Fast simulation of muons produced at the SHiP experiment using Generative Adversarial Networks

This paper presents a fast approach to simulating muons produced in interactions of the SPS proton beams with the target of the SHiP experiment. The SHiP experiment will be able to search for new long-lived particles produced in a 400 GeV/c SPS proton beam dump and which travel distances between fif...

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Detalles Bibliográficos
Autores principales: Ahdida, C., Albanese, R., Alexandrov, A., Anokhina, A., Aoki, S., Arduini, G., Atkin, E., Azorskiy, N., Back, J.J., Bagulya, A., Baaltasar Dos Santos, F., Baranov, A., Bardou, F., Barker, G.J., Battistin, M., Bauche, J., Bay, A., Bayliss, V., Bencivenni, G., Berdnikov, A.Y., Berdnikov, Y.A., Berezkina, I., Bertani, M., Betancourt, C., Bezshyiko, I., Bezshyyko, O., Bick, D., Bieschke, S., Blanco, A., Boehm, J., Bogomilov, M., Bondarenko, K., Bonivento, W.M., Borburgh, J., Boyarsky, A., Brenner, R., Breton, D., Brundler, R., Bruschi, M., Büscher, V., Buonaura, A., Buontempo, S., Cadeddu, S., Calcaterra, A., Calviani, M., Campanelli, M., Casolino, M., Charitonidis, N., Chau, P., Chauveau, J., Chepurnov, A., Chernyavskiy, M., Choi, K.-Y., Chumakov, A., Ciambrone, P., Congedo, L., Cornelis, K., Cristinziani, M., Crupano, A., Dallavalle, G.M., Datwyler, A., D'Ambrosio, N., D'Appollonio, G., De Carvalho Saraiva, J., De Lellis, G., de Magistris, M., De Roeck, A., De Serio, M., De Simone, D., Dedenko, L., Dergachev, P., Di Crescenzo, A., Di Marco, N., Dib, C., Dijkstra, H., Dipinto, P., Dmitrenko, V., Dmitrievskiy, S., Dougherty, L.A., Dolmatov, A., Domenici, D., Donskov, S., Drohan, V., Dubreuil, A., Ehlert, M., Enik, T., Etenko, A., Fabbri, F., Fabbri, L., Fabich, A., Fedin, O., Fedotovs, F., Felici, G., Ferro-Luzzi, M., Filippov, K., Fini, R.A., Fonte, P., Franco, C., Fraser, M., Fresa, R., Froeschl, R., Fukuda, T., Galati, G., Gall, J., Gatignon, L., Gavrilov, G., Gentile, V., Gerlach, S., Goddard, B., Golinka-Bezshyyko, L., Golovatiuk, A., Golubkov, D., Golutvin, A., Gorbounov, P., Gorbunov, D., Gorbunov, S., Gorkavenko, V., Gornushkin, Y., Gorshenkov, M., Grachev, V., Grandchamp, A.L., Granich, G., Graverini, E., Grenard, J.-L., Grenier, D., Grichine, V., Gruzinskii, N., Guler, A.M., Guz, Yu., Haefeli, G.J., Hagner, C., Hakobyan, H., Harris, I.W., van Herwijnen, E., Hessler, C., Hollnagel, A., Hosseini, B., Hushchyn, M., Iaselli, G., Iuliano, A., Ivantchenko, V., Jacobsson, R., Joković, D., Jonker, M., Kadenko, I., Kain, V., Kaiser, B., Kamiscioglu, C., Kershaw, K., Khabibullin, M., Khalikov, E., Khaustov, G., Khoriauli, G., Khotyantsev, A., Kim, S.H., Kim, Y.G., Kim, V., Kitagawa, N., Ko, J.-W., Kodama, K., Kolesnikov, A., Kolev, D.I., Kolosov, V., Komatsu, M., Kondrateva, N., Kono, A., Konovalova, N., Kormannshaus, S., Korol, I., Korol'ko, I., Korzenev, A., Kostyukhin, V., Koukovini Platia, E., Kovalenko, S., Krasilnikova, I., Kudenko, Y., Kurbatov, E., Kurbatov, P., Kurochka, V., Kuznetsova, E., Lacker, H.M., Lamont, M., Lanfranchi, G., Lantwin, O., Lauria, A., Lee, K.S., Lee, K.Y., Lévy, J.-M., Loschiavo, V.P., Lopes, L., Lopez Sola, E., Lyubovitskij, V., Maalmi, J., Magnan, A., Maleev, V., Malinin, A., Manabe, Y., Managadze, A.K., Manfredi, M., Marsh, S., Marshall, A.M., Mefodev, A., Mermod, P., Miano, A., Mikado, S., Mikhaylov, Yu., Milstead, D.A., Mineev, O., Montanari, A., Montesi, M.C., Morishima, K., Movchan, S., Muttoni, Y., Naganawa, N., Nakamura, M., Nakano, T., Nasybulin, S., Ninin, P., Nishio, A., Novikov, A., Obinyakov, B., Ogawa, S., Okateva, N., Opitz, B., Osborne, J., Ovchynnikov, M., Owtscharenko, N., Owen, P.H., Pacholek, P., Paoloni, A., Park, B.D., Park, S.K., Pastore, A., Patel, M., Pereyma, D., Perillo-Marcone, A., Petkov, G.L., Petridis, K., Petrov, A., Podgrudkov, D., Poliakov, V., Polukhina, N., Prieto Prieto, J., Prokudin, M., Prota, A., Quercia, A., Rademakers, A., Rakai, A., Ratnikov, F., Rawlings, T., Redi, F., Ricciardi, S., Rinaldesi, M., Rodin, Volodymyr, Rodin, Viktor, Robbe, P., Rodrigues Cavalcante, A.B., Roganova, T., Rokujo, H., Rosa, G., Rovelli, T., Ruchayskiy, O., Ruf, T., Samoylenko, V., Samsonov, V., Sanchez Galan, F., Santos Diaz, P., Sanz Ull, A., Saputi, A., Sato, O., Savchenko, E.S., Schliwinski, J.S., Schmidt-Parzefall, W., Serra, N., Sgobba, S., Shadura, O., Shakin, A., Shaposhnikov, M., Shatalov, P., Shchedrina, T., Shchutska, L., Shevchenko, V., Shibuya, H., Shihora, L., Shirobokov, S., Shustov, A., Silverstein, S.B., Simone, S., Simoniello, R., Skorokhvatov, M., Smirnov, S., Sohn, J.Y., Sokolenko, A., Solodko, E., Starkov, N., Stoel, L., Storaci, B., Stramaglia, M.E., Sukhonos, D., Suzuki, Y., Takahashi, S., Tastet, J.L., Teterin, P., Than Naing, S., Timiryasov, I., Tioukov, V., Tommasini, D., Torii, M., Tosi, N., Treille, D., Tsenov, R., Ulin, S., Ustyuzhanin, A., Uteshev, Z., Vankova-Kirilova, G., Vannucci, F., Venkova, P., Venturi, V., Vilchinski, S., Villa, M., Vincke, Heinz, Vincke, Helmut, Visone, C., Vlasik, K., Volkov, A., Voronkov, R., van Waasen, S., Wanke, R., Wertelaers, P., Woo, J.-K., Wurm, M., Xella, S., Yilmaz, D., Yilmazer, A.U., Yoon, C.S., Zarubin, P., Zarubina, I., Zaytsev, Yu.
