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Study of CSI Compression Influence on MU-MIMO Efficiency under Channel Aging 信道老化条件下 CSI 压缩对 MU-MIMO 效率的影响研究
IF 0.5 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-29 DOI: 10.1134/s1064226924700098
A. V. Barannikov, I. A. Levitsky, V. A. Loginov, A. Yu. Troegubov, E. M. Khorov

Abstract

Multi-User Multiple Input Multiple Output (MU-MIMO) technology allows you to increase the channel throughput. However, its efficiency is reduced by overhead induced by frequent channel sounding and transmission of channel feedback frames. This article examines the problems of channel state information (CSI) compression in Wi-Fi networks using MU-MIMO with channel aging. The research aims to experimentally test the effectiveness of MU-MIMO technology in real use cases, considering the channel sounding procedures and CSI feedback transmission. Using an experimental setup, the channel has been recorded to analyze its behavior and the evolution of the signal received power under different conditions. In addition, the limits of the applicability of the TGax MU-MIMO channel model in the WLAN Toolbox have been investigated by comparing it with experimental results. The findings of this study are particularly useful in optimizing MU-MIMO performance under channel time evolution and CSI compression.

摘要-多用户多输入多输出(MU-MIMO)技术可以提高信道吞吐量。然而,频繁的信道探测和传输信道反馈帧所造成的开销降低了其效率。本文探讨了在使用信道老化 MU-MIMO 的 Wi-Fi 网络中压缩信道状态信息(CSI)的问题。研究旨在通过实验测试 MU-MIMO 技术在实际应用案例中的有效性,同时考虑信道探测程序和 CSI 反馈传输。利用实验装置记录信道,分析其在不同条件下的行为和信号接收功率的变化。此外,通过与实验结果进行比较,研究了 WLAN 工具箱中 TGax MU-MIMO 信道模型的适用范围。这项研究的结果尤其有助于优化信道时间演化和 CSI 压缩下的 MU-MIMO 性能。
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引用次数: 0
Hybrid Neural Network for Classification of Mammography Images 用于乳腺 X 射线图像分类的混合神经网络
IF 0.5 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-29 DOI: 10.1134/s1064226924700025
A. Yu. Makovetskii, V. I. Kober, S. M. Voronin, A. V. Voronin, V. N. Karnaukhov, M. G. Mozerov

Abstract—An important step in solving the problem of classification and segmentation of 2D images is the extraction of local geometric features. Convolutional neural networks were widely used in recent years to solve problems in this field. Typically, the neighborhood of each pixel in an image is used to collect local geometric information. A convolutional neural network is used to extract the underlying geometric features of the neighborhood. In this work, we propose a neural network based on descriptor concatenation for two well-known neural networks to solve the problem of extracting local geometric features of mammographic images. To improve the accuracy of mammogram classification, feature filtering is used based on the calculation of joint information. Results of computer simulation are presented to illustrate the performance of the proposed method.

摘要--解决二维图像分类和分割问题的一个重要步骤是提取局部几何特征。近年来,卷积神经网络被广泛用于解决这一领域的问题。通常,图像中每个像素的邻域用于收集局部几何信息。卷积神经网络用于提取邻域的基本几何特征。在这项工作中,我们为两个著名的神经网络提出了一种基于描述符串联的神经网络,以解决提取乳房X光图像局部几何特征的问题。为了提高乳房 X 线照片分类的准确性,我们采用了基于联合信息计算的特征过滤方法。计算机模拟结果说明了所提方法的性能。
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引用次数: 0
Capacitated Clustering Problem 容量聚类问题
IF 0.5 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-29 DOI: 10.1134/s1064226924700086
M. Sh. Levin

Abstract—The paper addresses capacitated clustering problems: (a) basic capacitated clustering problem, (b) capacitated centered clustering problem, (c) multicapacity clustering problem, and (d) related problems. The paper is based on the combinatorial clustering viewpoint. A survey on the problems, solving approaches, and some applications are presented. The optimization models of the basic capacitated clustering problem and multicriteria capacitated clustering problem are considered. An application of capacitated clustering as the handover minimization problem in mobile wireless networks is briefly described. Numerical examples illustrate problems and applications.

