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Reconstruction of decays to merged photons using end-to-end deep learning with domain continuation in the CMS detector

Authors
Tumasyan, A.Adam, W.Andrejkovic, J.W.Bergauer, T.Chatterjee, S.Damanakis, K.Dragicevic, M.Del Valle, A. EscalanteFrühwirth, R.Jeitler, M.Krammer, N.Lechner, L.Liko, D.Mikulec, I.Paulitsch, P.Pitters, F.M.Schieck, J.Schöfbeck, R.Schwarz, D.Templ, S.Waltenberger, W.Wulz, C.-E.Darwish, M.R.De Wolf, E.A.Janssen, T.Kello, T.Lelek, A.Sfar, H. RejebVan Mechelen, P.Van Putte, S.Van Remortel, N.Bols, E.S.D’Hondt, J.De Moor, A.Delcourt, M.Faham, H.E.Lowette, S.Moortgat, S.Morton, A.Müller, D.Sahasransu, A.R.Tavernier, S.Van Doninck, W.Vannerom, D.Beghin, D.Clerbaux, B.De Lentdecker, G.Favart, L.Lee, K.Mahdavikhorrami, M.Makarenko, I.Paredes, S.Pétré, L.Popov, A.Postiau, N.Starling, E.Thomas, L.Vanden Bemden, M.Vander Velde, C.Vanlaer, P.Dobur, D.Knolle, J.Lambrecht, L.Mestdach, G.Niedziela, M.Rendón, C.Roskas, C.Samalan, A.Skovpen, K.Tytgat, M.Van Den Bossche, N.Vermassen, B.Wezenbeek, L.Benecke, A.Bethani, A.Bruno, G.Bury, F.Caputo, C.David, P.Delaere, C.Donertas, I.S.Giammanco, A.Jaffel, K.Jain, Sa.Lemaitre, V.Mondal, K.Prisciandaro, J.Taliercio, A.Tran, T.T.Vischia, P.Wertz, S.Alves, G.A.Hensel, C.Moraes, A.Teles, P. RebelloJúnior, W.L. AldáPereira, M. Alves GalloFilho, M. Barroso FerreiraMalbouisson, H. BrandaoCarvalho, W.Chinellato, J.Da Costa, E.M.Da Silveira, G.G.Damiao, D. De JesusSousa, V. Dos SantosDe Souza, S. FonsecaMartins, J.Herrera, C. MoraAmarilo, K. MotaMundim, L.Nogima, H.Santoro, A.Amaral, S.M. Silva DoSznajder, A.Thiel, M.De Araujo, F. Torres Da SilvaPereira, A. VilelaBernardes, C.A.Calligaris, L.Tomei, T. R. Fernandez PerezGregores, E.M.Lemos, D.S.Mercadante, P.G.Novaes, S.F.Padula, Sandra S.Aleksandrov, A.Antchev, G.Hadjiiska, R.Iaydjiev, P.Misheva, M.Rodozov, M.Shopova, M.Sultanov, G.Dimitrov, A.Ivanov, T.Litov, L.Pavlov, B.Petkov, P.Petrov, A.Cheng, T.Javaid, T.Mittal, M.Yuan, L.Ahmad, M.Bauer, G.Dozen, C.Hu, Z.Wang, Y.Yi, K.Chapon, E.Chen, G.M.Chen, H.S.Chen, M.Iemmi, F.Kapoor, A.Liao, H.Liu, Z.-A.Milosevic, V.Monti, F.Sharma, R.Tao, J.Thomas-Wilsker, J.Wang, J.Zhang, H.Zhao, J.Agapitos, A.An, Y.Ban, Y.Chen, C.Levin, A.Li, Q.Lyu, X.Mao, Y.Qian, S.J.Wang, D.Xiao, J.Yang, H.Lu, M.You, Z.Gao, X.Leggat, D.Okawa, H.Zhang, Y.Lin, Z.Xiao, M.Avila, C.Cabrera, A.Florez, C.Fraga, J.Guisao, J. MejiaRamirez, F.Alvarez, J.D. RuizGiljanovic, D.Godinovic, N.Lelas, D.Puljak, I.Antunovic, Z.Kovac, M.Sculac, T.Brigljevic, V.Ferencek, D.Majumder, D.Roguljic, M.Starodumov, A.Susa, T.Attikis, A.Christoforou, K.Kole, G.Kolosova, M.Konstantinou, S.Mousa, J.Nicolaou, C.Ptochos, F.Razis, P.A.Rykaczewski, H.Saka, H.Finger, M.Finger, M.Kveton, A.Ayala, E.Jarrin, E. CarreraAbdalla, H.Assran, Y.Lotfy, A.Mahmoud, M.A.Bhowmik, S.Dewanjee, R.K.Ehataht, K.Kadastik, M.Nandan, S.Nielsen, C.Pata, J.Raidal, M.Tani, L.Veelken, C.Eerola, P.Kirschenmann, H.Osterberg, K.Voutilainen, M.Bharthuar, S.Brücken, E.Garcia, F.Havukainen, J.Kim, M.S.Kinnunen, R.Lampén, T.Lassila-Perini, K.Lehti, S.Lindén, T.Lotti, M.Martikainen, L.Myllymäki, M.Ott, J.Rantanen, M. m.Siikonen, H.Tuominen, E.Tuominiemi, J.Luukka, P.Petrow, H.Tuuva, T.Amendola, C.Besancon, M.Couderc, F.Dejardin, M.Denegri, D.Faure, J.L.Ferri, F.Ganjour, S.Gras, P.de Monchenault, G. 