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Portable Acceleration of CMS Computing Workflows with Coprocessors as a Service
- Hayrapetyan, Aram A.;
- Tumasyan, A. R.;
- Adam, Wolfgang;
- Andrejkovic, J. W.;
- Bergauer, Thomas;
- ... Lee, S. W.;
- ... Moon, C. S.;
- 외 2,294명
Citations
SCOPUS
4초록
Computing demands for large scientific experiments, such as the CMS experiment at the CERN LHC, will increase dramatically in the next decades. To complement the future performance increases of software running on central processing units (CPUs), explorations of coprocessor usage in data processing hold great potential and interest. Coprocessors are a class of computer processors that supplement CPUs, often improving the execution of certain functions due to architectural design choices. We explore the approach of Services for Optimized Network Inference on Coprocessors (SONIC) and study the deployment of this as-a-service approach in large-scale data processing. In the studies, we take a data processing workflow of the CMS experiment and run the main workflow on CPUs, while offloading several machine learning (ML) inference tasks onto either remote or local coprocessors, specifically graphics processing units (GPUs). With experiments performed at Google Cloud, the Purdue Tier-2 computing center, and combinations of the two, we demonstrate the acceleration of these ML algorithms individually on coprocessors and the corresponding throughput improvement for the entire workflow. This approach can be easily generalized to different types of coprocessors and deployed on local CPUs without decreasing the throughput performance. We emphasize that the SONIC approach enables high coprocessor usage and enables the portability to run workflows on different types of coprocessors. © The Author(s) 2024.
키워드
CMS; Machine learning; Offline and computing
- 제목
- Portable Acceleration of CMS Computing Workflows with Coprocessors as a Service
- 저자
- Hayrapetyan, Aram A.; Tumasyan, A. R.; Adam, Wolfgang; Andrejkovic, J. W.; Bergauer, Thomas; Chatterjee, Suman; Damanakis, Konstantinos; Dragicevic, Marko; Hussain, P. S.; Jeitler, Manfred A.; Krammer, Natascha; Li, A. J.; Liko, Dietrich; Mikulec, Ivan; Schieck, J.; Scḧofbeck, Robert; Schwarz, Dennis; Sonawane, Mangesh; Templ, Sebastian; Waltenberger, Wolfgang; Wulz, Claudia Elisabeth; Darwish, Mohamed Rashad; Janssen, T.; Mechelen, P. Van; Bols, E. Sørensen; D'Hondt, Jorgen; Dansana, S.; de Moor, Alexandre; Delcourt, Martin; El Faham, Hesham; Lowette, Steven; Makarenko, Inna V.; Muller, Dominik; Sahasransu, Abanti Ranadhir; Tavernier, Stefaan P.K.; Tytgat, Michael; Onsem, G. P.Van; Putte, S. Van; Vannerom, D.; Clerbaux, Barbara; Das, A. K.; de Lentdecker, Gilles; Favart, Laurent; Gianneios, P.; Hohov, Dmytro; Jaramillo, Johny; Khalilzadeh, A.; Khan, F. A.; Lee, Kisoo; Mahdavikhorrami, Mostafa; Malara, Andrea; Paredes, S.; Thomas, L.; Bemden, M. Vanden; Velde, Catherine Vander; Vanlaer, Pascal; de Coen, M.; Dobur, Didar; Hong, Yanwen; Knolle, Joscha; Lambrecht, Luka; Mestdach, G.; Amarilo, Kevin Mota; Rendon, C.; Samalan, Amrutha; Skovpen, Kirill Yu; Bossche, Nathan Van Den; Linden, J. Van Der; Wezenbeek, L.; Benecke, Anna; Bethani, Agni; Bruno, Giacomo; Caputo, Claudio; Delaere, Christophe; Donertas, I. S.; Giammanco, Andrea; Jaffel, K.; Jain, Sa; Lemaître, Vincent; Lidrych, Jindřich; Mastrapasqua, Paola; Mondal, Kuntal; Tran, T. T.; Wertz, Sébastien; Alves, Gilvan A.; Coelho, E. Alves; Hensel, Carsten; de Oliveira, Thales Menezes; Moraes, Arthur Marques; Rebello Teles, Patricia; Soeiro, M.; Júnior, W. L.Aldá; Pereira, M. Alves Gallo; Filho, M. Barroso Ferreira; Malbouisson, H. Brandao; Carvalho, W.; Chinellato, J.; da Costa, Eliza Melo; da Silveira, G. Gil; De Jesus Damiao, D.; de Souza, Sandro Fonseca; de Souza, R. Gomes; Martins, J.; Mora Herrera, C. M.; Mundim, L. M.; Nogima, Helio; Pinheiro, João Pedro Gomes; Santoro, A.; Sznajder, Andre A.; Thiel, M.; Vilela Pereira, Antonio; Bernardes, Cesar A.; Calligaris, Luigi; Tomei, Thiago Rafael Fernandez Perez; Gregores, E. M.; Mercadante, P. G.; Novaes, S. F.; Orzari, Breno; Padula, Sandra S.; Aleksandrov, A.; Antchev, G. H.; Hadjiiska, Roumyana Mileva; Iaydjiev, P. S.; Misheva, Milena H.; Shopova, M.; Sultanov, G.; Dimitrov, A.; Litov, Leandar B.; Pavlov, Borislav; Petkov, Plamen V.; Petrov, A.; Shumka, E.; Keshri, S.; Thakur, S.; Cheng, Tongguang; Javaid, Tahir; Yuan, L.; Hu, Zhen; Liu, Jinfeng; Yi, Kai; Chen, Guoming; Chen, Hesheng; Chen, Mingshui; Iemmi, Fabio; Jiang, C. H.; Kapoor, A.; Liao, H.; Liu, Zhen'an; Sharma, Ram Krishna; Song, Jianing; Tao, J.; Wang, Christina W.; Wang, Jian; Wang, Z.; Zhang, H. Q.; Agapitos, Antonios; Ban, Yong; Levin, Andrew Michael; Li, Congqiao; Li, Qiang; Mao, Yajun Nan; Qian, S. J.; Sun, Xiaohu; Wang, Dayong; Yang, H.; Zhang, Licheng; Zhou, Chen; You, Zhengyun; Lu, N.; Bauer, Gerry; Gao, Xuyang; Leggat, D.; Okawa, Hideki; Lin, Zhen; Lu, C.; Baringer, Philip S.; Ávila, Carlos A.; Trujillo, D. A.Barbosa; Cabrera, A.; Florez, C. A.; Fraga, Jorge F.; Vega, J. A.Reyes; Mejía-Guisao, Jhovanny