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Synthesis of a three-channel PID controller for controlling a three-zone medium-temperature furnace 三区中温炉三通道PID控制器的合成
Pub Date : 2023-06-20 DOI: 10.17212/2782-2001-2023-2-23-42
Alena I. Tsibina, G. P. Chikildin
Currently, in metrological laboratories there is a need to transfer temperature units from standards of the highest category by reproducing the fixed points of the international temperature scale. The reproduction process of fixed point involves heating, melting, overheating and solidification of the metal and can sometimes take more than one working day. The purpose of this work was to create and practically test an algorithm that takes into account heat flows in a three-zone furnace for uniform heating and relatively fast reaching the solidification area. Over the past twenty years, several algorithms have been used making it possible to go through all four stages within one working day. This paper describes a practically tested algorithm for controlling three-zone furnaces for reproducing the fixed points of the temperature scale in the range from 156.5985 °C to 1084.62 °C. It takes into account the requirements for maintaining the minimum temperature gradient along the height of the fixed point cell. This algorithm has been used in the furnaces of the West Siberian branch of FSUE "VNIIFTRI". The controller model is based on the principles of automatic control theory using a multi-channel discrete proportional-integral-derivative or PID controller. The model was modified in accordance with the system structure. The main idea is to represent the model of a three-zone furnace as a three-channel control object with mutual influence between the channels. The corresponding controller model is a three-channel control system. In each channel of it there is a PID controller. Depending on the phase of the playback process, the three-channel controller changes its structure and tunes its coefficients. Such a structure made it possible to achieve sufficient productivity of the furnace.
目前,在计量实验室中,需要通过再现国际温标的定点来从最高类别的标准转换温度单位。固定点的复制过程涉及金属的加热、熔化、过热和凝固,有时需要一个多工作日。这项工作的目的是创建并实际测试一种算法,该算法考虑了三区炉内的热流,以实现均匀加热和相对快速地到达凝固区域。在过去的二十年里,已经使用了几种算法,使得在一个工作日内完成所有四个阶段成为可能。本文介绍了一种经过实际测试的控制三区炉重现156.5985℃至1084.62℃温标定点的算法。它考虑了沿定点电池高度保持最小温度梯度的要求。该算法已在FSUE“VNIIFTRI”西西伯利亚分厂的高炉上得到应用。控制器模型基于自动控制理论的原理,采用多通道离散比例-积分-导数或PID控制器。根据系统结构对模型进行了修正。其主要思想是将三区炉模型表示为通道间相互影响的三通道控制对象。相应的控制器模型是一个三通道控制系统。在它的每个通道都有一个PID控制器。根据回放过程的阶段,三通道控制器改变其结构并调整其系数。这样的结构可以使炉达到足够的生产率。
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引用次数: 0
On the uniqueness of the flow generated by an irregular vector field 关于由不规则向量场产生的流的唯一性
Pub Date : 2023-06-20 DOI: 10.17212/2782-2001-2023-2-77-88
V. Seleznev, A. Gobysh
The flow in time of an initial state ensemble in a multidimensional phase space, as a rule, models some dynamic process. Under what conditions is such a flow generated by a vector field in such a way that the given flow corresponds to the vector field in a unique way? A positive answer to this question is given by the classical uniqueness theorems for the solution of the initial value problem in the case of a regular vector field with the required properties of the modulus of continuity in space variables. In mathematical models of stochastic differential equations, in models of irregular hydrodynamic flows, and in a number of other cases when the flow is generated by a “bad” vector field that has a modulus of continuity in space variables that does not meet the conditions of the uniqueness theorem for solving the initial problem for a vector field, generating this flow, we cannot speak about the correctness of the initial problem for the vector field and, thus, about the correctness of finding the trajectories connecting the initial and actual states of the ensemble of particles in the phase space. In this case, the uniqueness of the flow generated by the vector field remains to be judged only by the properties of the flow itself. The only known result of this type is van Kampen's theorem, which states that the uniqueness of a flow generated by a vector field continuous in space variables is guaranteed by the properties of homeomorphism and the Lipschitz property of the flow in space variables. If the vector velocity field loses the property of continuity in space variables, then van Kampen's theorem does not work and some other properties of the flow are required to guarantee its uniqueness. In this paper, we establish such properties of a flow that guarantee its uniqueness even in the case of a violation of the continuity of the vector field that generates this flow. The conditions of van Kampen's theorem in a certain sense are a special case of the properties of the flow established in this paper, which guarantee its uniqueness as a solution to the initial problem for an irregular vector field. The general construction constructed here makes it possible to establish such properties of flows in various mathematical models that guarantee its uniqueness for a generating vector field.
