Searching for hidden particles with the SHiP experiment and development of machine learning methods

通过 SHiP 实验寻找隐藏粒子并开发机器学习方法

• 批准号: 2028277
• 金额: --
• 依托单位: University of Bristol
• 依托单位国家: 英国
• 项目类别: Studentship
• 财政年份: 2017
• 资助国家: 英国
• 起止时间: 2017 至 无数据
• 项目状态: 已结题
• 来源: https://gtr.ukri.org/projects?ref=studentship-2028277
• 关键词: Searching; hidden; particles; SHiP; experiment

Using Deep Learning to: - Generate vast numbers of protons-on-target and simulate the detector response.- Suppress the large combinatorial muon background

使用深度学习： - 生成大量目标质子并模拟探测器响应。 - 抑制大型组合 μ 子背景

项目成果

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

• DOI: 10.1088/1748-0221/14/11/p11028
• 发表时间: 2019-11
• 期刊: Journal of Instrumentation
• 影响因子: 1.3
• 作者: C. Ahdida;R. Albanese;A. Alexandrov;A. Anokhina;S. Aoki;G. Arduini;E. Atkin;N. Azorskiy;J. Back;A. Bagulya;F. D. Santos;A. Baranov;F. Bardou;G. Barker;M. Battistin;J. Bauche;A. Bay;V. Bayliss;G. Bencivenni;A. Berdnikov;Y. Berdnikov;I. Berezkina;M. Bertani;C. Betancourt;I. Bezshyiko;O. Bezshyyko;D. Bick;S. Bieschke;A. Blanco;J. Boehm;M. Bogomilov;K. Bondarenko;K. Bondarenko;W. Bonivento;J. Borburgh;A. Boyarsky;A. Boyarsky;R. Brenner;D. Breton;R. Brundler;M. Bruschi;V. Büscher;A. Buonaura;S. Buontempo;S. Cadeddu;A. Calcaterra;M. Calviani;M. Campanelli;M. Casolino;N. Charitonidis;P. Chau;J. Chauveau;A. Chepurnov;M. Chernyavskiy;K. Choi;A. Chumakov;P. Ciambrone;L. Congedo;K. Cornelis;M. Cristinziani;A. Crupano;G. Dallavalle;A. Datwyler;N. D’Ambrosio;G. D’Appollonio;J. Saraiva;G. Lellis;M. Magistris;A. Roeck;M. Serio;D. Simone;L. Dedenko;P. Dergachev;A. Crescenzo;N. Marco;C. Dib;H. Dijkstra;P. Dipinto;V. Dmitrenko;S. Dmitrievskiy;L. Dougherty;A. Dolmatov;D. Domenici;S. Donskov;V. Drohan;A. Dubreuil;M. Ehlert;T. Enik;A. Etenko;A. Etenko;F. Fabbri;L. Fabbri;A. Fabich;O. Fedin;F. Fedotovs;G. Felici;M. Ferro-Luzzi;K. Filippov;R. Fini;P. Fonte;C. Franco;M. Fraser;R. Fresa;R. Froeschl;T. Fukuda;G. Galati;J. Gall;L. Gatignon;G. Gavrilov;V. Gentile;S. Gerlach;B. Goddard;L. Golinka-Bezshyyko;A. Golovatiuk;D. Golubkov;A. Golutvin;P. Gorbounov;D. Gorbunov;S. Gorbunov;V. Gorkavenko;Y. Gornushkin;M. Gorshenkov;V. Grachev;A. Grandchamp;G. Granich;E. Graverini;J. Grenard;D. Grenier;V. Grichine;N. Gruzinskii;A. Guler;Y. Guz;G. Haefeli;C. Hagner;H. Hakobyan;I. Harris;E. Herwijnen;C. Hessler;A. Hollnagel;B. Hosseini;M. Hushchyn;G. Iaselli;A. Iuliano;V. Ivantchenko;R. Jacobsson;D. Joković;M. Jonker;I. Kadenko;V. Kain;B. Kaiser;Ç. Kamışcıoğlu;K. Kershaw;M. Khabibullin;E. Khalikov;G. Khaustov;G. Khoriauli;A. Khotyantsev;S. Kim;Y. G. Kim;V. Kim;N. Kitagawa;J. Ko;K. Kodama;A. Kolesnikov;D. Kolev;V. Kolosov;M. Komatsu;N. Kondrateva;A. Kono;N. Konovalova;N. Konovalova;S. Kormannshaus;I. Korol;I. Korol’ko;A. Korzenev;V. Kostyukhin;E. K. Platia;S. Kovalenko;I. Krasilnikova;Y. Kudenko;Y. Kudenko;Y. Kudenko;E. Kurbatov;P. Kurbatov;V. Kurochka;E. Kuznetsova;H. Lacker;M. Lamont;G. Lanfranchi;O. Lantwin;A. Lauria;K. S. Lee;K. Y. Lee;J. Levy;V. Loschiavo;L. Lopes;E. L. Sola;V. Lyubovitskij;J. Maalmi;A. Magnan;V. Maleev;A. Malinin;Y. Manabe;A. Managadze;M. Manfredi;S. Marsh;A. Marshall;A. Mefodev;P. Mermod;A. Miano;S. Mikado;Y. Mikhaylov;D. Milstead;O. Mineev;A. Montanari;M. Montesi;K. Morishima;S. Movchan;Y. Muttoni;N. Naganawa;M. Nakamura;T. Nakano;S. Nasybulin;P. Ninin;A. Nishio;A. Novikov;B. Obinyakov;S. Ogawa;N. Okateva;N. Okateva;B. Opitz;J. Osborne;M. Ovchynnikov;M. Ovchynnikov;N. Owtscharenko;P. Owen;P. Pacholek;A. Paoloni;B. Park;S. Park;A. Pastore;M. Patel;D. Pereyma;A. Perillo-Marcone;G. Petkov;K. Petridis;A. Petrov;D. Podgrudkov;V. Poliakov;N. Polukhina;N. Polukhina;N. Polukhina;J. Prieto;M. Prokudin;A. Prota;A. Quercia;A. Rademakers;A. Rákai;F. Ratnikov;T. Rawlings;F. Redi;S. Ricciardi;M. Rinaldesi;V. Rodin;V. Rodin;P. Robbe;A. B. Cavalcante;T. Roganova;H. Rokujo;G. Rosa;T. Rovelli;O. Ruchayskiy;T. Ruf;V. Samoylenko;V. Samsonov;F. S. Galan;P. S. Diaz;A. S. Ull;A. Saputi;O. Sato;E. S. Savchenko;J. Schliwinski;W. Schmidt-Parzefall;N. Serra;S. Sgobba;O. Shadura;A. Shakin;M. Shaposhnikov;P. Shatalov;T. Shchedrina;T. Shchedrina;L. Shchutska;V. Shevchenko;H. Shibuya;L. Shihora;S. Shirobokov;A. Shustov;S. Silverstein;S. Simone;R. Simoniello;M. Skorokhvatov;M. Skorokhvatov;S. Smirnov;J. Sohn;A. Sokolenko;E. Solodko;N. Starkov;N. Starkov;L. Stoel;B. Storaci;M. E. Stramaglia;D. Sukhonos;Y. Suzuki;S. Takahashi;J. Tastet;P. Teterin;S. Naing;I. Timiryasov;V. Tioukov;D. Tommasini;M. Torii;N. Tosi;D. Treille;R. Tsenov;R. Tsenov;S. Ulin;Andrey Ustyuzhanin;Z. Uteshev;G. Vankova-Kirilova;F. Vannucci;P. Venkova;V. Venturi;S. Vilchinski;M. Villa;H. Vincke;H. Vincke;C. Visone;K. Vlasik;A. Volkov;A. Volkov;R. Voronkov;S. Waasen;R. Wanke;P. Wertelaers;J. Woo;M. Wurm;S. Xella;D. Yilmaz;A. Yilmazer;C. Yoon;P. Zarubin;I. Zarubina;Y. Zaytsev