Andres; Ramirez, F.; Rodriguez, M.; Alvarez, J. D.Ruiz; Giljanovic´, D.; Godinović, Nikola; Lelas, Damir; Sculac, A.; Kovač, Marko; Sculac, Toni; Bargassa, P.; Brigljevič, Vuko; Chitroda, B. K.; Ferencek, Dinko; Mishra, Saswat; Starodumov, Andrey; Šǔsa, Tatjana; Attikis, Alexandros; Christoforou, K.; Konstantinou, S.; Mousa, J.; Nicolaou, Ch; Ptochos, F.; Razis, P. A.; Rykaczewski, H.; Saka, H.; Stepennov, Anton; Finger, Miroslav; Květoň, Antonin; Ayala, Edy; Jarrin, E. Carrera; Abdelalim, Ahmed A.; Salama, E.; Mahmoud, Mohammed Attia; Mohammed, Y.; Ehatäht, Karl; Kadastik, Mario; Lange, T.; Nandan, Saswati; Nielsen, Christine Elizabeth; Pata, Joosep; Raidal, Martti; Tani, Laurits; Veelken, Christian; Kirschenmann, Henning; Österberg, Kenneth; Voutilainen, Mikko A.; Bharthuar, S.; Brücken, Erik J.; García, Francisco; Kallonen, Kimmo T.S.; Kinnunen, Ritva; Lampén, T.; Lassila-Perini, Kati; Lehti, Sami; Lindén, Tomas; Martikainen, Laura; Myllymäki, M.; Rantanen, Milla Maarit; Siikonen, H.; Tuominen, Eija; Tuominiemi, J. K.; Luukka, Panja Riina; Petrow, H.; Besançon, Marc; Couderc, Fabrice; Déjardin, Marc; Denegri, Daniel; Faure, J. L.; Ferri, Federico; Ganjour, Serguei; Gras, Phillippe; Hamel de Monchenault, Gautier; Lohezic, Victor; Malclès, Julie; Rander, J.; Rosowsky, A.; Şahin, Mehmet Ozgur; Savoy-Navarro, Aurore; Simkina, Polina; Titov, M.; Tornago, Marta; Barrera, C. Baldenegro; Beaudette, F.; Perraguin, Axel Buchot; Busson, P.; Cappati, Alessandra; Charlot, Claude; Chiusi, Marco; Damas, F. P.A.; Davignon, Olivier A.; de Wit, Adinda; Alves, Bruno A.Fontana Santos; Ghosh, Saptaparni; Gilbert, A. K.; Granier De Cassagnac, Raphaël Greiner; Hakimi, A.; Harikrishnan, B.; Kalipoliti, L.; Liu, Geliang; Motta, Jona; Nguyen, Matthew T.; Ochando, Christophe; Portalès, Louis; Salerno, R.; Sauvan, Jean Baptiste; Sirois, Y.; Tarabini, Alessandro; Vernazza, Elena; Zabi, Alexandre; Zghiche, Amina; Agram, Jean Laurent; Andrea, Jérémy; Apparu, D.; Bloch, Daniel; Brom, Jean Marie; Chabert, Eric C.; Collard, Caroline; Falke, Saskia; Goerlach, Ulrich; Grimault, C.; Haeberle, R.; Bihan, A. C.Le; Meena, Meena; Saha, Gourab; Sessini, M. A.; Hove, P. Van; Beauceron, Stéphanie; Blancon, B.; Boudoul, G.; Chanon, Nicolas Pierre; Choi, J.; Contardo, D.; Depasse, P.; Dozen, Candan; Mamouni, H. El; Fay, J.; Gascon, S.; Gouzevitch, Maxime G.; Greenberg, C.; Grenier, Gérald; Ille, B.; Laktineh, Imad B.; Lethuillier, Morgan; Mirabito, Laurent; Perriès, Stèphane; Purohit, Arnab; Donckt, Mathieu Vander; Verdier, Patrice; Xiao, Jie; Bagaturia, I.; Lomidze, I.; Tsamalaidze, Zviadi B.; Botta, Valeria; Feld, L.; Klein, Katja; Lipinski, Martin O.; Meuser, Danilo; Pauls, Alexander J.; Roewert, Nicolas M.; Teroerde, M.; Diekmann, Svenja; Dodonova, A.; Eich, Niclas Steve; Eliseev, Dmitry; Engelke, F.; Erdmann, Johannes; Erdmann, M.; Fackeldey, Peter; Fischer, Benjamin; Hebbeker, T.; Hoepfner, Kerstin; Ivone, Francesco; Jung, A.; Lee, M. Y.; Mausolf, Florian; Merschmeyer, M.; Meyer, Arnd B.; Mukherjee, Swagata; Noll, Dennis; Nowotny, F.; Pozdnyakov, Andrey; Rath, Yannic; Redjeb, Wahid; Rehm, Florian; Reithler, H.; Sarkar, Uttiya; Sarkisovi, Valentina; Schmidt, Alexander; Sharma, Abhishek; Späh, Jan Lukas; Stein, Annika; da Silva de Araujo, F. Torres; Vigilante, Lorenzo; Wiedenbeck, S.; Zaleski, S.; Dziwok, C.; Flügge, G.; Ahmad, W. Haj; Kress, T.; Nowack, A.; Pooth, O.; Stahl, Achim; Ziemons, T.; Zotz, A.; Petersen, Henriette Aarup; Aldaya Martin, Maria; Alimena, Juliette; Amoroso, Simone; An, Ying; Baxter, S.; Bayatmakou, M.; Gonzalez, H. Becerril; Behnke, Olaf; Belvedere, Alberto; Bhattacharya, Saptaparna; Blekman, Freya; Borras, Kerstin; Campbell, A. J.; Cardini, Alessandro; Cheng, Chilung; Colombina, Federica Cecilia; Rodriguez, Sandra Consuegra; Silva, Gilson Correia; de Silva, M.; Eckerlin, Guenter; Eckstein, Doris; Estévez Baños, Luis Ignacio; Filatov, O.; Gallo, E.; Geiser, Achim; Giraldi, Angela; Guglielmi, Valentina; Guthoff, Moritz; Hinzmann, Andreas; Jafari, Abideh; Jeppe, Laurids; Jomhari, Nazean Z.; Kaech, B.; Käsemann, Matthias; Kleinwort, Claus; Kogler, Roman; Komm, Matthias; Krücker, Dirk; Lange, Wolfgang; Pernia, Daina Leyva; Lipka, Katerina; Lohmann, W.; Mankel, Rainer; Melzer-Pellmann, Isabell Alissandra; Morentin, M. Mendizabal; Meyer, Andreas B.; Milella, Gabriele; Mussgiller, A.; Nair, Lakshmi Priya; Nürnberg, Andreas; Otarid, Younes; Park, Junesic Hoon; Adan, Danyer Pérez; Ranken, Evan; Raspereza, Alexei; Lopes, Beatriz Ribeiro; Rubenach, J.; Saggio, Alessia; Scham, Moritz A.W.; Schnake, Simon; Schütze, Paul; Schwanenberger, Christian; Selivanova, D. A.; Sharko, K.; Shchedrolosiev, Mykyta; Ricardo, R. E.Sosa; Stafford, Dominic; Vazzoler, Federico; Barroso, Ana Ventura; Walsh, Roberval; Wang, Quan; Wen, Yiwen; Wichmann, Katarzyna Helena; Wiens, L.; Wissing, Christoph; Yang, Yoo-cheol; Santos, Angelo Zimermmane Castro; Albrecht, A.; Albrecht, S.; Antonello, Massimiliano; Bein, Samuel; Benato, Lisa; Bollweg, Sasha; Bonanomi, Matteo; Connor, Patrick L.S.; Eich, Melanie; Morabit, K. El; Fischer, Yannick; Garbers, C.; Garutti, Erika; Grohsjean, Alexander; Haller, Johannes; Jabusch, Henrik