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Neural Networks in the Baikal-GVD Experiment: Selection of Neutrino Events and Neutrino Energy Reconstruction 贝加尔- gvd实验中的神经网络:中微子事件的选择和中微子能量的重建
IF 0.5 4区 物理与天体物理 Q4 PHYSICS, PARTICLES & FIELDS Pub Date : 2025-10-25 DOI: 10.1134/S1063779625700807
A. V. Matseiko, I. V. Kharuk

Baikal-GVD is a neutrino telescope with an effective volume of approximately 0.7 km located in Lake Baikal. To facilitate observations within the framework of neutrino astronomy, two critical event processing challenges should be addressed: (1) the isolation of the neutrino-induced events from background events caused by extensive air showers, (2) the reconstruction of muon neutrino-induced event parameters, such as the energy of the corresponding muon. This report presents a neural network-based approach, to address these challenges. For the first problem, we show that convolutional neural networks can preserve 64% of neutrino-induced events while achieving the background suppression factor of 10(^{6}). This model could be instrumental in creating catalogs of neutrino-induced events. For the second problem, we develop a neural network model that reconstructs both the energy and its associated uncertainty for a given event. On Monte Carlo simulated data we achieve an error factor of 3 for a wide range of energies (from 10 GeV and above) and a factor of 2 for high energies (from 10 TeV and above). The networks were trained and evaluated using Monte Carlo simulated data.

Baikal- gvd是位于贝加尔湖的中微子望远镜,有效体积约为0.7 km。为了方便在中微子天文学框架内进行观测,需要解决两个关键的事件处理挑战:(1)将中微子诱导事件与广泛的空气暴引起的背景事件隔离,(2)重建中微子诱导事件参数,如相应的μ子能量。本报告提出了一种基于神经网络的方法来解决这些挑战。对于第一个问题,我们证明卷积神经网络可以保留64% of neutrino-induced events while achieving the background suppression factor of 10(^{6}). This model could be instrumental in creating catalogs of neutrino-induced events. For the second problem, we develop a neural network model that reconstructs both the energy and its associated uncertainty for a given event. On Monte Carlo simulated data we achieve an error factor of 3 for a wide range of energies (from 10 GeV and above) and a factor of 2 for high energies (from 10 TeV and above). The networks were trained and evaluated using Monte Carlo simulated data.
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引用次数: 0
Methods for Alignment of Multilayer 2D Coordinate Detectors 多层二维坐标探测器的对准方法
IF 0.5 4区 物理与天体物理 Q4 PHYSICS, PARTICLES & FIELDS Pub Date : 2025-10-25 DOI: 10.1134/S106377962570073X
A. Kamenev

This article describes a method for alignment of layers in multilayer 2D-coordinate detectors of charged particles with coordinates of particle tracks. We obtain alignment parameters of the layers by minimization of square of difference between reconstructed tracks and measured particle positions. Minimization process produces trigonometric equations which are solved by the Newton method each.

本文介绍了一种利用粒子轨迹坐标对带电粒子多层二维坐标探测器进行层对的方法。通过最小化重建轨迹与实测粒子位置之差的平方,得到各层的对齐参数。最小化过程产生三角方程,分别用牛顿法求解。
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引用次数: 0
Towards Parameterizing the Entanglement Body of a Qubit Pair 量子比特对纠缠体的参数化研究
IF 0.5 4区 物理与天体物理 Q4 PHYSICS, PARTICLES & FIELDS Pub Date : 2025-10-25 DOI: 10.1134/S1063779625700741
A. Khvedelidze, D. Mladenov, A. Torosyan

A method allowing to increase a computational efficiency of evaluation of non-local characteristics of a pair of qubits is described. The method is based on the construction of coordinates on a generic section of 2-qubit’s entanglement space ({{mathcal{E}}_{{2 times 2}}}) represented as the direct product of an ordered 3-dimensional simplex and the double coset ({text{SU(2)}} times {text{SU(2)}}{kern 1pt} backslash {kern 1pt} {text{SU(4)}}{kern 1pt} /{kern 1pt} {{{text{T}}}^{{text{3}}}}{kern 1pt} .) Within this framework, the subset (mathcal{S}{{mathcal{E}}_{{2 times 2}}} subset {{mathcal{E}}_{{2 times 2}}}) corresponding to the rank-4 separable 2-qubit states is described as a semialgebraic variety given by a system of 3rd and 4th order polynomial inequalities in eigenvalues of the density matrix, whereas the polynomials coefficients are trigonometric functions defined over a direct product of two regular octahedra.

