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 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 Script 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

The experimental facility for the Search for Hidden Particles at the CERN SPS

The International School for Advanced Studies (SISSA) logo The International School for Advanced Studies (SISSA) logo The following article is OPEN ACCESS The experimental facility for the Search for Hidden Particles at the CERN SPS C. Ahdida44, R. Albanese14,a, A. Alexandrov14, A. Anokhina39, S. Aoki18, G. Arduini44, E. Atkin38, N. Azorskiy29, J.J. Back54, A. Bagulya32Show full author list Published 25 March 2019 • © 2019 CERN Journal of Instrumentation, Volume 14, March 2019 Download Article PDF References Download PDF 543 Total downloads 7 7 total citations on Dimensions. Article has an altmetric score of 1 Turn on MathJax Share this article Share this content via email Share on Facebook Share on Twitter Share on Google+ Share on Mendeley Article information Abstract The Search for Hidden Particles (SHiP) Collaboration has shown that the CERN SPS accelerator with its 400 GeV/c proton beam offers a unique opportunity to explore the Hidden Sector [1–3]. The proposed experiment is an intensity frontier experiment which is capable of searching for hidden particles through both visible decays and through scattering signatures from recoil of electrons or nuclei. The high-intensity experimental facility developed by the SHiP Collaboration is based on a number of key features and developments which provide the possibility of probing a large part of the parameter space for a wide range of models with light long-lived super-weakly interacting particles with masses up to Script O(10) GeV/c2 in an environment of extremely clean background conditions. This paper describes the proposal for the experimental facility together with the most important feasibility studies. The paper focuses on the challenging new ideas behind the beam extraction and beam delivery, the proton beam dump, and the suppression of beam-induced background

CIVIL-LAW RELATIONS CONNECTED WITHN USING OF THE ELECTRONIC SIGNATURE

В статье исследуется использование электронной подписи в гражданско-правовых отношениях, а также гражданско-правовые отношения по ее получению. Сделаны выводы о том, что электронная подпись может использоваться в разных видах гражданских правоотношений. Перспективными для расширения ее использования являются договорные, вещные и корпоративные отношения. Отношения по поводу ее получения в удостоверяющем центре опосредуются договором оказания услуг. Выявлены практические ситуации, свидетельствующие о недостатках процедуры получения и использования электронной подписи. Исследованы изменения законодательства, которые ужесточают требования к удостоверяющим центрам и совершенствуют процедуру получения электронной подписи в целях устранения злоупотреблений по ее использованию.The article examines using of an electronic signature in various types of civil law relations and civil law relations on receiving of an electronic signature. Conclusions are drawn that the electronic signature can be used in various types of civil law relations. Contractual, property and corporate relations are promising for the development of its use. Relations on receiving of the electronic signature in the certification center are mediated by a service agreement. Practical situations have been identified that testify to the shortcomings of the procedure for obtaining and using the electronic signature. Legislative changes are studied that tighten the requirements for certification centers and improve the procedure for obtaining the electronic signature to eliminate abuses in its use

Biopsychosocial approach in the rehabilitation of patients with operable breast cancer

The relevance: more than 60% of cases are due to early breast cancer (EBC). Priority is the treatment of patients with early breast cancer, provided that the maximum quality of life (QL) is maintained. During or after complex treatment, more than half of patients with EBC report the occurrence of functional disorders that reduce the QL. Aim: to evaluate the event-free survival rate (EFS) of EBC patients undergoing rehabilitation within the framework of a biopsychosocial approach in the course of complex antitumor treatment. Materials and methods: the study involved 228 patients with EBC who received complex treatment from 2015 to 2019. In the prospective part of the study, 114 patients were subjected to rehabilitation measures in the framework of a biopsychosocial approach that considers both biological features of functional restriction and psychosocial disorders, a multidisciplinary team of specialists worked with all patients. In the control group, 114 patients were selected retrospectively and underwent physical and psychological rehabilitation as prescribed by a doctor. Patients of both groups are divided into subgroups depending on the availability of preoperative chemotherapy. Event-free survival was assessed over a 2-year follow-up period. Events were accepted as censored events: relapse, metastases, the occurrence of another cancer, a new concomitant disease, an exacerbation of concomitant pathology, and death. Results: Rehabilitation measures within the framework of the biopsychosocial model improve the indicators of EFS in patients with EBC. The use of a biopsychosocial approach in rehabilitation increased EFS by 3.8 months. The results of multivariate analysis, reducing the risk of occurrence of the event EBC patients undergoing rehabilitation within the framework of the biopsychosocial approach in the presence of neoadjuvant chemotherapy was 28%, in patients of younger age group (25–44 years) was 29%, in patients in menopause – 25%

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 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 (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

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 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 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

The magnet of the scattering and neutrino detector for the SHiP experiment at CERN

The Search for Hidden Particles (SHiP) experiment proposal at CERN demands a dedicated dipole magnet for its scattering and neutrino detector. This requires a very large volume to be uniformly magnetized at B > 1.2 T, with constraints regarding the inner instrumented volume as well as the external region, where no massive structures are allowed and only an extremely low stray field is admitted. In this paper we report the main technical challenges and the relevant design options providing a comprehensive design for the magnet of the SHiP Scattering and Neutrino Detector

The Magnet of the Scattering and Neutrino Detector for the SHiP experiment at CERN

The Search for Hidden Particles (SHiP) experiment proposal at CERN demands a dedicated dipole magnet for its scattering and neutrino detector. This requires a very large volume to be uniformly magnetized at B>1.2 T, with constraints regarding the inner instrumented volume as well as the external region, where no massive structures are allowed and only an extremely low stray field is admitted. In this paper we report the main technical challenges and the relevant design options providing a comprehensive design for the magnet of the SHiP Scattering and Neutrino Detector.The Search for Hidden Particles (SHiP) experiment proposal at CERN demands a dedicated dipole magnet for its scattering and neutrino detector. This requires a very large volume to be uniformly magnetized at B > 1.2 T, with constraints regarding the inner instrumented volume as well as the external region, where no massive structures are allowed and only an extremely low stray field is admitted. In this paper we report the main technical challenges and the relevant design options providing a comprehensive design for the magnet of the SHiP Scattering and Neutrino Detector