R.; Kasieczka, Gregor; Keicher, P.; Klanner, R.; Korcari, William; Kramer, T.; Kutzner, Viktor; Labe, Finn; Lange, J.; Lobanov, Artur; Matthies, Ch; Mehta, Ankita; Moureaux, L.; Mrowietz, Malte; Nigamova, A. A.; Nissan, Y.; Paasch, Alexander M.; Rodriguez, Karla Josefina Pena; Quadfasel, Tobias; Raciti, Bianca; Rieger, M.; Savoiu, Daniel; Schindler, J.; Schleper, Peter; Schröder, Matthias; Schwandt, Joern; Sommerhalder, Manuel; Stadie, Hartmut; Steinbruc̈k, Georg; Tews, A.; Wolf, Matthias; Brommer, S.; Burkart, M.; Butz, Erik; Chwalek, Thorsten; Dierlamm, Alexander; Droll, A.; Faltermann, Nils; Giffels, Manuel; Gottmann, Artur; Hartmann, Frank; Hofsaess, Robin; Horzela, Maximilian M.; Husemann, Ulrich; Kieseler, Jan; Klute, Markus; Koppenhofer, Roland; Lawhorn, Jay M.; Link, M.; Lintuluoto, Adelina Eleonora; Maier, S.; Mitra, Soureek; Mormile, M.; Müller, Th; Neukum, Max; Oh, Minseok; Presilla, M.; Quast, Günter; Rabbertz, Klaus; Regnery, Brendan; Shadskiy, N.; Shvetsov, Ivan A.; Simonis, Hans Jrgen; Toms, Maria; Trevisani, Nicolò; Cube, R. F.Von; Wassmer, Michael; Wieland, S.; Wittig, F.; Wolf, Roger; Zuo, Xunwu; Anagnostou, Georgios; Daskalakis, Georgios J.; Kyriakis, Aristotelis; Papadopoulos, Alkiviadis; Stakia, Anna; Kontaxakis, Pantelis; Melachroinos, G.; Panagiotou, Apostolos D.; Papavergou, Ioanna; Paraskevas, Ioannis Apollon; Saoulidou, Niki; Theofilatos, Konstantinos; Tziaferi, Eirini; Vellidis, K.; Zisopoulos, I.; Bakas, Georgios; Chatzistavrou, T.; Karapostoli, Georgia; Kousouris, Konstantinos S.; Papakrivopoulos, Ioannis; Siamarkou, E.; Tsipolitis, G.; Zacharopoulou, A.; Adamidis, Konstantinos; Bestintzanos, Ioannis; Evangelou, Ioannis; Foüdas, Constantinos; Kamtsikis, C.; Katsoulis, P.; Kokkas, Panagiotis; Kioseoglou, Polidamas Georgios Kosmoglou; Manthos, Nikolaos; Papadopoulos, Ioannis; Strologas, John; Bartók, M.; Hajdú, Csaba F.; Horvath, DezsŐ; Márton, Krisztina; Siklér, Ferenc; Veszprémi, V.; Csanád, Máté; Farkas, Krisztián; Gadallah, M. M.A.; Kadlecsik, Ármin; Major, Péter; Mandal, K.; Pásztor, Gabriella; Rádl, Attila József; V́eres, Gábor I.; Raics, Péter; Újvári, Balázs; Zilizi, Gergo; Bencze, G. L.; Czellár, Sándor; Molnar, J.; Szillasi, Zoltan; Csörgo, T. F.; Nemes, F.; Novák, T.; Babbar, Jyoti; Bansal, Shafila; Beri, Suman B.; Bhatnagar, Vipin; Chaudhary, Geetanjali; Chauhan, S.; Dhingra, Nitish; Kaur, Ashpreet; Kaur, Harjot; Kaur, Manjit; Kumar, Sanjeev; Sandeep, Kakade; Sheokand, Tanvi; Singh, J. B.; Singla, Aayushi; Ahmed, A.; Bhardwaj, Ashutosh; Chhetri, A.; Choudhary, Brajesh Chandra; Kumar, Ashok; Naimuddin, Mohammad; Ranjan, Kirti; Saumya, Saumya; Baradia, Sweta; Barman, S.; Dutta, Shubham; Sarkar, Shilpa; Ameen, Mohammad Mohammad Mobassir; Behera, Prafulla Kumar; Behera, Subash Chandra; Chatterjee, Suman; Jana, Pranati; Kalbhor, P.; Komaragiri, Jyothsna Rani; Kumar, Deekshit; Pujahari, Prabhat R.; Saha, Nihar Ranjan; Sikdar, Anup Kumar; Verma, Sadhana; Dugad, Shashikant R.; Kumar, Mintu; Mohanty, Gagan B.; Suryadevara, Pruthvi; Bala, Anirban; Banerjee, Sw; Chatterjee, Rajdeep M.; Dewanjee, Ram Krishna; Guchait, Monoranjan; Jain, S. H.; Jaiswal, A.; Karmakar, S.; Kumar, Sandeep; Majumder, G.; Mazumdar, Kajari; Parolia, S.; Thachayath, A.; Bahinipati, Seema; Kar, Chandiprasad; Maity, D.; Mal, Prolay Kumar; Mishra, Tribeni; Bindhu, V. K.Muraleedharan Nair; Naskar, Kousik; Nayak, Aruna Kumar; Sadangi, Priyanka; Saha, Prafulla; Swain, Sanjay Kumar; Varghese, Sanu; Vats, Diwakar; Acharya, S.; Alpana, Alpana; Dube, Sourabh; Gomber, Bhawna; Kansal, B.; Laha, A.; Sahu, Bisnupriya; Sharma, Seema; Vaish, K. Y.; Bakhshiansohi, H.; Khazaie, E.; Zeinali, M.; Chenarani, S.; Etesami, S. M.; Khakzad, Mohsen; Mohammadi Najafabadi, Mojtaba; Grünewald, Martin W.; Abbrescia, Marcello; Aly, Reham; Colaleo, Anna; Creanza, Donato M.; D‘Anzi, Brunella; de Filippis, Nicola; de Palma, Mauro; Di Florio, Adriano; Elmetenawee, Walaa; Giacomelli, Paolo; Iaselli, Giuseppe; Louka, M.; Maggi, Giorgio Pietro; Maggi, Marcello; Margjeka, I.; Mastrapasqua, Vincenzo; My, S.; Nuzzo, Salvatore; Pellecchia, Antonello; Pompili, Alexis; Pugliese, Gabriella Maria Incoronata; Radogna, Raffaella; Ramirez-Sanchez, G.; Ramos Lopez, Dayron; Ranieri, Antonio; Silvestris, L.; Simone, Federica Maria; Sözbilir, Ü.; Stamerra, Anna; Venditti, Rosamaria; Verwilligen, Piet J.; Zaza, Angela; Abbiendi, Giovanni; Battilana, C.; Bonacorsi, Daniele; Borgonovi, Lisa; Campanini, Renato; Capiluppi, P.; Castro, A. J.; Cavallo, Francesca R.; Cuffiani, Marco; Dallavalle, G. M.; Diotalevi, Tommaso; Fanfani, Alessandra; Fasanella, Daniele; Giommi, Luca; Grandi, Claudio; Guiducci, L.; Meo, S. Lo; Lunerti, Leonardo; Marcellini, Stefano; Masetti, Gianni; Navarria, F. L.; Perrotta, Andrea; Primavera, F.; Rossi, Alberto M.; Rovelli, Tiziano; Siroli, Gian Piero; Costa, S.; Mattia, A. Di; Potenza, Renato; Tricomi, Alessia; Tuve, C.; Assiouras, Panagiotis; Barbagli, G.; Bardelli, G.; Camaiani, Benedetta; Cassese, Antonio; Ceccarelli, R.; Ciulli, V.; Civinini, Carlo; D’Alessandro, Raffaello; Focardi, E.; Kello, Tomáš; Latino, Giuseppe; Lenzi, P.; Lizzo, M.; Meschini, M.; Paoletti, S.; Papanastassiou, Alkis; Sguazzoni, G.; Viliani, Lorenzo; Benussi, Luigi; Bianco, Simone; Meola, Sabino; Piccolo, Davide; Chatagnon, Pierre; Ferro, Fabrizio; Robutti, E.; Tosi, S.; Benaglia, A. D.; Boldrini, Giacomo; Brivio, F.; Cetorelli, Flavia; De