初始态系综在多维相空间中的时间流动,通常可以模拟某些动态过程。在什么条件下,这样的流是由矢量场产生的,并且给定的流以一种独特的方式对应于矢量场?对于具有空间变量连续模的必要性质的正则向量场,用经典唯一性定理给出了初值问题解的肯定答案。在随机微分方程的数学模型中,在不规则流体动力流的模型中,以及在许多其他情况下,当流是由一个“坏”向量场产生的,该向量场在空间变量中具有连续性模量,不满足解决矢量场初始问题的唯一性定理的条件时,产生这种流,我们不能谈论矢量场初始问题的正确性,因此,关于在相空间中寻找连接粒子系综初始态和实际态的轨迹的正确性。在这种情况下,由矢量场产生的流的唯一性仍然只能通过流本身的性质来判断。该类型唯一已知的结果是van Kampen定理,该定理指出由空间变量连续的向量场产生的流的唯一性是由空间变量中流的同胚性和Lipschitz性质保证的。如果矢量速度场在空间变量上失去连续性,则van Kampen定理不成立,需要流的其他一些性质来保证其唯一性。在本文中,我们建立了这样的流的性质,即使在产生该流的矢量场的连续性被破坏的情况下,也保证了它的唯一性。van Kampen定理在一定意义上的条件是本文所建立的流的性质的一种特例,它保证了van Kampen定理作为不规则向量场初始问题解的唯一性。这里构建的一般结构使得在各种数学模型中建立流的这些性质成为可能,这些性质保证了它对于生成向量场的唯一性。
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引用次数: 0
Development and testing of the method and algorithm for forming coalitions of experts in the study of the functioning of communication networks 开发和测试在通信网络功能研究中形成专家联盟的方法和算法
Pub Date : 2023-06-20 DOI: 10.17212/2782-2001-2023-2-59-76
A. Popov
The issues related to the use of expert assessment methods in order to increase the optimality and objectivity of developed management decisions are considered. The expediency of involving experts is formulated when a collegial management decision is necessary. The basic stages of the research related to the application of the expert assessment method are given. The relevance of the chosen topic is justified by the need to develop effective methods and algorithms aimed at automating the processes of analysis and processing of data obtained during the expert survey, as well as summarizing its results. The aim of the study is to develop and test an algorithm for finding coordinated groups (coalitions) of experts, as well as a method that makes it necessary to work out the final decision on the results of the expert survey. The proposed algorithm for finding coalitions is based on the application of the mathematical apparatus of the theory of sets and algebra of relations; it uses a strict criterion in their formation and replenishment of coalitions, but does not exclude the belonging of experts to several coalitions, which provides a high informative value of the results of expert assessment. The method includes the calculation of weighting coefficients assigned to the formed coalitions taking into account the degrees of experts' membership in them. The resulting decision is formed on the basis of the data obtained by the coalition, which has the maximum dimensionality and the required degree of consistency. The developed method and algorithm were tested on the results of an expert survey for determining the degrees of significance of the processes implemented in communication networks. As a result, coalitions of experts who agreed with each other were formed, as well as the experts, whose opinions are more deviated from the rest, were identified. The coherence of the coalitions is evaluated using the concordance coefficient, and the final decision is formed on the basis of the method of average arithmetic ranks assigned to the studied processes of functioning of communication networks by the experts belonging to the largest coalition.