Lenguaje:eng
Publicado: 2019
Materias:
hep-ex
Particle Physics - Experiment
physics.ins-det
Detectors and Experimental Techniques
Acceso en línea:https://dx.doi.org/10.1088/1748-0221/14/11/P11028
http://cds.cern.ch/record/2689494
_version_ 1780963732693712896
author Ahdida, C.
Albanese, R.
Alexandrov, A.
Anokhina, A.
Aoki, S.
Arduini, G.
Atkin, E.
Azorskiy, N.
Back, J.J.
Bagulya, A.
Baaltasar Dos Santos, F.
Baranov, A.
Bardou, F.
Barker, G.J.
Battistin, M.
Bauche, J.
Bay, A.
Bayliss, V.
Bencivenni, G.
Berdnikov, A.Y.
Berdnikov, Y.A.
Berezkina, I.
Bertani, M.
Betancourt, C.
Bezshyiko, I.
Bezshyyko, O.
Bick, D.
Bieschke, S.
Blanco, A.
Boehm, J.
Bogomilov, M.
Bondarenko, K.
Bonivento, W.M.
Borburgh, J.
Boyarsky, A.
Brenner, R.
Breton, D.
Brundler, R.
Bruschi, M.
Büscher, V.
Buonaura, A.
Buontempo, S.
Cadeddu, S.
Calcaterra, A.
Calviani, M.
Campanelli, M.
Casolino, M.
Charitonidis, N.
Chau, P.
Chauveau, J.
Chepurnov, A.
Chernyavskiy, M.
Choi, K.-Y.
Chumakov, A.
Ciambrone, P.
Congedo, L.
Cornelis, K.
Cristinziani, M.
Crupano, A.
Dallavalle, G.M.
Datwyler, A.
D'Ambrosio, N.
D'Appollonio, G.
De Carvalho Saraiva, J.
De Lellis, G.
de Magistris, M.
De Roeck, A.
De Serio, M.
De Simone, D.
Dedenko, L.
Dergachev, P.
Di Crescenzo, A.
Di Marco, N.
Dib, C.
Dijkstra, H.
Dipinto, P.
Dmitrenko, V.
Dmitrievskiy, S.
Dougherty, L.A.
Dolmatov, A.
Domenici, D.
Donskov, S.
Drohan, V.
Dubreuil, A.
Ehlert, M.
Enik, T.
Etenko, A.
Fabbri, F.
Fabbri, L.
Fabich, A.
Fedin, O.
Fedotovs, F.
Felici, G.
Ferro-Luzzi, M.
Filippov, K.
Fini, R.A.
Fonte, P.
Franco, C.
Fraser, M.
Fresa, R.
Froeschl, R.
Fukuda, T.
Galati, G.
Gall, J.
Gatignon, L.
Gavrilov, G.
Gentile, V.
Gerlach, S.
Goddard, B.
Golinka-Bezshyyko, L.
Golovatiuk, A.
Golubkov, D.
Golutvin, A.
Gorbounov, P.
Gorbunov, D.
Gorbunov, S.
Gorkavenko, V.
Gornushkin, Y.
Gorshenkov, M.
Grachev, V.
Grandchamp, A.L.
Granich, G.
Graverini, E.
Grenard, J.-L.
Grenier, D.
Grichine, V.
Gruzinskii, N.
Guler, A.M.
Guz, Yu.
Haefeli, G.J.
Hagner, C.
Hakobyan, H.
Harris, I.W.
van Herwijnen, E.
Hessler, C.
Hollnagel, A.
Hosseini, B.
Hushchyn, M.
Iaselli, G.
Iuliano, A.
Ivantchenko, V.
Jacobsson, R.
Joković, D.
Jonker, M.
Kadenko, I.
Kain, V.
Kaiser, B.
Kamiscioglu, C.
Kershaw, K.
Khabibullin, M.
Khalikov, E.
Khaustov, G.
Khoriauli, G.
Khotyantsev, A.
Kim, S.H.
Kim, Y.G.
Kim, V.
Kitagawa, N.
Ko, J.-W.
Kodama, K.
Kolesnikov, A.
Kolev, D.I.
Kolosov, V.
Komatsu, M.
Kondrateva, N.
Kono, A.
Konovalova, N.
Kormannshaus, S.
Korol, I.
Korol'ko, I.
Korzenev, A.
Kostyukhin, V.
Koukovini Platia, E.
Kovalenko, S.
Krasilnikova, I.
Kudenko, Y.
Kurbatov, E.
Kurbatov, P.
Kurochka, V.
Kuznetsova, E.
Lacker, H.M.