本文描述了一种提高量子比特对非局部特征计算效率的方法。该方法基于2-量子位纠缠空间({{mathcal{E}}_{{2 times 2}}})的一般部分上的坐标构造,表示为有序三维单纯形和双协集({text{SU(2)}} times {text{SU(2)}}{kern 1pt} backslash {kern 1pt} {text{SU(4)}}{kern 1pt} /{kern 1pt} {{{text{T}}}^{{text{3}}}}{kern 1pt} .)的直接乘积。在该框架内,对应于4阶可分离2-量子位状态的子集(mathcal{S}{{mathcal{E}}_{{2 times 2}}} subset {{mathcal{E}}_{{2 times 2}}})被描述为由密度矩阵特征值中的3阶和4阶多项式不等式系统给出的半代数变化。而多项式系数是在两个正八面体的直积上定义的三角函数。
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引用次数: 0
A Web Application for Fitting Experimental Data Using JINR Cloud Infrastructure and ROOT Package Tools 使用JINR云基础设施和ROOT包工具拟合实验数据的Web应用程序
IF 0.5 4区 物理与天体物理 Q4 PHYSICS, PARTICLES & FIELDS Pub Date : 2025-10-25 DOI: 10.1134/S1063779625700777
K. V. Lukyanov, A. G. Soloviev, T. M. Solovjeva, E. V. Zemlyanaya

The FITTER_WEB application was developed to solve the problems of fitting experimental data with multiparameter theoretical functions which model the objects under study. The user is given full control over the fitting process, as well as the ability to use the built-in ROOT mechanisms of parallelism. The contribution describes the structure of the web application, the software tools used for its development, and the specifics of deployment to the JINR cloud infrastructure. The results of the parallel FITTER_WEB analysis of the small-angle scattering data on a samples of polydispersed populations of phospholipid-based unilamellar vesicles are presented. The possibilities of optimizing the web application operation by the allocation of computing resources in the JINR cloud, as well as multi-user calculations, are discussed.

FITTER_WEB应用程序是为了解决多参数理论函数拟合实验数据的问题而开发的。用户可以完全控制拟合过程,还可以使用内置的ROOT并行机制。该贡献描述了web应用程序的结构、用于其开发的软件工具,以及部署到JINR云基础设施的细节。本文介绍了用平行FITTER_WEB对多分散的磷脂基单层囊泡小角散射数据进行分析的结果。讨论了通过在JINR云中分配计算资源以及多用户计算来优化web应用程序操作的可能性。
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引用次数: 0
Prediction of Flows with Porous Inclusions Using the Generalized QGD System of Equation 用广义QGD方程组预测含多孔夹杂物流动
IF 0.5 4区 物理与天体物理 Q4 PHYSICS, PARTICLES & FIELDS Pub Date : 2025-10-25 DOI: 10.1134/S1063779625700595
N. Churbanova, V. Emets

Many engineering applications involve problems with flows in porous media. The problem becomes even more complicated if in the region under consideration there is a system consisting of a free flow of a pure liquid and solid inclusions considered as a fully saturated porous body. This paper proposes a model for calculating flows in the “free flow–porous medium” system based on the generalized quasi-gasdynamic (QGD) system of equations involving Darcy–Forchheimer terms. By analogy with the papers of other authors, where averaging of the Navier–Stokes equations over an elementary volume is used, the system of QGD equations is averaged over a small representative volume of a computational domain in our model. The model is unified for both subdomains of the system—a free flow and a porous medium. This makes possible to perform calculations throughout the entire computational domain using a homogeneous numerical algorithm. Test calculations of flows in a plane channel with a porous plug and in a lid-driven cavity partially filled with a porous medium are presented. In both cases, a good enough agreement with similar calculations by other authors was obtained.

许多工程应用涉及多孔介质中的流动问题。如果在考虑的区域内存在一个由纯液体和固体包裹体自由流动组成的系统,那么问题就会变得更加复杂,这些包裹体被认为是一个完全饱和的多孔体。本文提出了一种基于Darcy-Forchheimer项广义准气体动力学(QGD)方程组的“自由流动-多孔介质”系统流动计算模型。与其他作者的论文类似,其中在基本体积上使用Navier-Stokes方程的平均,在我们的模型中,QGD方程系统在计算域的一个小代表性体积上平均。该模型对系统的两个子域—自由流动和多孔介质—是统一的。这使得使用齐次数值算法在整个计算域内执行计算成为可能。给出了多孔塞平面通道和部分填充多孔介质的盖驱动腔内流动的试验计算。在这两种情况下,得到了与其他作者的类似计算足够一致的结果。
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引用次数: 0
Hypernuclei Signal Observation in the BM@N Experiment BM@N实验中的超核信号观测
IF 0.5 4区 物理与天体物理 Q4 PHYSICS, PARTICLES & FIELDS Pub Date : 2025-10-25 DOI: 10.1134/S1063779625700753
E. N. Konstantinova, S. P. Merts

The presented work describes an algorithm for the reconstruction of the simplest hypernuclei ((_{Lambda }^{3})H and (_{Lambda }^{4})H) in the BM@N experiment. We propose a method for separation of double charged nuclei from single charged particles for helium extraction in the formation of daughter pairs from hypernuclei decays. Mass spectra are shown, and their characteristics, such as signal, signal-to-noise ratio and significance of the reconstructed signal are evaluated.