考虑到与使用专家评估方法有关的问题,以便增加已制定的管理决策的最优性和客观性。当需要进行集体管理决策时,考虑到专家介入的便利性。给出了专家评价方法应用研究的基本阶段。所选主题的相关性是合理的,因为需要制定有效的方法和算法,以便使专家调查期间获得的数据的分析和处理过程自动化,并总结其结果。这项研究的目的是开发和测试一种寻找协调的专家小组(联盟)的算法,以及一种使有必要根据专家调查结果做出最终决定的方法。该算法基于集合论和关系代数的数学工具的应用;它在组成和补充联盟方面采用严格的标准,但不排除专家属于几个联盟,这为专家评估结果提供了很高的资料价值。该方法包括根据专家在联盟中的隶属度计算分配给联盟的权重系数。最终的决策是在联盟获得的数据的基础上形成的,该数据具有最大的维数和所需的一致性程度。所开发的方法和算法在专家调查的结果上进行了测试,以确定通信网络中实施的过程的重要程度。结果,形成了意见一致的专家联盟,以及意见偏离其他专家较多的专家。利用一致性系数对联盟的一致性进行评价,并根据最大联盟的专家对所研究的通信网络功能过程进行平均排序的方法形成最终决策。
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引用次数: 0
Polynomial matrix method for synthesizing regulators for objects with a control signal delay 具有控制信号延迟对象的调节器合成的多项式矩阵法
Pub Date : 2023-03-29 DOI: 10.17212/2782-2001-2023-1-7-24
In this paper, we consider the synthesis of control systems for objects with a control signal delay by a polynomial matrix method, which is used to locate the poles and, if possible, zeros in the required position. The controller is calculated from the output, i.e. only from the measured values in the plant, which is an advantage over other modal direction synthesis methods where a state vector must be used. It is proposed to approximate the delay link with a Padé series with a limited number of terms, thus obtaining transfer functions of the first and second orders. The desired characteristic polynomial of the closed system is chosen so that it contains the denominators of the approximation transfer functions, which will keep their poles in the closed system. The polynomial synthesis method makes it possible to calculate multichannel controllers both for objects with multiple inputs and multiple outputs (multi input - multi output, MIMO) and for objects with one input and several outputs (single input - multi output, SIMO). The latter include a DC motor with independent excitation, where the armature current and rotor speed are outputs, and the control signal applied to the semiconductor converter is the input. In this work, the control signal is formed with a delay exceeding the time of the transient process of the engine, which significantly affects its dynamics. By applying the proposed approach, it was possible to synthesize a rotor speed control system that is resistant to changes in the delay time in a fairly wide range.
在本文中,我们考虑用多项式矩阵方法综合具有控制信号延迟对象的控制系统,该方法用于定位极点,如果可能的话,在要求的位置上定位零点。控制器根据输出进行计算,即仅根据对象的测量值进行计算,这比必须使用状态向量的其他模态方向合成方法有优势。提出用有限项数的pad级数逼近时滞链,从而得到一阶和二阶传递函数。选择封闭系统所需的特征多项式,使其包含近似传递函数的分母,使其在封闭系统中保持极点。多项式综合方法使得计算具有多个输入和多个输出的对象(多输入-多输出,MIMO)和具有一个输入和多个输出的对象(单输入-多输出,SIMO)的多通道控制器成为可能。后者包括具有独立励磁的直流电动机,其中电枢电流和转子转速为输出,应用于半导体变换器的控制信号为输入。在这项工作中,控制信号形成的延迟超过了发动机瞬态过程的时间,这对发动机的动力学影响很大。通过应用所提出的方法,可以合成在相当宽的范围内抵抗延迟时间变化的转子转速控制系统。
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引用次数: 0
A high-frequency electromagnetic system for biological tissues destruction 用于生物组织破坏的高频电磁系统
Pub Date : 2023-03-29 DOI: 10.17212/2782-2001-2023-1-55-80
S. V. Belavskaya, L. I. Lisitsyna, A. Kuzmin, Ekaterina K. Vinskaya, L. G. Navrotsky, V. Razinkin, A. A. Blokhin
The possibility of using an impacting electromagnetic radiation in the high-frequency range for ablation of biological tissues (soft and high density) is considered. A comparative analysis of the characteristics of ablation performed using electromagnetic radiation of the microwave range (microwave ablation method (MWA)) and high-frequency (HF) range is given. It was experimentally revealed that the characteristics of ablation performed by both methods are close to each other. HF ablation techniques performed by non-invasive and invasive methods are proposed and experimentally tested. Laser control of the degree of destruction of biological tissue is proposed which increases the reliability of control. The experiments were carried out using a high-frequency generator at a fixed frequency