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ElFay, J.Gascon, S.Gouzevitch, M.Ille, B.Laktineh, I.B.Lethuillier, M.Mirabito, L.Perries, S.Shchablo, K.Sordini, V.Torterotot, L.Vander Donckt, M.Viret, S.Chokheli, D.Lomidze, I.Tsamalaidze, Z.Botta, V.Feld, L.Klein, K.Lipinski, M.Meuser, D.Pauls, A.Röwert, N.Schulz, J.Teroerde, M.Dodonova, A.Eich, N.Eliseev, D.Erdmann, M.Fackeldey, P.Fischer, B.Hebbeker, T.Hoepfner, K.Ivone, F.Lee, M. y.Mastrolorenzo, L.Merschmeyer, M.Meyer, A.Mondal, S.Mukherjee, S.Noll, D.Novak, A.Pozdnyakov, A.Rath, Y.Reithler, H.Schmidt, A.Schuler, S.C.Sharma, A.Vigilante, L.Wiedenbeck, S.Zaleski, S.Dziwok, C.Flügge, G.Ahmad, W. HajHlushchenko, O.Kress, T.Nowack, A.Pooth, O.Roy, D.Stahl, A.Ziemons, T.Zotz, A.Petersen, H. AarupMartin, M. AldayaAsmuss, P.Baxter, S.Bayatmakou, M.Behnke, O.Martínez, A. BermúdezBhattacharya, S.Anuar, A.A. BinBlekman, F.Borras, K.Brunner, D.Campbell, A.Cardini, A.Cheng, C.Colombina, F.Rodríguez, S. ConsuegraSilva, G. CorreiaDe Silva, M.Didukh, L.Eckerlin, G.Eckstein, D.Banos, L.I. 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Issue Date
Sep-2023
Publisher
American Physical Society
Citation
Physical Review D, v.108, no.5, pp 1 - 34
Pages
34
Indexed
SCIE
SCOPUS
Journal Title
Physical Review D
Volume
108
Number
5
Start Page
1
End Page
34
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/196615
DOI
10.1103/PhysRevD.108.052002
ISSN
2470-0010
2470-0029
Abstract
A novel technique based on machine learning is introduced to reconstruct the decays of highly Lorentz-boosted particles. Using an end-to-end deep learning strategy, the technique bypasses existing rule-based particle reconstruction methods typically used in high energy physics analyses. It uses minimally processed detector data as input and directly outputs particle properties of interest. The new technique is demonstrated for the reconstruction of the invariant mass of particles decaying in the CMS detector. The decay of a hypothetical scalar particle Formula Presented into two photons, Formula Presented, is chosen as a benchmark decay. Lorentz boosts Formula Presented are considered, ranging from regimes where both photons are resolved to those where the photons are closely merged as one object. A training method using domain continuation is introduced, enabling the invariant mass reconstruction of unresolved photon pairs in a novel way. The new technique is validated using Formula Presented decays in LHC collision data.
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