Lamont, M.
Lanfranchi, G.
Lantwin, O.
Lauria, A.
Lee, K.S.
Lee, K.Y.
Lévy, J.-M.
Loschiavo, V.P.
Lopes, L.
Lopez Sola, E.
Lyubovitskij, V.
Maalmi, J.
Magnan, A.
Maleev, V.
Malinin, A.
Manabe, Y.
Managadze, A.K.
Manfredi, M.
Marsh, S.
Marshall, A.M.
Mefodev, A.
Mermod, P.
Miano, A.
Mikado, S.
Mikhaylov, Yu.
Milstead, D.A.
Mineev, O.
Montanari, A.
Montesi, M.C.
Morishima, K.
Movchan, S.
Muttoni, Y.
Naganawa, N.
Nakamura, M.
Nakano, T.
Nasybulin, S.
Ninin, P.
Nishio, A.
Novikov, A.
Obinyakov, B.
Ogawa, S.
Okateva, N.
Opitz, B.
Osborne, J.
Ovchynnikov, M.
Owtscharenko, N.
Owen, P.H.
Pacholek, P.
Paoloni, A.
Park, B.D.
Park, S.K.
Pastore, A.
Patel, M.
Pereyma, D.
Perillo-Marcone, A.
Petkov, G.L.
Petridis, K.
Petrov, A.
Podgrudkov, D.
Poliakov, V.
Polukhina, N.
Prieto Prieto, J.
Prokudin, M.
Prota, A.
Quercia, A.
Rademakers, A.
Rakai, A.
Ratnikov, F.
Rawlings, T.
Redi, F.
Ricciardi, S.
Rinaldesi, M.
Rodin, Volodymyr
Rodin, Viktor
Robbe, P.
Rodrigues Cavalcante, A.B.
Roganova, T.
Rokujo, H.
Rosa, G.
Rovelli, T.
Ruchayskiy, O.
Ruf, T.
Samoylenko, V.
Samsonov, V.
Sanchez Galan, F.
Santos Diaz, P.
Sanz Ull, A.
Saputi, A.
Sato, O.
Savchenko, E.S.
Schliwinski, J.S.
Schmidt-Parzefall, W.
Serra, N.
Sgobba, S.
Shadura, O.
Shakin, A.
Shaposhnikov, M.
Shatalov, P.
Shchedrina, T.
Shchutska, L.
Shevchenko, V.
Shibuya, H.
Shihora, L.
Shirobokov, S.
Shustov, A.
Silverstein, S.B.
Simone, S.
Simoniello, R.
Skorokhvatov, M.
Smirnov, S.
Sohn, J.Y.
Sokolenko, A.
Solodko, E.
Starkov, N.
Stoel, L.
Storaci, B.
Stramaglia, M.E.
Sukhonos, D.
Suzuki, Y.
Takahashi, S.
Tastet, J.L.
Teterin, P.
Than Naing, S.
Timiryasov, I.
Tioukov, V.
Tommasini, D.
Torii, M.
Tosi, N.
Treille, D.
Tsenov, R.
Ulin, S.
Ustyuzhanin, A.
Uteshev, Z.
Vankova-Kirilova, G.
Vannucci, F.
Venkova, P.
Venturi, V.
Vilchinski, S.
Villa, M.
Vincke, Heinz
Vincke, Helmut
Visone, C.
Vlasik, K.
Volkov, A.
Voronkov, R.
van Waasen, S.
Wanke, R.
Wertelaers, P.
Woo, J.-K.
Wurm, M.
Xella, S.
Yilmaz, D.
Yilmazer, A.U.
Yoon, C.S.
Zarubin, P.
Zarubina, I.
Zaytsev, Yu.
author_facet Ahdida, C.
Albanese, R.
Alexandrov, A.
Anokhina, A.
Aoki, S.
Arduini, G.
Atkin, E.
Azorskiy, N.
Back, J.J.
Bagulya, A.
Baaltasar Dos Santos, F.
Baranov, A.
Bardou, F.
Barker, G.J.
Battistin, M.
Bauche, J.
Bay, A.
Bayliss, V.
Bencivenni, G.
Berdnikov, A.Y.
Berdnikov, Y.A.
Berezkina, I.
Bertani, M.
Betancourt, C.
Bezshyiko, I.
Bezshyyko, O.
Bick, D.
Bieschke, S.
Blanco, A.
Boehm, J.
Bogomilov, M.
Bondarenko, K.
Bonivento, W.M.
Borburgh, J.
Boyarsky, A.
Brenner, R.
Breton, D.
Brundler, R.
Bruschi, M.
Büscher, V.
Buonaura, A.
Buontempo, S.
Cadeddu, S.
Calcaterra, A.
Calviani, M.
Campanelli, M.
Casolino, M.
Charitonidis, N.
Chau, P.
Chauveau, J.
Chepurnov, A.
Chernyavskiy, M.
Choi, K.-Y.
Chumakov, A.
Ciambrone, P.
Congedo, L.
Cornelis, K.
Cristinziani, M.
Crupano, A.
Dallavalle, G.M.
Datwyler, A.
D'Ambrosio, N.
D'Appollonio, G.
De Carvalho Saraiva, J.
De Lellis, G.
de Magistris, M.
De Roeck, A.
De Serio, M.
De Simone, D.
Dedenko, L.
Dergachev, P.
Di Crescenzo, A.
Di Marco, N.
Dib, C.
Dijkstra, H.
Dipinto, P.
Dmitrenko, V.
Dmitrievskiy, S.
Dougherty, L.A.
Dolmatov, A.
Domenici, D.
Donskov, S.
Drohan, V.
Dubreuil, A.
Ehlert, M.
Enik, T.
Etenko, A.
Fabbri, F.
Fabbri, L.
Fabich, A.
Fedin, O.
Fedotovs, F.
Felici, G.
Ferro-Luzzi, M.
Filippov, K.
Fini, R.A.
Fonte, P.
Franco, C.
Fraser, M.
Fresa, R.
Froeschl, R.
Fukuda, T.