Guio, Federico; Dinardo, Mauro Emanuele; Dini, Paolo; Gennai, Simone; Gerosa, R.; Ghezzi, Alessio; Govoni, Pietro; Guzzi, Luca; Lucchini, Marco T.; Malberti, Martina; Malvezzi, Sandra; Massironi, Andrea; Menasce, D.; Moroni, Luigi; Paganoni, Marco; Pedrini, Daniele; Pinolini, B. S.; Ragazzi, Stefano; de Fatis, T. Tabarelli; Zuolo, Davide; Buontempo, B. S.; Cagnotta, Antimo; Carnevali, Francesco; Cavallo, Nicola; Fabozzi, Francesco; Iorio, Alberto Orso Maria; Lista, Luca; Paolucci, P.; Rossi, Biagio; Sciacca, C.; Ardino, Rocco; Azzi, P.; Bacchetta, Nicola; Bisello, Dario D.; Bortignon, P.; Bragagnolo, Alberto; Checchia, Paolo; Dorigo, Tommaso; Gasparini, Ugo; Lusiani, Enrico; Margoni, M.; Marini, F.; Meneguzzo, Anna Teresa; Migliorini, Matteo; Passaseo, M.; Pazzini, J.; Ronchese, Paolo; Rossin, Roberto; Sgaravatto, Massimo; Simonetto, F.; Strong, Giles Chatham; Tosi, M.; Triossi, Andrea; Ventura, Sandro; Yarar, H.; Zanetti, Marco; Zotto, Pierluigi L.; Zucchetta, Alberto; Zumerle, Gianni; Abu Zeid, S.; Aime‘, Chiara; Braghieri, Alessandro; Calzaferri, Simone; Fiorina, D.; Montagna, Paolo; Re, Valerio; Riccardi, Cristina; Salvini, Paola; Vai, I.; Vitulo, Paolo; Ajmal, S.; Bilei, Gian Mario; Ciangottini, Diego; Fanò, Livio; Magherini, M.; Mantovani, G. C.; Mariani, V.; Menichelli, M.; Moscatelli, F. A.; Rossi, A. M.; Santocchia, Attilio; Spiga, Daniele; Tedeschi, Tommaso; Asenov, Patrick; Azzürri, Paolo; Bagliesi, Giusepppe; Bhattacharya, Rajarshi; Bianchini, Lorenzo; Boccali, Tommaso; Bossini, Edoardo; Bruschini, Davide; Castaldi, R.; Ciocci, M. A.; Cipriani, Marco; D‘amante, V.; Dell’Orso, R.; Donato, Silvio; Giassi, A.; Ligabue, F.; Figueiredo, D. Matos; Messineo, Alberto M.; Musich, Marco; Palla, F.; Rizzi, A.; Rolandi, G.; Roy Chowdhury, S.; Sarkar, Tanmay; Scribano, A.; Spagnolo, P.; Tenchini, Roberto; Tonelli, G.; Turini, Nicola; Venturi, Andrea; Verdini, Piero Giorgio; Barria, Patrizia; Basile, Chiara; Campana, Mattia; Cavallari, F.; Cunqueiro Mendez, Leticia; Re, D. Del; Marco, Emanuele Di; Diemoz, M.; Errico, Filippo; Longo, E.; Meridiani, Paolo; Mijuskovic, Jelena; Organtini, Giovanni C.; Pandolfi, Francesco; Paramatti, Riccardo; Quaranta, C.; Rahatlou, Sh; Rovelli, Chiara; Santanastasio, Francesco; Soffi, Livia; Amapane, Nicola; Arcidiacono, R.; Argiró, Stefano; Arneodo, Michele; Bartosik, Nazar; Bellan, R.; Bellora, Andrea; Biino, Cristina; Borca, Cecilia; Cartiglia, Nicolò; Costa, Marco J.; Covarelli, R.; Demaria, Natale; Finco, Linda; Grippo, Michael T.; Kiani, B.; Legger, Federica; Luongo, Fabio; Mariotti, Chiara; Markovic, Lazar; Maselli, S.; Mecca, A.; Migliore, E.; Monteno, M.; Mulargia, Roberto; Obertino, Maria Margherita; Ortona, G.; Pacher, Luca; Pastrone, Nadia; Pelliccioni, Mario; Ruspa, Marta; Siviero, Federico; Sola, Valentina; Solano, A.; Staiano, Amedeo; Tarricone, C.; Trocino, Daniele; Umoret, G.; Vlasov, E. V.; Belforte, Stephano; Candelise, Vieri; Casarsa, M.; Cossutti, Fabio; de Leo, Ksenia; Ricca, Giuseppe Della; Dogra, Sunil; Hong, J.; Huh, Changgi; Kim, Bobae; Kim, D. H.; Kim, Jiwoong E.; Lee, Hakseong; Lee, S. W.; Moon, C. S.; Oh, Youngdo; Ryu, Min-sang; Sekmen, Sezen; Yang, Y. C.; Kim, Minsuk; Bak, Gyeonghwan; Gwak, P. J.; Kim, H. C.; Moon, Dong-ho; Aşilar, Ece; Kim, D. H.; Kim, Tae-jeong; Merlin, Jeremie Alexandre; Choi, S. Y.; Han, Seyoung; Hong, Byungsik; Lee, Kyong-sei; Lee, S. W.; Park, Jaebeom; Park, S. K.; Yoo, J. H.; Goh, Junghwan T.W.; Yang, Seungjin; Kim, Hyunsoo; Kim, Yongsun; Lee, S.; Almond, J.; Bhyun, Ji Hwan; Jun, Won; Kim, J. S.; Ko, Sanghyun; Kwon, H.; Lee, H.; Lee, Junghwan Bin; Oh, B. H.; Oh, Sungbin; Seo, Hyunkwan; Yang, Un-ki; Yoon, Inseok; Jang, Woojin; Kang, D. Y.; Kang, Yechan; Kim, Seulgi; Ko, Byeonghak; Lee, Jason Sang Hun; Lee, Y.; Park, In cue C.; Roh, Younghoon; Watson, Ian James; Ha, S.; Yoo, H. D.; Choi, M.; Kim, Mi Ran; Lee, Hyun-gi; Lee, Yong-hoon; Yu, Intae; Beyrouthy, Taha; Maghrbi, Yasser; Dreimanis, Karlis D.; Gaile, Antra; Pikurs, Guntis; Potrebko, Andris; Seidel, Markus; Veckalns, V.; Strautnieks, Normunds Ralfs; Ambrozas, M.; Juodagalvis, Aa; Rinkevicius, Aurelius; Tamulaitis, Gintautas; Norjoharuddeen, N. Bin; Yusuff, I. M.; Zolkapli, Zukhaimira Zaki; Benitez, Jose Feliciano; Hernandez, A. Castaneda Romero; Acosta, H. A.Encinas; Maríñez, L. G.Gallegos; Coello, M. León; Quijada, J. A.Murillo; Sehrawat, A.; Palomo, Lizardo Valencia; Ayala, G.; Castilla-Valdez, H.; Ledesma, H. Crotte; De La Cruz-Burelo, Eduard; la Cruz, I. Heredia De; Lopez-Fernandez, Ricardo; Herrera, C. A.Mondragon; Hernández, A. Sánchez; Oropeza-Barrera, Cristina; Ramirez-Garcia, M.; Bautista, Irais; Pedraza, Isabel; Ibarguen, H. A.Salazar; Uribe Estrada, Cecilia; Bubanja, Itana; Raičević, Nataša; Butler, Phillip Howard; Ahmad, A.; Asghar, M. I.; Awais, Ali; Awan, M. I.M.; Hoorani, H. R.; Khan, W. A.; Avati, Valentina; Grzanka, Leszek; Malawski, Maciej; Białkowska, Helena; Bluj, Michał; Boimska, B.; Górski, Maciej; Kazana, Małgorzata; Szleper, Michał; Zalewski, Piotr; Buńkowski, Karol; Doroba, Krzysztof; Kalinowski, A.; Konecki, Marcin; Królikowski, Jan; Muhammad, A.; Poźniak, Krzysztof