摘要--本文探讨了容量聚类问题:(a)基本容量聚类问题;(b)容量中心聚类问题;(c)多容量聚类问题;以及(d)相关问题。本文基于组合聚类的观点。本文介绍了问题概述、求解方法和一些应用。考虑了基本容量聚类问题和多标准容量聚类问题的优化模型。简要介绍了容错聚类在移动无线网络中作为移交最小化问题的应用。数值示例说明了问题和应用。
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引用次数: 0
Computer Diagnostics of Mammograms Based on Features Extracted Using Deep Learning 基于深度学习提取特征的乳腺 X 射线照片计算机诊断技术
IF 0.5 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-29 DOI: 10.1134/s1064226924700037
V. S. Pryadka, A. E. Krendal’, V. I. Kober, V. N. Karnaukhov, M. G. Mozerov

Abstract—The main task of the study is to improve the performance of existing computer diagnostic systems using new methods for classification of benign and malignant tumors using digital mammograms. Methods and algorithms for systems of computer diagnostics are being actively developed using deep neural networks. To achieve better results on the selected data set, we transform the data using autoencoders to obtain features with low intraclass and high interclass variance. The entire working cycle of the system consists of the following stages: extraction of features using a segmented part of the pathology, division of the data into two clusters, and feature transformations using linear discriminant analysis for minimization of intraclass variance and classification of pathologies. The results of this study show that the classification of pathologies using deep learning methods makes it possible to achieve high results.

摘要--这项研究的主要任务是使用新方法提高现有计算机诊断系统的性能,以便利用数字乳房 X 光照片对良性和恶性肿瘤进行分类。目前正在利用深度神经网络积极开发计算机诊断系统的方法和算法。为了在所选数据集上取得更好的结果,我们使用自动编码器对数据进行转换,以获得类内方差小、类间方差大的特征。该系统的整个工作周期包括以下几个阶段:使用病理分割部分提取特征,将数据分为两个簇,使用线性判别分析进行特征变换,以最小化类内方差和病理分类。这项研究的结果表明,使用深度学习方法进行病理分类可以取得很好的效果。
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引用次数: 0
RIS Configuration Aging in a Time-Varying Environment 时变环境中的 RIS 配置老化
IF 0.5 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-29 DOI: 10.1134/s1064226924700116
I. A. Burtakov, A. O. Gorbunova, A. A. Kureev, E. M. Khorov

Abstract—Reconfigurable intelligent surface (RIS) is a promising technology that can increase the capacity and coverage of wireless networks. The effectiveness of a RIS is determined by its configuration, which can be made based on the information about location of the transceiver devices. In practice, there are two main types of RIS configurations: focusing the signal reflected from the RIS at the receiver location and redirecting the signal towards the receiver. Both types of RIS configuration become outdated in time due to changes in environmental parameters caused by the movement of transceiver devices and other objects in the surrounding environment. This paper examines outdating of RIS configurations made by focusing and redirection procedures in a system with spatially static transceiver devices. The paper shows that the difference in signal-to-noise ratio for the two types of configurations can reach up to 8 dB and has nonmonotonic features that can be explained by considering the near-field region of a RIS.

摘要-可重新配置的智能表面(RIS)是一种很有前途的技术,可以提高无线网络的容量和覆盖范围。RIS 的有效性取决于其配置,而配置可根据收发设备的位置信息进行。在实践中,有两种主要的 RIS 配置:将 RIS 反射的信号集中到接收器位置,以及将信号转向接收器。由于收发器设备和周围环境中其他物体的移动导致环境参数发生变化,这两种类型的 RIS 配置都会随着时间的推移而过时。本文研究了在具有空间静态收发器设备的系统中,通过聚焦和重定向程序所做的 RIS 配置的过时情况。论文表明,这两种配置的信噪比差异可达 8 dB,而且具有非单调性特征,可以通过考虑 RIS 的近场区域来解释。
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引用次数: 0
Effect of a Protective Coating on the Characteristics of a Reconfigurable Intelligent Surface 保护涂层对可重构智能表面特性的影响
IF 0.5 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-29 DOI: 10.1134/s1064226924700074
A. S. Tyarin, S. S. Tronin, A. A. Kureev, E. M. Khorov