of 13.56 MHz created with the participation of the authors of this work. The use of an HF generator provided an effect on a biological tissue with a needle-type emitter (medical steel), without using a closed electrical circuit. Pig skin and muscles of cattle were used as biopsies. The processes of burning out the object of exposure, resection and coagulation were performed. It is shown that with HF ablation (HF), the tissue is heated to 120 ° C. A multimeter with the function of a thermal imager CEM DT-898 manufactured in Germany was used to study the temperature in the focus of exposure. This multimeter allows capturinge the area with the maximum temperature at the place of discharge, which occurs when the emitter approaches the skin and heats the skin to a certain temperature, as a result of which thermal ablation occurs. It was revealed that HF ablation occurs practically without affecting the surrounding tissues. A high-frequency electromagnetic system for conducting experimental studies has been developed and implemented. Based on the results of the work, it is proposed to ablate biological tissue using Russian HF generators.
考虑了在高频范围内使用冲击电磁辐射消融生物组织(软组织和高密度组织)的可能性。对比分析了电磁辐射在微波范围(MWA)和高频范围(HF)进行烧蚀的特性。实验结果表明,两种方法的烧蚀特性非常接近。提出了无创和有创两种方法的高频消融技术,并进行了实验测试。提出了生物组织破坏程度的激光控制方法,提高了控制的可靠性。实验使用由本工作作者参与创建的固定频率为13.56 MHz的高频发生器进行。使用高频发生器,在不使用闭合电路的情况下,通过针状发射器(医用钢)对生物组织产生影响。用猪皮和牛的肌肉作为活组织检查。对暴露物进行灼烧、切除、凝固处理。结果表明,在HF烧蚀(HF)下,组织被加热到120°c,使用德国制造的具有热成像仪功能的万用表来研究曝光焦点的温度。这种万用表可以捕获放电位置的最高温度区域,当发射器接近皮肤并将皮肤加热到一定温度时,就会发生热烧蚀。结果表明,高频消融几乎不影响周围组织。研制并实施了用于实验研究的高频电磁系统。在此基础上,提出了利用俄罗斯高频发生器烧蚀生物组织的设想。
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引用次数: 0
Improving the spatial resolution of digital holograms using one-dimensional subpixel scanning 利用一维亚像素扫描提高数字全息图的空间分辨率
Pub Date : 2023-03-29 DOI: 10.17212/2782-2001-2023-1-81-90
V. Guzhov, Dmitry S. Khaidukov, K. V. Zakharov, O.Yu. Mayer
The article considers the issue of increasing the spatial resolution during the registration of digital holograms. In practice, discretization is carried out by measuring signal samples using sensors with a certain finite aperture. The resolution is determined by the size of the aperture area over which the averaging takes place. The resolution enhancement method is based on the sampling equation for signals obtained by the subpixel shift method using generalized functions. A subpixel shift is carried out using a spatial shift by a value less than the element of resolution. Apertures of various shapes are used, for example, elliptical, diamond-shaped, hexagonal, but rectangular apertures are most commonly used. The discretization equation involves the use of a two-dimensional aperture function. Below is a way to increase the resolution when using a one-dimensional function. This can be done based on the structure of the holographic signal. In this case, you can use a subpixel shift in only one direction. Digital holography is distinguished by the fact that photodetector matrices which have a spatial resolution much lower than photographic media used in traditional holography methods are used to register the signal,. Therefore, digital holography uses optical schemes with small angles between interfering beams. However, certain restrictions are imposed on the shape of the objects under study. If the objects have a shape that is significantly different from a flat one, it is necessary to use traditional schemes. The article presents mathematical modeling of the resolution enhancement method based on the recovery of signals from a real hologram obtained in the usual way. The increase in resolution is achieved using a one-dimensional subpixel shift. The use of a one-dimensional subpixel shift makes it possible to significantly simplify the optical scheme of the holographic setup.