T.; Zabolotny, W. M.; Araujo, M.; Bastos, D.; da Cruz E Silva, C. Beirao; Boletti, Alessio; Bozzo, M.; Camporesi, Tiziano; da Molin, Giacomo D.; Faccioli, Pietro; Gallinaro, Michele; Hollar, Jonathan J.; Leonardo, Nuno T.; Niknejad, Tahereh S.; Petrilli, Achille; Pisano, Matteo; Seixas, Joao C.; Varela, J.; Wulff, J. W.; Adzic, P.; Milenovic, Predrag; Dordevic, Milos; Milošević, Jovan; Reković, Vladimir; Aguilar-Benítez, M.; Maestre, J. Alcaraz; Bedoya, Cristina Fernandez; Cepeda, Maria; Cerrada, M.; Chamizo-Llatas, M.; de la Cruz, Begoña; Peris, Antonio Delgado; del Valle, Alberto Escalante; Val, D. Fernández Del; Ramos, Juan P.Fernández; Flix, Josep; Fouz, M. C.; Lopez, O. Gonzalez; Goy López, Silvia; Hernández, José M.; Josa, M. I.; Moran, Dermot; Pérez, Carlos Morcillo; Tobar, A. Navarro; Dengra, Carlos Pérez; Yzquierdo, Antonio Pérez Calero; Pelayo, J. Puerta; Redondo, Ignacio; Ferrero, David D.Redondo; Romero, L. Monsonis; Navas, S. Sánchez; Gómez, L. Urda; Escobar, J. Vazquez; Willmott, Carlos; De Trocóniz, Jorge Fernández; González, Bárbara Alvarez; Cuevas Maestro, J.; Menendez, Javier Fernández; Folgueras, S.; Caballero, I. Gonzalez; Gonzalez Fernandez, Juan R.; Palencia Cortezon, E.; Alvarez, Clara Ramon; Bouza, Víctor Rodriguez; Rodriguez, Alejandro Soto; Trapote, A.; Villalba, Carlos Vico; Vischia, Pietro; Bhowmik, Sandeep; Fernández, S. Blanco; Cifuentes, J. A.Brochero; Cabrillo, I. J.; Calderón, Alicia; Campderros, J. Duarte; Fernández, M.; Gómez, G.; García, Carmen Lasaosa; Rivero, C. Martinez; Arbol, P. Martinez Ruiz Del; Matorras, F.; Cuevas, P. Matorras; Ramos, E. Navarrete; Gomez, J. Piedra; Scodellaro, L.; Vila, Ivan; Garcia, J. M.Vizan; Jayananda, M. K.; Kailasapathy, B.; Sonnadara, D. U.J.; Wickramarathna, D. D.C.; Dharmaratna, W. G.D.; Liyanage, K.; Perera, N.; Wickramage, Nadeesha Manohari; Abbaneo, Duccio; Amendola, C.; Auffray, Etiennette; Auzinger, Georg; Baechler, Joachim; Barney, David D.; Bermudez Martinez, Armando; Bianco, Michele; Bilin, Buǧra; Anuar, Afiq Aizuddin Bin; Bocci, Andrea; Botta, Cristina; Brondolin, Erica; Caillol, Cecile; Cerminara, Gianluca; Chernyavskaya, Nadezda S.; d’Enterria, David G.; Dabrowski, Anne Evelyn; David, Andre; de Roeck, Albert D.; Defranchis, Matteo M.; Deile, Mario; Dobson, Marc; Forthomme, Laurent; Franzoni, Giovanni; Funk, Wolfgang; Giani, Simone; Gigi, Dominique; Gill, Karl A.; Glege, Frank; Gouskos, Loukas; Haranko, M.; Hegeman, Jeroen G.; Huber, Benjamin; Innocente, Vincenzo; James, Thomas Owen; Janot, Patrick; Laurila, Santeri; Lecoq, Paul R.; Leutgeb, Elias; Lourenço, Carlos; Maier, Benedikt; Kilminster, Benjamin J.; Mannelli, M.; Marini, A. C.; Matthewman, Mark; Meijers, Frans; Mersi, Stefano; Meschi, Emilio; Miloševic, Vukašin; Monti, Fabio; Moortgat, Filip W.; Mulders, Martijn; Neutelings, Izaak; Orfanelli, Styliani; Pantaleo, Felice; Petrucciani, Giovanni; Pfeiffer, Andreas; Pierini, Maurizio; Piparo, Danilo; Qu, Huilin; Rabady, Dinyar Sebastian; Gutiérrez, Gaston Reales; Rovere, Marco; Sakulin, Hannes; Scarfi’, Simone; Schwick, Christoph; Selvaggi, Michele; Shchelina, Ksenia; Silva, P. S.Rodrigues; Sphicas, Paris A.; Stahl Leiton, Andre Govinda; Steen, Arnaud; Summers, Sioni P.; Treille, Daniel; Tropea, Paola; Tsirou, Andromachi; Walter, David; Wanczyk, Joanna; Wang, J.; Wuchterl, Sebastian; Zehetner, Philipp; Zejdl, Petr; Zeuner, Wolfram D.; Bevilacqua, Tiziano; Caminada, Lea Michaela; Ebrahimi, Aliakbar; Erdmann, Wolfram; Horisberger, R.; Ingram, Q.; Kaestli, H. C.; Kotliński, Danek; Lange, Clemens; Missiroli, M.; Noehte, L.; Rohe, Tilman; Aarrestad, Thea Klaeboe; Androsov, K.; Backhaus, Malte; Calandri, Alessandro; Cazzaniga, Cesare; Datta, Kaustuv; de Cosa, Annapaola; Dissertori, Guenther; Dittmar, Michael; Donegà, Mauro; Eble, Florian; Galli, Massimiliano; Gedia, Krunal Bipin; Glessgen, Franz; Grab, Christoph; Hits, Dmitry A.; Lüstermann, Werner; Lyon, Anne Mazarine; Manzoni, Riccardo A.; Marchegiani, Matteo; Marchese, Luigi; Martín Pérez, Cristina; Mascellani, A.; Nessi-Tedaldi, Francesca; Paüss, Felicitas; Perovic, Vasilije; Pigazzini, S.; Reissel, Christina; Reitenspiess, T.; Risti’C, Branislav; Riti, Federica; Seidita, R.; Steggemann, Jan; Valsecchi, Davide; Wallny, Rainer S.; Amsler, Claude; Bärtschi, Pascal; Brzhechko, D.; Canelli, M. F.; Cormier, Kyle J.R.; Heikkilá, Jaana K.; Huwiler, Marc; Jin, W.; Jofrehei, Arash; Leontsinis, S.; Liechti, Sascha P.; Macchiolo, Anna; Meiring, Peter Eduard; Molinatti, U.; Reimers, Arne Christoph; Robmann, P.; Cruz, Sanchez Sánchez; Senger, Matias; Stäger, Fabian; Takahashi, Yuta; Tramontano, Raffaella; Adloff, C.; Bhowmik, Debabrata; Kuo, Chiaming; Lin, Willis T.; Rout, Prasant Kumar; Tiwari, Praveen Chandra; Yu, S. S.; Ceard, Ludivine; Chao, Y.; Chen, Kaifeng; Chen, P. S.; Chen, Z. g.; De