本文描述了在BM@N实验中重建最简单超核((_{Lambda }^{3}) H和(_{Lambda }^{4}) H)的算法。我们提出了一种分离双带电核和单带电粒子的方法,用于从超核衰变形成子对的氦提取。给出了质谱图,并对其信号、信噪比和重构信号的显著性等特性进行了评价。
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引用次数: 0
Flexibility Extension of the Event Picking Service for the ATLAS Experiment ATLAS实验事件选取服务的灵活性扩展
IF 0.5 4区 物理与天体物理 Q4 PHYSICS, PARTICLES & FIELDS Pub Date : 2025-10-25 DOI: 10.1134/S106377962570042X
E. Alexandrov, I. Alexandrov, D. Barberis, A. Yakovlev

The ATLAS EventIndex is a catalog of all recorded and simulated ATLAS events, one of four main experiments at the LHC accelerator at CERN. The Event Picking Service is one of the components of the ATLAS Event Index. It is used when a user wants to collect interesting events from a huge amount of ATLAS data and reprocess them. The process of retrieving an event can be split into separate tasks. The set of tasks may differ for different event types. Some tasks use external services, which can take a long time to receive results. An error may occur as a result of completing the task. Some of these errors can be corrected automatically by the service, but some require administrator intervention. Failed tasks must be restarted from the specified step after the problem is manually corrected by the administrator. This is critical if the error occurs after a long-running task has been completed. All of the above leads to the fact that the Event Picking Service must be flexible and be able to be customized for a specific situation. This paper is dedicated to describing how elasticity is achieved in the Event Picking Service and how it improves during operation.

ATLAS事件索引是所有记录和模拟的ATLAS事件的目录,是欧洲核子研究中心LHC加速器的四个主要实验之一。事件选取服务是ATLAS事件索引的组件之一。当用户希望从大量的ATLAS数据中收集有趣的事件并对其进行重新处理时,可以使用它。检索事件的过程可以分成单独的任务。对于不同的事件类型,任务集可能有所不同。有些任务使用外部服务,这可能需要很长时间才能收到结果。完成任务后可能会出现错误。其中一些错误可以由服务自动纠正,但有些则需要管理员干预。管理员手动纠正问题后,必须从指定的步骤重新启动失败的任务。如果错误发生在长时间运行的任务完成之后,这一点非常重要。上述所有因素导致事件选择服务必须是灵活的,并且能够针对特定情况进行定制。本文致力于描述在事件选择服务中如何实现弹性,以及在操作过程中如何改进弹性。
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引用次数: 0
Kinetic Roughening in Turbulent Environment: Spatially Quenched Kardar–Parisi–Zhang Model and Navier–Stokes Equation 湍流环境中的动力学粗化:空间淬火kardar - paris - zhang模型和Navier-Stokes方程
IF 0.5 4区 物理与天体物理 Q4 PHYSICS, PARTICLES & FIELDS Pub Date : 2025-10-25 DOI: 10.1134/S1063779625700467
N. V. Antonov, N. M. Gulitskiy, P. I. Kakin, M. A. Reiter

Using field-theoretic renormalization group analysis, we study the Kardar–Parisi–Zhang equation of random surface growth with a spatially quenched random noise taking into account turbulent environment described by the Navier–Stokes equation. The latter is taken in the form that allows to model both macroscopic shaking of the fluid and fully turbulent flow. After establishing multiplicative renormalizability of the constructed action functional with additional non-linearity, we perform one-loop calculations (to the leading order in (varepsilon = 4 - d) and (y) where (d) is the space dimension) and find three sets of renormalization group equations’ fixed points: Gaussian fixed point (regime of ordinary diffusion), a curve of fixed points (macroscopic shaking) with infrared attractive segment, and a surface of fixed points for a special case (varepsilon = y) that also involved infrared attractive area. We also investigate marginal values of the coupling constants to look for “hidden” fixed points.