本文研究了在数字全息配准过程中提高空间分辨率的问题。在实际应用中,离散化是通过使用具有一定有限孔径的传感器测量信号样本来实现的。分辨率由进行平均的孔径区域的大小决定。提高分辨率的方法是利用广义函数对亚像素位移法得到的信号进行采样。使用小于分辨率元素的值的空间位移来执行亚像素位移。使用各种形状的孔,例如,椭圆形,菱形,六边形,但矩形孔是最常用的。离散化方程涉及使用二维孔径函数。下面是使用一维函数时提高分辨率的方法。这可以根据全息信号的结构来实现。在这种情况下,您可以只在一个方向上使用亚像素偏移。数字全息术的特点是使用空间分辨率远低于传统全息方法中使用的照相介质的光电探测器矩阵来登记信号。因此,数字全息术采用干涉光束之间夹角较小的光学方案。然而,对研究对象的形状施加了一定的限制。如果物体的形状与平面的形状有很大的不同,则有必要使用传统的方案。本文提出了一种基于从通常方法获得的真实全息图中恢复信号的分辨率增强方法的数学模型。分辨率的增加是通过一维亚像素位移实现的。使用一维亚像素位移可以显著简化全息设置的光学方案。
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引用次数: 0
А locally adaptive wavelet filtering algorithm for images А图像局部自适应小波滤波算法
Pub Date : 2023-03-29 DOI: 10.17212/2782-2001-2023-1-25-36
Yuri E. Voskoboinikov
The algorithms based on the decomposition of a noisy image in an orthogonal basis of wavelet functions have been widely used to filter images (especially contrasting ones) over the past four decades. In this case, most wavelet filtering algorithms are of a threshold nature, namely: the decomposition coefficient smaller in an absolute value of a certain threshold value is reset to zero; otherwise the coefficient undergoes some (most often nonlinear) transformation. A certain (and very significant) drawback of threshold algorithms is that all coefficients of a certain decomposition level are processed with one identical threshold value (i.e., a constant value for all de-composition coefficients). This does not allow taking into account the “individual energy” of each decomposition coefficient for its more optimal processing. Therefore, we propose its own filtering factor for each coefficient, built on the basis of the optimal Wiener filtering and where a filtering parameter is introduced to compensate for incomplete a priori information on the value of the processed decomposition coefficients. In order to select a filtering parameter, a statistical approach has been proposed that makes it possible to estimate the optimal value of this parameter with acceptable accuracy. The performed computational experiment has shown the developed algorithm effectiveness for wavelet filtering of images.
在过去的四十年中,基于小波函数正交基对噪声图像进行分解的算法已被广泛用于图像滤波(特别是对比图像)。在这种情况下,大多数小波滤波算法都具有阈值性质,即:在某一阈值的绝对值中分解系数较小的归零;否则,系数会经历一些(通常是非线性的)变换。阈值算法的一个(非常显著的)缺点是,特定分解级别的所有系数都用一个相同的阈值(即所有分解系数的恒定值)进行处理。这就不允许考虑每个分解系数的“单个能量”,以使其得到更优的处理。因此,我们在最优维纳滤波的基础上为每个系数提出了自己的滤波因子,其中引入了一个滤波参数来补偿处理后分解系数值的不完全先验信息。为了选择滤波参数,提出了一种统计方法,使其能够以可接受的精度估计该参数的最优值。计算实验表明了该算法对图像进行小波滤波的有效性。
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引用次数: 0
Evaluation of the change in photosynthetic active radiation of the LED light source depending on the operating time 评估LED光源光合有效辐射随工作时间的变化
Pub Date : 2023-03-29 DOI: 10.17212/2782-2001-2023-1-91-100
V. S. Soldatkin, V. Tuev, Artem Yu. Khomyakov
Modern LED light sources make it possible to create the necessary values of photosynthetic irradiance both for growing seedlings and for growing vegetable crops in greenhouse conditions. It is LED light sources that in the near future will replace sodium lamps, which are used in most greenhouses, The area of these greenhouses in the Russian Federation is more than three thousand hectares, with electricity consumption for lighting one hectare of the greenhouse being at least 1 MW per hour. The paper presents the results of experimental studies of the photonic characteristics of LED lamps. Lighting characteristics of LED lamps were measured; light values were recalculated into energy values in accordance with GOST R 58461-2019. Research tests of LED lamps were carried under normal climatic conditions for 10,000 hours, with an intermediate test running time of 5,000 hours. It was found that the arithmetic mean value of photosynthetic irradiance decreased by 1.9 times. In the process of operation, a spectral component in the blue region of the optical spectrum grows from 0.35 to 0.6 relative units, while the spectral component in the yellow-red region of the optical spectrum decreases with time of operation. The decrease in photosynthetic irradiance is caused with the degradation of the phosphor composition over time. The results of these studies can be used by developers of LED light sources in order to improve the preservation of photonic characteristics over time, and in particular, to improve the phosphor composition that provides photosynthetic irradiation of the light source over time.