Iorio, Agostino; Hou, Weishu; Hsu, T. H.; Kao, Y. W.; Khurana, R.; Kole, Gouranga; Li, Y. Y.; Lu, R. S.; Paganis, E.; Su, X. F.; Thomas-Wilsker, Joshuha; Tsai, L. S.; Wu, H. y.; Yazgan, Efe; Asawatangtrakuldee, Chayanit; Srimanobhas, Norraphat; Wachirapusitanand, Vichayanun; Agyel, D.; Boran, Fatma; Demiroglu, Z. S.; Dolek, F.; Cerci, Salim; Eşkut, E.; Güler, Yalcin; Gurpinar, E.; Işik, Candan; Kara, O.; Topaksu, A. Kayis; Kiminsu, U.; Önengüt, Gulsen; Ozdemir, K.; Polatoz, A.; Tali, B.; Tok, U. G.; Turkcapar, S.; Uslan, E.; Zorbakir, I. S.; Yalvac, Metin; Akgün, Bora; Atakisi, Ismail Okan; Gülmez, Erhan; Kaya, Mithat; Kaya, Ozlem; Tekten, S.; Cakir, A.; Cankocak, K.; Komurcu, Y.; Sen, Sercan; Aydilek, Orhan; Epshteyn, V. S.; Hacisahinoglu, B.; Hos, I.; Kaynak, B.; Ozkorucuklu, S.; Potok, Onur; Sert, Hale; Simsek, C.; Zorbilmez, C.; Isildak, Bora; Cerci, Deniz Sunar; Boyarintsev, A. Yu; Grynyov, B.; Levchuk, Leonid G.; Anthony, D.; Brooke, Jim J.; Bundock, A. C.; Bury, Florian; Clement, E. J.; Cussans, David G.; Flaecher, H. U.; Glowacki, M.; Goldstein, Joel; Heath, H. F.; Kreczko, Lukasz; Paramesvaran, Sudarshan; Robertshaw, L.; Nasr-Storey, Sarah Seif El; Smith, V. J.; Stylianou, N.; Pass, K. Walkingshaw; White, Robert Stephen; Ball, Austin H.; Bell, K. W.; Belyaev, A. A.; Brew, Christopher A.J.; Brown, R. M.; Cockerill, D. J.A.; Cooke, Charlotte; Ellis, K. V.; Harder, Kristian; Harper, Sam; Holmberg, M. L.; Linacre, Jacob; Manolopoulos, Konstantinos; Newbold, Dave M.; Olaiya, Emmanuel O.; Petyt, David A.; Reis, Thomas; Salvi, G.; Schuh, T.; Shepherd-Themistocleous, Claire H.; Tomalin, Ian R.; Williams, Timothy Signal J.C.; Bainbridge, Robert John; Bloch, Philippe; Brown, Christopher E.; Büchmüller, Oliver L.; Cacchio, Vincenzo; Montoya, Camilo Andres Carrillo; Chahal, Gurpreetsingh; Colling, David J.; Dancu, J. S.; Das, Indranil; Dauncey, Paul Dominic; Davies, Gavin J.; Davies, Jonathan E.; Negra, M. Della; Fayer, S.; Fedi, Giacomo; Hall, Geoff; Hassanshahi, Mohammad Hassan; Howard, A.; Iles, Gregory M.; Knight, M.; Langford, Jonathon; Holgado, Jaime León; Lyons, Louis; Magnan, Anne Marie; Malik, Sarah Alam; Mieskolainen, Mikael M.; Nash, Jordan A.; Pesaresi, Mark; Radburn-Smith, Benjamin C.; Richards, A. J.; Rose, Andrew A.; Savva, K.; Seez, C. M.; Shukla, R. A.; Tapper, Alexander D.; Uchida, K.; Uttley, G. P.; Vage, L. H.; Virdee, Tejinder Singh; Vojinoviç, M.; Wardle, Nicholas C.; Winterbottom, Daniel; Coldham, Kathryn; Cole, J. E.; Khan, A.; Kyberd, P.; Reid, Ivan D.; Abdullin, Salavat K.; Brinkerhoff, A.; Caraway, B.; Dittmann, J.; Hatakeyama, K.; Hiltbrand, Joshua; McMaster, B.; Saunders, M.; Sawant, S.; Sutantawibul, C.; Wilson, Jonathan S.; Bartek, R.; Dominguez, A.; Escamilla, C. Huerta; Simsek, A. E.; Uniyal, R.; Hernandez, A. M.Vargas; Bam, Bhim; Chudasama, Ruchi; Cooper, Seth I.; Gleyzer, Sergei V.; Perez, C. U.; Rumerio, Paolo; Usai, Emanuele; Yi, R.; Akpinar, Alp; Arcaro, D.; Cosby, Christopher; Demiragli, Zeynep; Erice, Carlos; Fangmeier, C.; Madrazo, Celia Fernández; Fontanesi, Elisa; Gastler, Daniel E.; Golf, Frank F.; Jeon, Sihyun; Reed, I.; Rohlf, J.; Salyer, K.; Sperka, David; Spitzbart, D.; Suarez, Indara M.; Tsatsos, A.; Yuan, S.; Zecchinelli, A. G.; Benelli, G.; Coubez, Xavier; Cutts, D.; Hadley, M.; Heintz, U.; Hogan, J. M.; Kwon, T.; Landsberg, Greg; Lau, K. T.; Li, D.; Luo, J.; Mondal, Spandan; Narain, Meenakshi; Pervan, N.; Sagir, Sinan; Simpson, F.; Stamenkovic, Marko; Yan, Xuli; Zhang, W.; Abbott, S.; Bonilla, Johan Sebastian B.; Brainerd, C.; Breedon, R. E.; Calderón de la Barca Sańchez, Manuel; Chertok, Maxwell; Citron, Matthew; Conway, J.; Cox, P. T.; Erbacher, Robin D.; Jensen, Frank; Kukral, Ota; Mocellin, Giovanni; Mulhearn, Michael; Pellett, David E.; Wei, W.; Yao, Yao; Zhang, Fengwangdong; Bachtis, Michail; Cousins, R.; Datta, Abhisek; Avila, G. Flores; Hauser, J.; Ignatenko, Mikhail; Iqbal, M. A.; Lam, T.; Manca, Elisabetta; Prado, A. Nunez Del; Saltzberg, David P.; Valuev, V.; Clare, R.; Gary, J. William; Gordon, M.; Hanson, G. G.; Si, Weinan; Wimpenny, Stephen J.; Branson, James G.; Cittolin, Sergio; Cooperstein, Stephane B.; Diaz, Daniel; Duarte, Javier Mauricio; Giannini, Leonardo; Guiang, Jonathan; Kansal, Raghav; Krutelyov, Vyacheslav; Lee, R.; Letts, J.; Masciovecchio, Mario; Mokhtar, Farouk; Pieri, Marco; Quinnan, Melissa; Narayanan, Balaji Venkat Sathia; Sharma, V.; Tadel, Matevž; Vourliotis, Emmanouil; Würthwein, Frank; Xiang, Y.; Yagil, Avraham; Barzdukas, Audrius; Brennan, Liam; Campagnari, Claudio; Incandela, Joseph; Kim, Jaebak H.; Li, A. J.; Masterson, Phillip; Mei, H.; Richman, J. D.; Sarica, Ulascan; Schmitz, R.; Setti, F.; Sheplock, J.; Stuart, David; Vami, Tamás Álmos; Wang, S. M.; Bornheim, A.; Cerri, Olmo; Latorre, A.; Mao, J.; Newman, H. B.; Spiropulu, M.; Vlimant, J. R.; Xie, Si; Zhu, Renyuan; Alison, John M.; An, Sitong; Andrews, Michael B.; Bryant, Patrick; Cremonesi, Matteo; Dutta, Valentina; Ferguson, T.; Harilal, Abhirami; Liu, Chunlei; Mudholkar, Tanmay; Murthy, Sindhu; Palit, Pritam; Paulini, M.; Roberts, A.; Sanchez, A. Lozano; Terrill, W.; Cumalat, J. P.; Ford, W. T.; Hart, Andrew; Hassani, A.; Karathanasis, G.; MacDonald, Emily; Manganelli, Nicholas; Perloff, Alexx S.; Savard, Claire; Schonbeck, N.; Stenson, Kevin; Ulmer, Keith A.; Wagner, S. R.; Zipper, Noah; Alexander, John M.; Bright-Thonney, Samuel