Galati, G.
Gall, J.
Gatignon, L.
Gavrilov, G.
Gentile, V.
Gerlach, S.
Goddard, B.
Golinka-Bezshyyko, L.
Golovatiuk, A.
Golubkov, D.
Golutvin, A.
Gorbounov, P.
Gorbunov, D.
Gorbunov, S.
Gorkavenko, V.
Gornushkin, Y.
Gorshenkov, M.
Grachev, V.
Grandchamp, A.L.
Granich, G.
Graverini, E.
Grenard, J.-L.
Grenier, D.
Grichine, V.
Gruzinskii, N.
Guler, A.M.
Guz, Yu.
Haefeli, G.J.
Hagner, C.
Hakobyan, H.
Harris, I.W.
van Herwijnen, E.
Hessler, C.
Hollnagel, A.
Hosseini, B.
Hushchyn, M.
Iaselli, G.
Iuliano, A.
Ivantchenko, V.
Jacobsson, R.
Joković, D.
Jonker, M.
Kadenko, I.
Kain, V.
Kaiser, B.
Kamiscioglu, C.
Kershaw, K.
Khabibullin, M.
Khalikov, E.
Khaustov, G.
Khoriauli, G.
Khotyantsev, A.
Kim, S.H.
Kim, Y.G.
Kim, V.
Kitagawa, N.
Ko, J.-W.
Kodama, K.
Kolesnikov, A.
Kolev, D.I.
Kolosov, V.
Komatsu, M.
Kondrateva, N.
Kono, A.
Konovalova, N.
Kormannshaus, S.
Korol, I.
Korol'ko, I.
Korzenev, A.
Kostyukhin, V.
Koukovini Platia, E.
Kovalenko, S.
Krasilnikova, I.
Kudenko, Y.
Kurbatov, E.
Kurbatov, P.
Kurochka, V.
Kuznetsova, E.
Lacker, H.M.
Lamont, M.
Lanfranchi, G.
Lantwin, O.
Lauria, A.
Lee, K.S.
Lee, K.Y.
Lévy, J.-M.
Loschiavo, V.P.
Lopes, L.
Lopez Sola, E.
Lyubovitskij, V.
Maalmi, J.
Magnan, A.
Maleev, V.
Malinin, A.
Manabe, Y.
Managadze, A.K.
Manfredi, M.
Marsh, S.
Marshall, A.M.
Mefodev, A.
Mermod, P.
Miano, A.
Mikado, S.
Mikhaylov, Yu.
Milstead, D.A.
Mineev, O.
Montanari, A.
Montesi, M.C.
Morishima, K.
Movchan, S.
Muttoni, Y.
Naganawa, N.
Nakamura, M.
Nakano, T.
Nasybulin, S.
Ninin, P.
Nishio, A.
Novikov, A.
Obinyakov, B.
Ogawa, S.
Okateva, N.
Opitz, B.
Osborne, J.
Ovchynnikov, M.
Owtscharenko, N.
Owen, P.H.
Pacholek, P.
Paoloni, A.
Park, B.D.
Park, S.K.
Pastore, A.
Patel, M.
Pereyma, D.
Perillo-Marcone, A.
Petkov, G.L.
Petridis, K.
Petrov, A.
Podgrudkov, D.
Poliakov, V.
Polukhina, N.
Prieto Prieto, J.
Prokudin, M.
Prota, A.
Quercia, A.
Rademakers, A.
Rakai, A.
Ratnikov, F.
Rawlings, T.
Redi, F.
Ricciardi, S.
Rinaldesi, M.
Rodin, Volodymyr
Rodin, Viktor
Robbe, P.
Rodrigues Cavalcante, A.B.
Roganova, T.
Rokujo, H.
Rosa, G.
Rovelli, T.
Ruchayskiy, O.
Ruf, T.
Samoylenko, V.
Samsonov, V.
Sanchez Galan, F.
Santos Diaz, P.
Sanz Ull, A.
Saputi, A.
Sato, O.
Savchenko, E.S.
Schliwinski, J.S.
Schmidt-Parzefall, W.
Serra, N.
Sgobba, S.
Shadura, O.
Shakin, A.
Shaposhnikov, M.
Shatalov, P.
Shchedrina, T.
Shchutska, L.
Shevchenko, V.
Shibuya, H.
Shihora, L.
Shirobokov, S.
Shustov, A.
Silverstein, S.B.
Simone, S.
Simoniello, R.
Skorokhvatov, M.
Smirnov, S.
Sohn, J.Y.
Sokolenko, A.
Solodko, E.
Starkov, N.
Stoel, L.
Storaci, B.
Stramaglia, M.E.
Sukhonos, D.
Suzuki, Y.
Takahashi, S.
Tastet, J.L.
Teterin, P.
Than Naing, S.
Timiryasov, I.
Tioukov, V.
Tommasini, D.
Torii, M.
Tosi, N.
Treille, D.
Tsenov, R.
Ulin, S.
Ustyuzhanin, A.
Uteshev, Z.
Vankova-Kirilova, G.
Vannucci, F.
Venkova, P.
Venturi, V.
Vilchinski, S.
Villa, M.
Vincke, Heinz
Vincke, Helmut
Visone, C.
Vlasik, K.
Volkov, A.
Voronkov, R.
van Waasen, S.
Wanke, R.
Wertelaers, P.
Woo, J.-K.
Wurm, M.
Xella, S.
Yilmaz, D.
Yilmazer, A.U.
Yoon, C.S.
Zarubin, P.
Zarubina, I.
