reimer, P.Rizvi, E.Robmann, P.Roosen, R.Rostovtsev, A.Rotaru, M.Sankey, D.P.C.Sauter, M.Sauvan, E.Schmitt, S.Schmookler, B.A.Schoeffel, L.Schöning, A.Sefkow, F.Shushkevich, S.Soloviev, Y.Sopicki, P.South, D.Spaskov, V.Specka, A.Steder, M.Stella, B.Straumann, U.Sun, C.Sykora, T.Thompson, P.D.Traynor, D.Tseepeldorj, B.Tu, Z.Valkárová, A.Vallée, C.Van Mechelen, P.Wegener, D.Wünsch, E.Žáček, J.Zhang, J.Zhang, Z.Žlebčík, R.Zohrabyan, H.Zomer, F.Measurement of lepton-jet correlation in deep-inelastic scattering with the H1 detector using machine learning for unfoldinghep-phParticle Physics - Phenomenologyhep-exParticle Physics - ExperimentThe first measurement of lepton-jet momentum imbalance and azimuthal correlation in lepton-proton scattering at high momentum transfer is presented. These data, taken with the H1 detector at HERA, are corrected for detector effects using an unbinned machine learning algorithm (multifold), which considers eight observables simultaneously in this first application. The unfolded cross sections are compared with calculations performed within the context of collinear or transverse-momentum-dependent factorization in quantum chromodynamics as well as Monte Carlo event generators.The first measurement of lepton-jet momentum imbalance and azimuthal correlation in lepton-proton scattering at high momentum transfer is presented. These data, taken with the H1 detector at HERA, are corrected for detector effects using an unbinned machine learning algorithm OmniFold, which considers eight observables simultaneously in this first application. The unfolded cross sections are compared to calculations performed within the context of collinear or transverse-momentum-dependent (TMD) factorization in Quantum Chromodynamics (QCD) as well as Monte Carlo event generators. The measurement probes a wide range of QCD phenomena, including TMD parton distribution functions and their evolution with energy in so far unexplored kinematic regions.arXiv:2108.12376DESY 21-130oai:cds.cern.ch:27796242021-08-27 |
| spellingShingle | hep-ph Particle Physics - Phenomenology hep-ex Particle Physics - Experiment Andreev, V. Arratia, M. Baghdasaryan, A. Baty, A. Begzsuren, K. Belousov, A. Bolz, A. Boudry, V. Brandt, G. Britzger, D. Buniatyan, A. Bystritskaya, L. Campbell, A.J. Avila, K.B. Cantun Cerny, K. Chekelian, V. Chen, Z. Contreras, J.G. Mendez, L. Cunqueiro Cvach, J. Dainton, J.B. Daum, K. Deshpande, A. Diaconu, C. Eckerlin, G. Egli, S. Elsen, E. Favart, L. Fedotov, A. Feltesse, J. Fleischer, M. Fomenko, A. Gal, C. Gayler, J. Goerlich, L. Gogitidze, N. Gouzevitch, M. Grab, C. Greenshaw, T. Grindhammer, G. Haidt, D. Henderson, R.C.W. Hessler, J. Hladký, J. Hoffmann, D. Horisberger, R. Hreus, T. Huber, F. Jacobs, P.M. Jacquet, M. Janssen, T. Jung, A.W. Jung, H. Kapichine, M. Katzy, J. Kiesling, C. Klein, M. Kleinwort, C. Klest, H.T. Kogler, R. Kostka, P. Kretzschmar, J. Krücker, D. Krüger, K. Landon, M.P.J. Lange, W. Laycock, P. Lee, S.H. Levonian, S. Lin, J. Lipka, K. List, B. List, J. Li, W. Lobodzinski, B. Malinovski, E. Martyn, H.-U. Maxfield, S.J. Mehta, A. Meyer, A.B. Meyer, J. Mikocki, S. Mondal, M.M. Morozov, A. Müller, K. Nachman, B. Naumann, Th. Newman, P.R. Niebuhr, C. Nowak, G. Olsson, J.E. Ozerov, D. Park, S. Pascaud, C. Patel, G.D. Perez, E. Petrukhin, A. Picuric, I. Pitzl, D. Polifka, R. Preins, S. Radescu, V. Raicevic, N. Ravdandorj, T. Reimer, P. Rizvi, E. Robmann, P. Roosen, R. Rostovtsev, A. Rotaru, M. Sankey, D.P.C. Sauter, M. Sauvan, E. Schmitt, S. Schmookler, B.A. Schoeffel, L. Schöning, A. Sefkow, F. Shushkevich, S. Soloviev, Y. Sopicki, P. South, D. Spaskov, V. Specka, A. Steder, M. Stella, B. Straumann, U. Sun, C. Sykora, T. Thompson, P.D. Traynor, D. Tseepeldorj, B. Tu, Z. Valkárová, A. Vallée, C. Van Mechelen, P. Wegener, D. Wünsch, E. Žáček, J. Zhang, J. Zhang, Z. Žlebčík, R. Zohrabyan, H. Zomer, F. Measurement of lepton-jet correlation in deep-inelastic scattering with the H1 detector using machine learning for unfolding |
| title | Measurement of lepton-jet correlation in deep-inelastic scattering with the H1 detector using machine learning for unfolding |
| title_full | Measurement of lepton-jet correlation in deep-inelastic scattering with the H1 detector using machine learning for unfolding |
| title_fullStr | Measurement of lepton-jet correlation in deep-inelastic scattering with the H1 detector using machine learning for unfolding |
| title_full_unstemmed | Measurement of lepton-jet correlation in deep-inelastic scattering with the H1 detector using machine learning for unfolding |
| title_short | Measurement of lepton-jet correlation in deep-inelastic scattering with the H1 detector using machine learning for unfolding |
| title_sort | measurement of lepton-jet correlation in deep-inelastic scattering with the h1 detector using machine learning for unfolding |
| topic | hep-ph Particle Physics - Phenomenology hep-ex Particle Physics - Experiment |
| url | https://dx.doi.org/10.1103/PhysRevLett.128.132002 http://cds.cern.ch/record/2779624 |
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measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT picurici measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT pitzld measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT polifkar measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT preinss measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT radescuv measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT raicevicn measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT ravdandorjt measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT reimerp measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT rizvie measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT robmannp measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT roosenr measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT rostovtseva measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT rotarum measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT sankeydpc measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT sauterm measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT sauvane measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT schmitts measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT schmooklerba measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT schoeffell measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT schoninga measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT sefkowf measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT shushkevichs measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT solovievy measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT sopickip measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT southd measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT spaskovv measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT speckaa measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT stederm measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT stellab measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT straumannu measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT sunc measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT sykorat measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT thompsonpd measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT traynord measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT tseepeldorjb measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT tuz measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT valkarovaa measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT valleec measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT vanmechelenp measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT wegenerd measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT wunsche measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT zacekj measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT zhangj measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT zhangz measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT zlebcikr measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT zohrabyanh measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding AT zomerf measurementofleptonjetcorrelationindeepinelasticscatteringwiththeh1detectorusingmachinelearningforunfolding |