K.; Chen, X.; Cranshaw, D. J.; Fan, J.; Fan, X.; Gadkari, Divya; Hogan, S.; Kotamnives, Peace; Monroy, J.; Oshiro, Michael; Patterson, J. R.; Reichert, Joseph; Reid, Michael M.; Ryd, A.; Thom-Levy, Julia; Wittich, P.; Zou, R.; Albrow, Michael G.G.; Alyari, M.; Amram, Oz; Apollinari, Giorgio; Apresyan, Artur; Bauerdick, Lothar A.T.; Berry, Douglas R.; Berryhill, Jeffrey; Bhat, Pushpalatha C.; Burkett, Kevin; Butler, Joel N.; Canepa, Anadi; Cerati, Giuseppe B.; Cheung, Harry W.K.; Chlebana, Frank S.; Cummings, Grace; Dickinson, Jennet; Dutta, Irene; Elvira, V. Daniel; Feng, Yongbin; Freeman, James C.; Gandrakota, Abhijith; Gecse, Zoltan; Gray, Lindsey; Green, Daniel R.; Grummer, Aidan; Grünendahl, Stefan; Guerrero, Daniel; Gutsche, Oliver; Harris, Robert M.; Heller, Ryan E.; Herwig, Theodor Christian; Hirschauer, James F.; Horyn, L. A.; Jayatilaka, Bodhitha; Jindariani, Sergo; Johnson, M.; Joshi, U.; Klijnsma, Thomas; Klima, Boaz; Kwok, Ka Hei Martin; Lammel, Stephan; Lincoln, Don W.; Lipton, Ronald J.; Liu, Tiehui; Madrid, Christopher; Maeshima, Kaori; Mantilla, Cristina; Mason, David Alexander; McBride, Patricia L.; Merkel, Petra; Mrenna, Stephen; Nahn, Steven C.; Ngadiuba, Jennifer; Noonan, Daniel; Papadimitriou, V.; Pastika, Nathaniel J.; Pedro, Kevin; Peña, Cristian H.; Ravera, Francesco; Reinsvold Hall, Allisonreinsvold; Ristori, Luciano F.; Sexton-Kennedy, Elizabeth; Smith, Nicholas A.; Soha, Aron K.; Spiegel, Leonard G.; Stoynev, Stoyan Emilov; Strait, James B.; Taylor, Lucas N.; Tkaczyk, Sławomir; Tran, Nhan Viet; Uplegger, Lorenzo; Vaandering, Eric Wayne; Zoi, Irene; Aruta, Caterina; Avery, P.; Bourilkov, D.; Cadamuro, Luca; Chang, Philip; Cherepanov, Vladimir; Field, R. D.; Koenig, E.; Kolosova, Marina; Königsberg, Jacobo; Korytov, A.; Matchev, Konstantin; Menendez, N.; Mitselmakher, Guenakh V.; Mohrman, Kelci; Madhu, A. Muthirakalayil; Rawal, Neha; Rosenzweig, D.; Rosenzweig, S.; Wang, J.; Adams, T.; Kadhim, A. Al; Askew, A.; Bower, S.; Habibullah, R.; Hagopian, V.; Hashmi, R.; Kim, R. S.; Kolberg, T.; Martínez-García, Gines; Prosper, Harrison B.; Prova, P. R.; Wulansatiti, M.; Yohay, R.; Zhang, Jixie; Alsufyani, B.; Baarmand, Marc M.; Butalla, Stephen D.; Elkafrawy, Tamer; Hohlmann, Marcus; Verma, Ravindra Kumar; Rahmani, Mehdi; Yanes, E.; Adams, M. R.; Baty, A. A.; Bennett, C.; Cavanaugh, Richard; Franco, R. Escobar; Evdokimov, Olga; Gerber, C. E.; Hofman, David J.; Lee, J. H.; Lemos, Dener S.; Merrit, A. H.; Mills, Corrinne M.; Nanda, Shirsendu; Oh, Geonhee; Ozek, B.; Pilipović, Dragana; Pradhan, Raghunath; Roy, T.; Rudrabhatla, Sahithi; Tonjes, Marguerite Belt; Varelas, Nikos; Ye, Zhenyu; Yoo, Jieun; Alhusseini, M.; Blend, Dylan; Dilsiz, Kamuran; Emediato, L. G.R.; Karaman, G.; Köseyan, Ohannes Kamer; Merlo, J. P.; Mestvirishvili, A.; Nachtman, J.; Neogi, O.; Ogul, H.; Önel, Yasar; Penzo, Aldo; Snyder, C.; Tiras, Emrah; Blumenfeld, B.; Corcodilos, L.; Davis, Jeffrey R.; Gritsan, Andrei V.; Kang, L.; Kyriacou, Savvas; Maksimović, Petar; Roguljić, Matej; Roskes, J. S.; Sekhar, Sanjana; Swartz, Morris L.; Abreu, A.; Alcerro, L. F.; Anguiano, J.; Bean, Alice; Flowers, Zachary; Grove, D.; King, J. W.; Krintiras, Georgios Konstantinos; Lazarovits, M.; Mahieu, Cole Le; Marquez, Juan; Minafra, Nicola; Murray, Michael J.; Nickel, M.; Pitt, Michael; Popescu, Sorina; Rogan, Christopher S.; Royon, Christophe R.; Salvatico, Riccardo; Sanders, S. J.; Smith, C.; Wilson, G.; Allmond, B.; Ivanov, Andrey; Kaadze, K.; Kalogeropoulos, Alexis; Kim, D. H.; Maravin, Yurii Y.; Natoli, J.; Roy, Debarati; Sorrentino, Giulia; Rebassoo, F.; Wright, Douglas M.; Baden, A.; Belloni, Alberto; Chen, Y. M.; Eno, Sarah C.; Hadley, N. J.; Jabeen, S.; Kellogg, R. G.; Koeth, Timothy W.; Lai, Y. S.; Lascio, S.; Mignerey, A. C.; Nabili, S.; Palmer, Christopher A.; Papageorgakis, C.; Paranjpe, Mekhala M.; Wang, Long; Bendavid, Joshua; Calì, Ivan Amos; D’Alfonso, M.; Eysermans, Jan; Freer, Chad Wells; Gómez-Ceballos, Guillelmo; Goncharov, Max; Grosso, Gaia; Harris, Philip Coleman; Hoang, Duc; Kovalskyi, Dmytro; Krupa, Jeffrey D.; Lavezzo, Luca; Lee, Yen Jie; Long, Kenneth; Novák, Andrzej; Paus, Christoph; Rankin, Dylan Sheldon; Roland, Christof P.A.; Roland, Gunther M.; Rothman, S.; Stephans, George S.F.; Wysłouch, Bolesław; Yang, T. J.; Crossman, Bryan; Joshi, B. M.; Kapsiak, C.; Krohn, Michael D.; Mahon, D. J.; Mans, Jeremiah; Marzocchi, Badder; Pandey, Saraswati U.; Revering, Michael M.; Rusack, Rodger W.; Saradhy, Rohith; Schroeder, N.; Strobbe, Nadja; Wadud, Mohammad Abrar; Cremaldi, Lucien M.; Bloom, Kenneth; Claes, D. R.; Haza, Grace; Hossain, Jahid; Joo, C.; Kravchenko, I.; Siado, J. E.; Tabb, W.; Vagnerini, Antonio; Wightman, Andrew S.; Yan, F.; Yu, David R.; Bandyopadhyay, H.; Hay, Lauren; Iashvili, Ia; Kharchilava, Avto I.; Morris, Margaret; Nguyen, D. H.; Rappoccio, Salvatore; Sfar, Haifa Rejeb; Williams, A.; Alverson, George O.; Barberis, Emanuela; Dervan, John; Haddad, Yacine; Han, Yixiao; Krishna, A.; Li, Jialin; Lu, Meng; Madigan, G.; McCarthy, Robert L.; Morse, David Michael; Nguyen, V.; Orimoto, Toyoko Jennifer; Parker, A. J.; Skinnari, Louise A.; Wang, Bingran; Wood, Darien R.; Bueghly, J.; Chen, Z.; Dittmer, S.; Hahn, Kristian