Zaytsev, Yu.
author_sort Ahdida, C.
collection CERN
description This paper presents a fast approach to simulating muons produced in interactions of the SPS proton beams with the target of the SHiP experiment. The SHiP experiment will be able to search for new long-lived particles produced in a 400 GeV/c SPS proton beam dump and which travel distances between fifty metres and tens of kilometers. The SHiP detector needs to operate under ultra-low background conditions and requires large simulated samples of muon induced background processes. Through the use of Generative Adversarial Networks it is possible to emulate the simulation of the interaction of 400GeV/c proton beams with the SHiP target, an otherwise computationally intensive process. For the simulation requirements of the SHiP experiment, generative networks are capable of approximating the full simulation of the dense fixed target, offering a speed increase by a factor of O(106). To evaluate the performance of such an approach, comparisons of the distributions of reconstructed muon momenta in SHiP’s spectrometer between samples using the full simulation and samples produced through generative models are presented. The methods discussed in this paper can be generalised and applied to modelling any non-discrete multi-dimensional distribution.
id cern-2689494
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2019
record_format invenio
spelling cern-26894942023-10-26T05:03:05Zdoi:10.1088/1748-0221/14/11/P11028http://cds.cern.ch/record/2689494engAhdida, C.Albanese, R.Alexandrov, A.Anokhina, A.Aoki, S.Arduini, G.Atkin, E.Azorskiy, N.Back, J.J.Bagulya, A.Baaltasar Dos Santos, F.Baranov, A.Bardou, F.Barker, G.J.Battistin, M.Bauche, J.Bay, A.Bayliss, V.Bencivenni, G.Berdnikov, A.Y.Berdnikov, Y.A.Berezkina, I.Bertani, M.Betancourt, C.Bezshyiko, I.Bezshyyko, O.Bick, D.Bieschke, S.Blanco, A.Boehm, J.Bogomilov, M.Bondarenko, K.Bonivento, W.M.Borburgh, J.Boyarsky, A.Brenner, R.Breton, D.Brundler, R.Bruschi, M.Büscher, V.Buonaura, A.Buontempo, S.Cadeddu, S.Calcaterra, A.Calviani, M.Campanelli, M.Casolino, M.Charitonidis, N.Chau, P.Chauveau, J.Chepurnov, A.Chernyavskiy, M.Choi, K.-Y.Chumakov, A.Ciambrone, P.Congedo, L.Cornelis, K.Cristinziani, M.Crupano, A.Dallavalle, G.M.Datwyler, A.D'Ambrosio, N.D'Appollonio, G.De Carvalho Saraiva, J.De Lellis, G.de Magistris, M.De Roeck, A.De Serio, M.De Simone, D.Dedenko, L.Dergachev, P.Di Crescenzo, A.Di Marco, N.Dib, C.Dijkstra, H.Dipinto, P.Dmitrenko, V.Dmitrievskiy, S.Dougherty, L.A.Dolmatov, A.Domenici, D.Donskov, S.Drohan, V.Dubreuil, A.Ehlert, M.Enik, T.Etenko, A.Fabbri, F.Fabbri, L.Fabich, A.Fedin, O.Fedotovs, F.Felici, G.Ferro-Luzzi, M.Filippov, K.Fini, R.A.Fonte, P.Franco, C.Fraser, M.Fresa, R.Froeschl, R.Fukuda, T.Galati, G.Gall, J.Gatignon, L.Gavrilov, G.Gentile, V.Gerlach, S.Goddard, B.Golinka-Bezshyyko, L.Golovatiuk, A.Golubkov, D.Golutvin, A.Gorbounov, P.Gorbunov, D.Gorbunov, S.Gorkavenko, V.Gornushkin, Y.Gorshenkov, M.Grachev, V.Grandchamp, A.L.Granich, G.Graverini, E.Grenard, J.-L.Grenier, D.Grichine, V.Gruzinskii, N.Guler, A.M.Guz, Yu.Haefeli, G.J.Hagner, C.Hakobyan, H.Harris, I.W.van Herwijnen, E.Hessler, C.Hollnagel, A.Hosseini, B.Hushchyn, M.Iaselli, G.Iuliano, A.Ivantchenko, V.Jacobsson, R.Joković, D.Jonker, M.Kadenko, I.Kain, V.Kaiser, B.Kamiscioglu, C.Kershaw, K.Khabibullin, M.Khalikov, E.Khaustov, G.Khoriauli, G.Khotyantsev, A.Kim, S.H.Kim, Y.G.Kim, V.Kitagawa, N.Ko, J.-W.Kodama, K.Kolesnikov, A.Kolev, D.I.Kolosov, V.Komatsu, M.Kondrateva, N.Kono, A.Konovalova, N.Kormannshaus, S.Korol, I.Korol'ko, I.Korzenev, A.Kostyukhin, V.Koukovini Platia, E.Kovalenko, S.Krasilnikova, I.Kudenko, Y.Kurbatov, E.Kurbatov, P.Kurochka, V.Kuznetsova, E.Lacker, H.M.Lamont, M.Lanfranchi, G.Lantwin, O.Lauria, A.Lee, K.S.Lee, K.Y.Lévy, J.-M.Loschiavo, V.P.Lopes, L.Lopez Sola, E.Lyubovitskij, V.Maalmi, J.Magnan, A.Maleev, V.Malinin, A.Manabe, Y.Managadze, A.K.Manfredi, M.Marsh, S.Marshall, A.M.Mefodev, A.Mermod, P.Miano, A.Mikado, S.Mikhaylov, Yu.Milstead, D.A.Mineev, O.Montanari, A.Montesi, M.C.Morishima, K.Movchan, S.Muttoni, Y.Naganawa, N.Nakamura, M.Nakano, T.Nasybulin, S.Ninin, P.Nishio, A.Novikov, A.Obinyakov, B.Ogawa, S.Okateva, N.Opitz, B.Osborne, J.Ovchynnikov, M.Owtscharenko, N.Owen, P.H.Pacholek, P.Paoloni, A.Park, B.D.Park, S.K.Pastore, A.Patel, M.Pereyma, D.Perillo-Marcone, A.Petkov, G.L.Petridis, K.Petrov, A.Podgrudkov, D.Poliakov, V.Polukhina, N.Prieto Prieto, J.Prokudin, M.Prota, A.Quercia, A.Rademakers, A.Rakai, A.Ratnikov, F.Rawlings, T.Redi, F.Ricciardi, S.Rinaldesi, M.Rodin, VolodymyrRodin, ViktorRobbe, P.Rodrigues Cavalcante, A.B.Roganova, T.Rokujo, H.Rosa, G.Rovelli, T.Ruchayskiy, O.Ruf, T.Samoylenko, V.Samsonov, V.Sanchez Galan, F.Santos Diaz, P.Sanz