Abstract—Reconfigurable intelligent surfaces (RISs) are promising devices capable of increasing the information capacity and coverage of new and available wireless networks. By now, most of these devices have been presented in the form of prototypes that have no environmental protection and are not adapted for use in real communication systems. Meanwhile, a protective coating can significantly affect the characteristics of a RIS and reduce its efficiency. This study considers the effect of thickness, permittivity, and dissipation factor of the most common protective coating materials on the frequency and phase responses of a RIS unit cell (UC). Recommendations on choosing a material and its thickness and on correcting UC sizes at constant parameters of a protective coating are provided.

摘要-可重新配置的智能表面(RIS)是一种很有前途的设备,能够提高新的和现有无线网络的信息容量和覆盖范围。到目前为止,这些设备大多以原型的形式出现,没有任何环境保护措施,也不适合在实际通信系统中使用。同时,保护涂层会严重影响 RIS 的特性并降低其效率。本研究考虑了最常见的保护涂层材料的厚度、介电常数和耗散因子对 RIS 单元尺寸(UC)的频率和相位响应的影响。本研究就如何选择材料及其厚度,以及如何在保护涂层参数不变的情况下修正 UC 尺寸提出了建议。
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引用次数: 0
Mathematical Models of Diffraction Problems Based on the Discrete Source Method 基于离散源方法的衍射问题数学模型
IF 0.5 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-20 DOI: 10.1134/s1064226923150068
Yu. A. Eremin

Abstract

The discrete sources method emerged in the 1980s as an alternative to the method of integral equations has become an effective tool for analyzing problems of diffraction of optical radiation on various physical objects. On the basis of the discrete sources method, a computer technology has been developed and implemented that makes it possible to solve fundamental and application tasks, specifically, to study the scattering properties of coarse atmospheric particles and erythrocytes, to build effective schemes of surface scanners for detecting and recognizing defects in silicon substrates, to measure the potential of interaction of colloidal particles in a solution with the surface of a layered substrate with the simultaneous determination of the distance to the substrate accurate to 1 nm, to develop an optimum design of a near-field microscope based on the effect of total internal reflection of waves, and to investigate the impact of quantum effects on the optical characteristics of nanoplasmonic structures taking into account the manifestation of the nonlocality and occurrence of a longitudinal electric field using the theory of a generalized nonlocal response. All these and other issues related to the use of the discrete sources method are discussed in the proposed review.

摘要 20 世纪 80 年代出现的离散源方法作为积分方程方法的替代方法,已成为分析各种物理物体上的光辐射衍射问题的有效工具。在离散源方法的基础上,开发并实现了一种计算机技术,使解决基础和应用任务成为可能,特别是研究粗大大气颗粒和红细胞的散射特性,建立检测和识别硅基片缺陷的表面扫描仪的有效方案,测量溶液中胶体颗粒与层状基片表面相互作用的潜力,同时测定与基片的距离,精确到 1 nm、根据波的内部全反射效应,开发近场显微镜的最佳设计;利用广义非局部响应理论,考虑到非局部性的表现和纵向电场的发生,研究量子效应对纳米质子结构光学特性的影响。本综述将讨论所有这些问题以及与使用离散源方法有关的其他问题。
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引用次数: 0
Excitation Equations for Irregular Waveguides Taking into Account the Finite Wall Conductivity and Their Application for Ultrahigh-Power Microwave Problems. Part 2. Relativistic Klynotron 考虑到有限壁传导性的不规则波导激励方程及其在超高功率微波问题中的应用。第 2 部分。相对论克利诺隆
IF 0.5 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-20 DOI: 10.1134/s1064226923150093
V. F. Kravchenko, A. A. Kurayev, V. V. Matveyenko, A. O. Rak

Abstract

Based on the rigorous nonlinear theory of relativistic traveling wave tubes (TWTs) and backward wave oscillators BWOs on irregular hollow waveguides with cathode filter-modulators, taking into account both propagating and supercritical waves, taking into account losses in the walls of the waveguide and the inhomogeneity of the magnetostatic field guiding the electron flow, the influence of dynamic stratification of the electron flow on the efficiency of the generator is determined. The article shows a full compensation possibility on the influence of dynamic layering on efficiency by optimizing an electronic beam in inhomogeneous high frequency and magnetic fields and the corrugated irregular waveguide characteristics when electron beam layers depositing on it.