A.; Liu, Ying; Miao, Y.; Monk, David G.; Schmitt, Michael H.; Taliercio, Angela; Velasco, Mayda M.; Agarwal, Garvita; Band, Reyer; Bucci, R.; Castells, Sergi; Das, A.; Goldouzian, Reza; Hildreth, Michael D.; Ho, Kawa; Anampa, Kenyi Hurtado; Ivanov, T. T.; Jessop, Colin P.; Lannon, Kevin; Lawrence, J.; Loukas, Nikitas; Lutton, L.; Mariano, J.; Marinelli, Nancy; McAlister, I.; McCauley, Thomas P.; McGrady, C.; Moore, C.; Musienko, Y.; Nelson, H.; Osherson, Marc Antoine; Piccinelli, Andrea; Ruchti, Randal C.; Townsend, A.; Wan, Yuyi; Wayne, Mitchell R.; Yockey, Hubert P.; Zarucki, Mateusz; Zygala, L.; Basnet, A.; Bylsma, B.; Carrigan, Michael; Durkin, L. S.; Hill, Christopher S.; Joyce, M.; Ornelas, M. Nunez; Wei, K.; Winer, B. L.; Yates, Brent R.; Addesa, F. M.; Bouchamaoui, H.; Das, Pallabi; Dezoort, Gage; Elmer, Peter; Frankenthal, Andre S.; Greenberg, Bennett; Haubrich, Nicholas; Kopp, Gillian Baron; Kwan, Stephanie; Lange, David J.; Loeliger, A.; Marlow, D.; Ojalvo, Isobel U.; Olsen, James D.; Shevelev, A. E.; Stickland, David Peter; Tully, Christopher G.; Malik, Sudhir; Bakshi, A. S.; Barnes, V. E.; Chandra, Soumik; Chawla, R.; Das, S.; Gu, An; Gutay, L. J.; Jones, Michael D.; Jung, Andreas W.; Kondratyev, Dmitry; Koshy, A. M.; Liu, Miaoyuan; Negro, Giulia; Neumeister, N.; Paspalaki, Garyfallia; Piperov, Stefan; Scheurer, V.; Schulte, Jan Frederik; Stojanovic, Milan; Thieman, J.; Virdi, A. K.; Wang, F. W.; Xie, W.; Dolen, James; Parashar, Neeti; Pathak, A.; Acosta, Darin; Carnahan, T.; Ecklund, K. M.; Manteca, P. J.Fernández; Freed, Sarah; Gardner, Parker; Geurts, Frank J.M.; Li, Wei; Colin, Osvaldo Miguel; Padley, B. Paul; Redjimi, R.; Rotter, J.; Yigitbasi, E.; Zhang, Y.; Bodek, Arie; de Barbaro, P.; Démina, Regina F.; Dulemba, J. L.; Garcia-Bellido, Aran; Hindrichs, Otto; Khukhunaishvili, Aleko; Parmar, Nukulsinh; Parygin, Pavel; Popova, Elena V.; Taus, R.; Goulianos, Konstantin; Chiarito, B.; Chou, John Paul; Gershtein, Yuri S.; Halkiadakis, Eva; Heindl, M.; Houghton, C.; Jaroslawski, D.; Karacheban, Olena; Laflotte, I.; Lath, Amitabh; Montalvo, Roy; Nash, Kevin; Routray, Hardik; Salur, Sevil; Schnetzer, S.; Somalwar, Sunil V.; Stone, Robert L.; Thayil, Steffie Ann; Thomas, Scott; Vora, J.; Wang, H.; Acharya, H.; Ally, D.; Delannoy, Andres G.; Fiorendi, S.; Higginbotham, S.; Holmes, Tova R.; Kanuganti, Ankush Reddy; Karunarathna, Nimmitha; Lee, Lawrence; Nibigira, Emery; Spanier, Stefan M.; Aebi, D.; Ahmad, Muhammad Nadeem; Bouhali, O.; Eusebi, Ricardo; Gilmore, J. R.; Huang, T.; Kamon, Teruki I.; Kim, Hyunyong; Luo, S.; Mueller, R.; Overton, D.; Rathjens, Denis; Safonov, Alexei N.; Akchurin, Nural; Damgov, Jordan; Hegde, Vinay; Hussain, Adil; Kazhykarim, Y.; Lamichhane, Kamal; Lee, Sungjune W.; Mankel, A.; Peltola, Timo; Volobouev, Igor; Whitbeck, Andrew; Appelt, E.; Chen, Yuchen; Greene, S. V.; Gurrola, A.; Johns, W.; Kunnawalkam-Elayavalli, Raghav; Melo, Andrew H.; Romeo, Francesco; Sheldon, P.; Tuo, Shengquan; Velkovska, Julia; Viinikainen, Jussi; Cardwell, Bryan; Cox, Bradley; Hakala, J.; Hirosky, Robert; Ledovskoy, Alexander; Neu, C.; Lara, Camilo Ernesto Pérez; Karchin, P. E.; Aravind, A.; Black, Kevin M.; Bose, Tulika; Dasu, Sridhara; de Bruyn, Isabelle; Everaerts, P.; Galloni, Camilla; He, H.; Herndon, Matthew; Hervè, Alain; Koraka, Charis Kleio; Lanaro, Armando; Loveless, Richard J.; Sreekala, J. Madhusudanan; Mallampalli, Abhishikth; Mohammadi, Abdollah; Mondal, Sangita; Parida, Ganesh; Petre, L.; Pinna, Deborah; Savin, Alexander A.; Shang, V.; Sharma, Varun; Smith, W. H.; Teague, D.; Tsoi, Ho Fung; Vetens, W.; Warden, A.; Afanasiev, Sergey V.; Andreev, Vladimir F.; Andreev, Yu M.; Aushev, Tagir A.Kh; Azarkin, Maxim Yu; Babaev, A. A.; Blinov, Vladimir E.; Boos, Edward E.; Borshch, V.; Budkouski, D. V.; Chadeeva, M. V.; Tchekhovski, V. A.; Chistov, Ruslan N.; Demiyanov, A.; Dermenev, A. V.; Dimova, Tatyana V.; Druzhkin, Dmitry; Dubinin, M.; Dudko, L. V.; Ershov, A. A.; Gavrilov, G.; Gavrilov, V. B.; Gninenko, Sergei N.; Golovtcov, V.; Golubev, N. A.; Golutvin, I. A.; Gorbunov, Ilya N.; Gribushin, A. M.; Ivanov, Yuri M.; Kachanov, Vasilij A.; Karjavine, Vladimir Yu; Karneyeu, Anton E.; Kim, Victor T.; Kirakosyan, Martin R.; Kirpichnikov, Dmitry V.; Kirsanov, Mikhail M.; Klyukhin, V.; Kodolova, Olga L.; Korenkov, Vladimir; Kozyrev, A. N.; Krasnikov, Nikolai V.; Lanev, A. V.; Levchenko, Peter M.; Lychkovskaya, N. V.; Makarenko, V. V.; Malakhov, Alexander I.; Matveev, Viktor A.; Murzin, V. I.; Nikitenko, Alexandre N.; Obraztsov, S. V.; Oreshkin, Vadim A.; Palichik, Vladimir V.; Perelygin, V. V.; Petrushanko, Sergey V.; Polikarpov, S. M.; Popov, V.; Radchenko, O.; Savina, Maria V.; Savrin, V.; Shalaev, Vladislav V.; Shmatov, Sergei V.; Shulga, S. G.; Skovpen, Yu I.; Slabospitskii, S.; Smirnov, V.; Snigirev, Alexandr M.; Sosnov, Dmitry E.; Sulimov, V. V.; Tcherniaev, E. V.; Terkulov, A.; Teryaev, Oleg V.; Tlisova, I. V.; Toropin, A. N.; Uvarov, Lev N.; Uzunian, A. V.; Vorobyev, An A.; Voytishin, Nikolay N.; Yuldashev, Bekhzod S.; Zarubin, A. V.; Zhizhin, Ilia A.; Žhokin, A. S.
- 발행일
- 2024-12
- 유형
- Article
- 권
- 8
- 호
- 1
- 언어
- ENG
- 출판사
- Springer Nature
- ISSN
- E 2510-2044