Ull, A.Saputi, A.Sato, O.Savchenko, E.S.Schliwinski, J.S.Schmidt-Parzefall, W.Serra, N.Sgobba, S.Shadura, O.Shakin, A.Shaposhnikov, M.Shatalov, P.Shchedrina, T.Shchutska, L.Shevchenko, V.Shibuya, H.Shihora, L.Shirobokov, S.Shustov, A.Silverstein, S.B.Simone, S.Simoniello, R.Skorokhvatov, M.Smirnov, S.Sohn, J.Y.Sokolenko, A.Solodko, E.Starkov, N.Stoel, L.Storaci, B.Stramaglia, M.E.Sukhonos, D.Suzuki, Y.Takahashi, S.Tastet, J.L.Teterin, P.Than Naing, S.Timiryasov, I.Tioukov, V.Tommasini, D.Torii, M.Tosi, N.Treille, D.Tsenov, R.Ulin, S.Ustyuzhanin, A.Uteshev, Z.Vankova-Kirilova, G.Vannucci, F.Venkova, P.Venturi, V.Vilchinski, S.Villa, M.Vincke, HeinzVincke, HelmutVisone, C.Vlasik, K.Volkov, A.Voronkov, R.van Waasen, S.Wanke, R.Wertelaers, P.Woo, J.-K.Wurm, M.Xella, S.Yilmaz, D.Yilmazer, A.U.Yoon, C.S.Zarubin, P.Zarubina, I.Zaytsev, Yu.Fast simulation of muons produced at the SHiP experiment using Generative Adversarial Networkshep-exParticle Physics - Experimentphysics.ins-detDetectors and Experimental TechniquesThis paper presents a fast approach to simulating muons produced in interactions of the SPS proton beams with the target of the SHiP experiment. The SHiP experiment will be able to search for new long-lived particles produced in a 400 GeV/c SPS proton beam dump and which travel distances between fifty metres and tens of kilometers. The SHiP detector needs to operate under ultra-low background conditions and requires large simulated samples of muon induced background processes. Through the use of Generative Adversarial Networks it is possible to emulate the simulation of the interaction of 400GeV/c proton beams with the SHiP target, an otherwise computationally intensive process. For the simulation requirements of the SHiP experiment, generative networks are capable of approximating the full simulation of the dense fixed target, offering a speed increase by a factor of O(106). To evaluate the performance of such an approach, comparisons of the distributions of reconstructed muon momenta in SHiP’s spectrometer between samples using the full simulation and samples produced through generative models are presented. The methods discussed in this paper can be generalised and applied to modelling any non-discrete multi-dimensional distribution.This paper presents a fast approach to simulating muons produced in interactions of the SPS proton beams with the target of the SHiP experiment. The SHiP experiment will be able to search for new long-lived particles produced in a 400~GeV$/c$ SPS proton beam dump and which travel distances between fifty metres and tens of kilometers. The SHiP detector needs to operate under ultra-low background conditions and requires large simulated samples of muon induced background processes. Through the use of Generative Adversarial Networks it is possible to emulate the simulation of the interaction of 400~GeV$/c$ proton beams with the SHiP target, an otherwise computationally intensive process. For the simulation requirements of the SHiP experiment, generative networks are capable of approximating the full simulation of the dense fixed target, offering a speed increase by a factor of $\mathcal{O}(10^6)$. To evaluate the performance of such an approach, comparisons of the distributions of reconstructed muon momenta in SHiP's spectrometer between samples using the full simulation and samples produced through generative models are presented. The methods discussed in this paper can be generalised and applied to modelling any non-discrete multi-dimensional distribution.arXiv:1909.04451oai:cds.cern.ch:26894942019-09-10
spellingShingle hep-ex
Particle Physics - Experiment
physics.ins-det
Detectors and Experimental Techniques
Ahdida, C.
Albanese, R.
Alexandrov, A.
Anokhina, A.
Aoki, S.
Arduini, G.
Atkin, E.
Azorskiy, N.
Back, J.J.
Bagulya, A.
Baaltasar Dos Santos, F.
Baranov, A.
Bardou, F.
Barker, G.J.
Battistin, M.
Bauche, J.
Bay, A.
Bayliss, V.
Bencivenni, G.
Berdnikov, A.Y.
Berdnikov, Y.A.
Berezkina, I.
Bertani, M.
Betancourt, C.
Bezshyiko, I.
Bezshyyko, O.
Bick, D.
Bieschke, S.
Blanco, A.
Boehm, J.
Bogomilov, M.
Bondarenko, K.
Bonivento, W.M.
Borburgh, J.
Boyarsky, A.
Brenner, R.
Breton, D.
Brundler, R.
Bruschi, M.
Büscher, V.
Buonaura, A.
Buontempo, S.
Cadeddu, S.
Calcaterra, A.
Calviani, M.
Campanelli, M.
Casolino, M.
Charitonidis, N.
Chau, P.
Chauveau, J.
Chepurnov, A.
Chernyavskiy, M.
Choi, K.-Y.
Chumakov, A.
Ciambrone, P.
Congedo, L.
Cornelis, K.
Cristinziani, M.
Crupano, A.
Dallavalle, G.M.
Datwyler, A.
D'Ambrosio, N.
D'Appollonio, G.
De Carvalho Saraiva, J.
De Lellis, G.
de Magistris, M.
De Roeck, A.
De Serio, M.
De Simone, D.
Dedenko, L.
Dergachev, P.
Di Crescenzo, A.
Di Marco, N.
Dib, C.
Dijkstra, H.
Dipinto, P.
Dmitrenko, V.
Dmitrievskiy, S.
Dougherty, L.A.
Dolmatov, A.
Domenici, D.
Donskov, S.