利用场理论重整化群分析方法,研究了含空间淬灭随机噪声的随机表面生长的karda - paris - zhang方程,并考虑了由Navier-Stokes方程描述的湍流环境。后者采用的形式允许对流体的宏观振动和完全湍流流动进行建模。在建立了具有附加非线性的构造的作用泛函的乘法重整性之后,我们进行了单循环计算(在(varepsilon = 4 - d)和(y)中,(d)是空间维度),并找到了三组重整化群方程的不动点:高斯不动点(普通扩散状态),带有红外吸引段的不动点(宏观震动)曲线,以及同样涉及红外吸引区的特殊情况(varepsilon = y)的不动点曲面。我们还研究了耦合常数的边缘值,以寻找“隐藏的”不动点。
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引用次数: 0
Decentralized Privacy Provision in Dynamically Reconfigurable and Self-Organizing Aero-Physical Cyber Systems 动态可重构自组织航空物理网络系统中的分散隐私保护
IF 0.5 4区 物理与天体物理 Q4 PHYSICS, PARTICLES & FIELDS Pub Date : 2025-10-25 DOI: 10.1134/S1063779625700406
S. Poghosyan, V. Poghosyan, H. Astsatryan, Ye. Alaverdyan

The paper introduces a data and communication security approach in decentralized, cloud-based, self-organizing unmanned aerial vehicles (UAV) swarms. UAV swarms exhibit emergent behavior, where local interactions lead to globally coordinated actions. Peers within the swarm autonomously establish communication links, adapt to changes in hazardous and hostile environments, and collaboratively perform distributed tasks without relying on a fixed infrastructure or external control. Each UAV in the swarm is governed by aerodynamics and physical constraints like lift, drag, and weight which together determine their maneuverability and real-time stability. In our construction, the underlying logical and technological framework consists of three main models, each developed by the authors: the information full exchange during the swarm quasi-random walk; the rotor-router model interpreting the peers’ discrete-time walk, and fault-tolerant gossip/broadcast schemes supporting the swarm resilience to internal failures and external cyber-attacks. The proposed cloud network topology encompasses connectivity options and ensures the swarm’s expected behavior. To ensure swarm security, we suggest embedding a blockchain-equipped robust identity verification scheme to ensure peers’ tamper-proof, transparent, and decentralized authentication, while accounting for the inherent limitations posed by their resource-constrained nature.

本文介绍了一种分散的、基于云的、自组织的无人机(UAV)群中的数据和通信安全方法。无人机群表现出紧急行为,其中局部相互作用导致全局协调行动。群体中的对等体自主建立通信链接,适应危险和敌对环境的变化,并协同执行分布式任务,而不依赖于固定的基础设施或外部控制。蜂群中的每架无人机都受到空气动力学和升力、阻力和重量等物理约束的控制,这些约束共同决定了它们的机动性和实时稳定性。在我们的构建中,底层的逻辑和技术框架由三个主要模型组成,每个模型都由作者开发:群体准随机行走期间的信息充分交换;转子-路由器模型解释了节点的离散时间行走,容错八卦/广播方案支持群体对内部故障和外部网络攻击的弹性。提出的云网络拓扑包含连接选项,并确保群的预期行为。为了确保群体安全,我们建议嵌入一个配备区块链的强大身份验证方案,以确保对等体的防篡改、透明和去中心化身份验证,同时考虑到它们的资源约束性质所带来的固有限制。
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引用次数: 0
Schemes of Finite Element Method for Collective Models of Atomic Nuclei 原子核集体模型的有限元方法
IF 0.5 4区 物理与天体物理 Q4 PHYSICS, PARTICLES & FIELDS Pub Date : 2025-10-25 DOI: 10.1134/S1063779625700492
B. Batgerel, J. Buša Jr., O. Chuluunbaatar, V. L. Derbov, A. Deveikis, A. A. Gusev, Le H. Luong, E. V. Mardyban, S. I. Vinitsky, P. W. Wen

A finite element method scheme for solving the boundary value problem of collective nuclear models is presented. Its efficiency is demonstrated on calculations of rotational-vibrational spectra and electrical quadrupole transitions (B(E2)) for the isotopes 154Gd and 238U with tabularly specified coefficients of the boundary value problem, including one-well and double-well potential energy surfaces, respectively, calculated from the relativistic mean-field model.

提出了一种求解集体核模型边值问题的有限元方法。通过计算同位素154Gd和238U的旋转-振动谱和电四极跃迁(B(E2)),证明了该方法的有效性,其中边值问题的系数列示,分别包括从相对论平均场模型计算的单井和双井势能面。
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引用次数: 0
期刊
Physics of Particles and Nuclei
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