摘要基于带有阴极滤波调制器的不规则空心波导上的相对论性行波管(TWTs)和后向波振荡器(BWOs)的严格非线性理论,考虑到传播波和超临界波,考虑到波导壁的损耗和引导电子流的磁静电场的不均匀性,确定了电子流的动态分层对发生器效率的影响。文章通过优化不均匀高频场和磁场中的电子束以及电子束层沉积在波纹状不规则波导上时的波纹状不规则波导特性,展示了动态分层对效率影响的全面补偿可能性。
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引用次数: 0
Study of the Noise Immunity of the Iterative Symbol-by-Symbol Decoding Algorithm for Decoding Signal Constructions Based on OFDM Signals 基于 OFDM 信号的逐符号迭代解码算法的抗噪声能力研究
IF 0.5 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-20 DOI: 10.1134/s1064226923150111
L. E. Nazarov

Abstract

An algorithm is proposed for iterative symbol-by-symbol decoding of signal constructions based on orthogonal frequency-division multiplexing signals with the base increased using pseudorandom sequences and noise-immunity coding. The algorithm is based on the nonlinear transformation of the spectral components of the input implementation (constraining the spectral component amplitudes or their switching-off) in combination with the symbol-by-symbol decoding of the used class of noise-immune block codes. The results of the simulation of this decoding algorithm for the investigated signal constructions in the presence of the channel of narrow-band noise are reported and the stability of the signal constructions against the distorting effect of the discussed interference class is demonstrated. It is shown that a signal construction based on a low-density code in combination with the iterative symbol-by-symbol decoding algorithm is more efficient in terms of the noise immunity than a convolutional code in combination with the Viterbi decoding algorithm that implements the maximum likelihood rule. It is shown that the operation of switching-off the spectral components relative to their constraining is more efficient in terms of suppressing the distorting effect of the investigated noise complex.

摘要 提出了一种算法,用于对基于正交频分复用信号的信号结构进行逐符号迭代解码,使用伪随机序列和抗噪编码增加基数。该算法基于输入执行的频谱分量的非线性变换(限制频谱分量的振幅或将其关闭),并结合所使用的抗噪声块编码类的逐符号解码。报告了在存在窄带噪声信道的情况下对所研究的信号结构进行解码算法模拟的结果,并证明了信号结构在所讨论的干扰类别的扭曲效应下的稳定性。结果表明,基于低密度编码的信号结构与逐符号迭代解码算法相结合,在抗噪声能力方面比卷积编码与执行最大似然规则的维特比解码算法相结合更有效。结果表明,相对于频谱分量的约束,关闭频谱分量的操作在抑制所研究的噪声复合体的扭曲效应方面更为有效。
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引用次数: 0
Mathematical Modeling of Electromagnetic Fields of Antenna Arrays 天线阵列电磁场数学建模
IF 0.5 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-20 DOI: 10.1134/s106422692315007x
A. S. Ilinskii

Abstract

A general method for mathematical modeling of the electromagnetic field emitted by infinite phase-scanned antenna arrays is proposed. Using the Floquet conditions and the partial radiation conditions, the problem in free space have been reduced to solving Maxwell’s equations in a bounded domain, where the incomplete Galerkin method proposed by Sveshnikov in 1963 is used to find an approximate solution.

摘要 提出了对无限相位扫描天线阵列发射的电磁场进行数学建模的一般方法。利用 Floquet 条件和部分辐射条件,将自由空间中的问题简化为求解有界域中的麦克斯韦方程,并利用 Sveshnikov 于 1963 年提出的不完全 Galerkin 方法找到近似解。
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引用次数: 0
期刊
Journal of Communications Technology and Electronics
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