Drohan, V.
Dubreuil, A.
Ehlert, M.
Enik, T.
Etenko, A.
Fabbri, F.
Fabbri, L.
Fabich, A.
Fedin, O.
Fedotovs, F.
Felici, G.
Ferro-Luzzi, M.
Filippov, K.
Fini, R.A.
Fonte, P.
Franco, C.
Fraser, M.
Fresa, R.
Froeschl, R.
Fukuda, T.
Galati, G.
Gall, J.
Gatignon, L.
Gavrilov, G.
Gentile, V.
Gerlach, S.
Goddard, B.
Golinka-Bezshyyko, L.
Golovatiuk, A.
Golubkov, D.
Golutvin, A.
Gorbounov, P.
Gorbunov, D.
Gorbunov, S.
Gorkavenko, V.
Gornushkin, Y.
Gorshenkov, M.
Grachev, V.
Grandchamp, A.L.
Granich, G.
Graverini, E.
Grenard, J.-L.
Grenier, D.
Grichine, V.
Gruzinskii, N.
Guler, A.M.
Guz, Yu.
Haefeli, G.J.
Hagner, C.
Hakobyan, H.
Harris, I.W.
van Herwijnen, E.
Hessler, C.
Hollnagel, A.
Hosseini, B.
Hushchyn, M.
Iaselli, G.
Iuliano, A.
Ivantchenko, V.
Jacobsson, R.
Joković, D.
Jonker, M.
Kadenko, I.
Kain, V.
Kaiser, B.
Kamiscioglu, C.
Kershaw, K.
Khabibullin, M.
Khalikov, E.
Khaustov, G.
Khoriauli, G.
Khotyantsev, A.
Kim, S.H.
Kim, Y.G.
Kim, V.
Kitagawa, N.
Ko, J.-W.
Kodama, K.
Kolesnikov, A.
Kolev, D.I.
Kolosov, V.
Komatsu, M.
Kondrateva, N.
Kono, A.
Konovalova, N.
Kormannshaus, S.
Korol, I.
Korol'ko, I.
Korzenev, A.
Kostyukhin, V.
Koukovini Platia, E.
Kovalenko, S.
Krasilnikova, I.
Kudenko, Y.
Kurbatov, E.
Kurbatov, P.
Kurochka, V.
Kuznetsova, E.
Lacker, H.M.
Lamont, M.
Lanfranchi, G.
Lantwin, O.
Lauria, A.
Lee, K.S.
Lee, K.Y.
Lévy, J.-M.
Loschiavo, V.P.
Lopes, L.
Lopez Sola, E.
Lyubovitskij, V.
Maalmi, J.
Magnan, A.
Maleev, V.
Malinin, A.
Manabe, Y.
Managadze, A.K.
Manfredi, M.
Marsh, S.
Marshall, A.M.
Mefodev, A.
Mermod, P.
Miano, A.
Mikado, S.
Mikhaylov, Yu.
Milstead, D.A.
Mineev, O.
Montanari, A.
Montesi, M.C.
Morishima, K.
Movchan, S.
Muttoni, Y.
Naganawa, N.
Nakamura, M.
Nakano, T.
Nasybulin, S.
Ninin, P.
Nishio, A.
Novikov, A.
Obinyakov, B.
Ogawa, S.
Okateva, N.
Opitz, B.
Osborne, J.
Ovchynnikov, M.
Owtscharenko, N.
Owen, P.H.
Pacholek, P.
Paoloni, A.
Park, B.D.
Park, S.K.
Pastore, A.
Patel, M.
Pereyma, D.
Perillo-Marcone, A.
Petkov, G.L.
Petridis, K.
Petrov, A.
Podgrudkov, D.
Poliakov, V.
Polukhina, N.
Prieto Prieto, J.
Prokudin, M.
Prota, A.
Quercia, A.
Rademakers, A.
Rakai, A.
Ratnikov, F.
Rawlings, T.
Redi, F.
Ricciardi, S.
Rinaldesi, M.
Rodin, Volodymyr
Rodin, Viktor
Robbe, P.
Rodrigues Cavalcante, A.B.
Roganova, T.
Rokujo, H.
Rosa, G.
Rovelli, T.
Ruchayskiy, O.
Ruf, T.
Samoylenko, V.
Samsonov, V.
Sanchez Galan, F.
Santos Diaz, P.
Sanz Ull, A.
Saputi, A.
Sato, O.
Savchenko, E.S.
Schliwinski, J.S.
Schmidt-Parzefall, W.
Serra, N.
Sgobba, S.
Shadura, O.
Shakin, A.
Shaposhnikov, M.
Shatalov, P.
Shchedrina, T.
Shchutska, L.
Shevchenko, V.
Shibuya, H.
Shihora, L.
Shirobokov, S.
Shustov, A.
Silverstein, S.B.
Simone, S.
Simoniello, R.
Skorokhvatov, M.
Smirnov, S.
Sohn, J.Y.
Sokolenko, A.
Solodko, E.
Starkov, N.
Stoel, L.
Storaci, B.
Stramaglia, M.E.
Sukhonos, D.
Suzuki, Y.
Takahashi, S.
Tastet, J.L.
Teterin, P.
Than Naing, S.
Timiryasov, I.
Tioukov, V.
Tommasini, D.
Torii, M.
Tosi, N.
Treille, D.
Tsenov, R.
Ulin, S.
Ustyuzhanin, A.
Uteshev, Z.
Vankova-Kirilova, G.
Vannucci, F.
Venkova, P.
Venturi, V.
Vilchinski, S.
Villa, M.
Vincke, Heinz
Vincke, Helmut
Visone, C.
Vlasik, K.
Volkov, A.
Voronkov, R.
van Waasen, S.
Wanke, R.
Wertelaers, P.
Woo, J.-K.
Wurm, M.
Xella, S.
Yilmaz, D.
Yilmazer, A.U.
Yoon, C.S.
Zarubin, P.
Zarubina, I.
Zaytsev, Yu.
Fast simulation of muons produced at the SHiP experiment using Generative Adversarial Networks
title Fast simulation of muons produced at the SHiP experiment using Generative Adversarial Networks
title_full Fast simulation of muons produced at the SHiP experiment using Generative Adversarial Networks
title_fullStr Fast simulation of muons produced at the SHiP experiment using Generative Adversarial Networks
title_full_unstemmed Fast simulation of muons produced at the SHiP experiment using Generative Adversarial Networks
title_short Fast simulation of muons produced at the SHiP experiment using Generative Adversarial Networks
title_sort fast simulation of muons produced at the ship experiment using generative adversarial networks
topic hep-ex
Particle Physics - Experiment
physics.ins-det
Detectors and Experimental Techniques
url https://dx.doi.org/10.1088/1748-0221/14/11/P11028
http://cds.cern.ch/record/2689494
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AT dedenkol fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT dergachevp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT dicrescenzoa fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT dimarcon fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT dibc fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT dijkstrah fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT dipintop fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT dmitrenkov fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT dmitrievskiys fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT doughertyla fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT dolmatova fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT domenicid fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT donskovs fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT drohanv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT dubreuila fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT ehlertm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT enikt fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT etenkoa fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT fabbrif fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT fabbril fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT fabicha fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT fedino fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT fedotovsf fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT felicig fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT ferroluzzim fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT filippovk fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT finira fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT fontep fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT francoc fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT fraserm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT fresar fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT froeschlr fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT fukudat fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT galatig fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gallj fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gatignonl fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gavrilovg fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gentilev fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gerlachs fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT goddardb fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT golinkabezshyykol fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT golovatiuka fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT golubkovd fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT golutvina fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gorbounovp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gorbunovd fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gorbunovs fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gorkavenkov fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gornushkiny fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gorshenkovm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT grachevv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT grandchampal fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT granichg fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT graverinie fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT grenardjl fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT grenierd fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT grichinev fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT gruzinskiin fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT guleram fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT guzyu fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT haefeligj fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT hagnerc fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT hakobyanh fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT harrisiw fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT vanherwijnene fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT hesslerc fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT hollnagela fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT hosseinib fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT hushchynm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT iasellig fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT iulianoa fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT ivantchenkov fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT jacobssonr fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT jokovicd fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT jonkerm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kadenkoi fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kainv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kaiserb fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kamisciogluc fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kershawk fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT khabibullinm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT khalikove fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT khaustovg fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT khoriaulig fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT khotyantseva fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kimsh fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kimyg fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kimv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kitagawan fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kojw fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kodamak fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kolesnikova fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kolevdi fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kolosovv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT komatsum fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kondratevan fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT konoa fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT konovalovan fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kormannshauss fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT koroli fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT korolkoi fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT korzeneva fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kostyukhinv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT koukoviniplatiae fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kovalenkos fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT krasilnikovai fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kudenkoy fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kurbatove fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kurbatovp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kurochkav fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT kuznetsovae fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT lackerhm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT lamontm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT lanfranchig fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT lantwino fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT lauriaa fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT leeks fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT leeky fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT levyjm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT loschiavovp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT lopesl fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT lopezsolae fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT lyubovitskijv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT maalmij fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT magnana fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT maleevv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT malinina fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT manabey fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT managadzeak fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT manfredim fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT marshs fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT marshallam fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT mefodeva fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT mermodp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT mianoa fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT mikados fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT mikhaylovyu fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT milsteadda fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT mineevo fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT montanaria fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT montesimc fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT morishimak fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT movchans fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT muttoniy fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT naganawan fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT nakamuram fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT nakanot fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT nasybulins fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT nininp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT nishioa fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT novikova fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT obinyakovb fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT ogawas fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT okatevan fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT opitzb fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT osbornej fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT ovchynnikovm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT owtscharenkon fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT owenph fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT pacholekp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT paolonia fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT parkbd fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT parksk fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT pastorea fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT patelm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT pereymad fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT perillomarconea fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT petkovgl fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT petridisk fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT petrova fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT podgrudkovd fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT poliakovv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT polukhinan fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT prietoprietoj fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT prokudinm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT protaa fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT querciaa fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT rademakersa fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT rakaia fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT ratnikovf fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT rawlingst fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT redif fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT ricciardis fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT rinaldesim fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT rodinvolodymyr fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT rodinviktor fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT robbep fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT rodriguescavalcanteab fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT roganovat fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT rokujoh fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT rosag fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT rovellit fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT ruchayskiyo fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT ruft fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT samoylenkov fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT samsonovv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT sanchezgalanf fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT santosdiazp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT sanzulla fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT saputia fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT satoo fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT savchenkoes fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT schliwinskijs fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT schmidtparzefallw fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT serran fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT sgobbas fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT shadurao fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT shakina fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT shaposhnikovm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT shatalovp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT shchedrinat fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT shchutskal fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT shevchenkov fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT shibuyah fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT shihoral fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT shirobokovs fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT shustova fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT silversteinsb fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT simones fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT simoniellor fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT skorokhvatovm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT smirnovs fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT sohnjy fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT sokolenkoa fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT solodkoe fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT starkovn fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT stoell fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT storacib fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT stramagliame fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT sukhonosd fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT suzukiy fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT takahashis fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT tastetjl fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT teterinp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT thannaings fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT timiryasovi fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT tioukovv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT tommasinid fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT toriim fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT tosin fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT treilled fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT tsenovr fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT ulins fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT ustyuzhanina fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT uteshevz fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT vankovakirilovag fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT vannuccif fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT venkovap fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT venturiv fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT vilchinskis fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT villam fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT vinckeheinz fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT vinckehelmut fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT visonec fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT vlasikk fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT volkova fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT voronkovr fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT vanwaasens fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT wanker fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT wertelaersp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT woojk fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT wurmm fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT xellas fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT yilmazd fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT yilmazerau fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT yooncs fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT zarubinp fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT zarubinai fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks
AT zaytsevyu fastsimulationofmuonsproducedattheshipexperimentusinggenerativeadversarialnetworks

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