现代LED光源可以为种植幼苗和在温室条件下种植蔬菜作物创造必要的光合辐照度值。在不久的将来,LED光源将取代大多数温室中使用的钠灯,俄罗斯联邦这些温室的面积超过三千公顷,每公顷温室的照明用电量至少为每小时1兆瓦。本文介绍了LED灯的光子特性的实验研究结果。测量了LED灯具的照明特性;根据GOST R 58461-2019将光值重新计算为能量值。在正常气候条件下对LED灯具进行了10000小时的研究试验,中间试验运行时间为5000小时。结果表明,光合辐照度的算术平均值下降了1.9倍。在运行过程中,光谱蓝色区域的光谱分量从0.35相对单位增加到0.6相对单位,而光谱黄红色区域的光谱分量随着运行时间的增加而减少。光合作用辐照度的下降是由于荧光粉成分随时间的降解而引起的。这些研究的结果可以被LED光源的开发人员使用,以改善光子特性随时间的保存,特别是改善荧光粉成分,提供光源随时间的光合照射。
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引用次数: 0
Analysis of information security standards 信息安全标准分析
Pub Date : 2023-03-29 DOI: 10.17212/2782-2001-2023-1-37-54
The purpose of the work is to systematize the available knowledge about information security models presented in standards and scientific research to solve the problem of labor intensity: analysis and selection of an information security model relevant to the information infrastructure of the enterprise; and assessment of the current level of information security of the enterprise. When in identifying and analyzing the information security models used, standards, regulatory legal acts and scientific research in the field of information security are considered within the framework of this work. The systematization of knowledge about information security models was carried out with the help of analysis of standards, scientific research, normative legal acts on information security; identifying common properties of information security models; grouping criteria and evidence confirming the implementation of information security measures by common signs; identifying ways to automate the assessment of the current level of information security. In the course of the work: the main criteria of the information security model were identified; a list of certificates was formed that allow monitoring the implementation of information security measures; common features of criteria, certificates sufficient for grouping were revealed; types of certificates were identified; an algorithm for assessing the current level of information security of an enterprise was formed; methods of automatization of collecting information about models of information security used by an enterprise and evidence of the implementation of information security measures were identified . This work systematizes knowledge about the existing models and allows analyzing the criteria of information security without a need to study all the standards and scientific papers considered in this work, which reduces the labor intensity of the analysis and selection of an information security model relevant to the information infrastructure of an enterprise. The results of this work will be applied to identify the possibility of automating the assessment of the current level of information security of an enterprise.
该工作的目的是将标准和科学研究中有关信息安全模型的现有知识系统化,以解决劳动强度问题:分析和选择与企业信息基础设施相关的信息安全模型;并对企业当前的信息安全水平进行评估。在识别和分析所使用的信息安全模型时,在本工作的框架内考虑了信息安全领域的标准、监管法律行为和科学研究。通过标准分析、科学研究、信息安全规范性法律行为,对信息安全模型知识进行系统化梳理;识别信息安全模型的共同属性;通过常见标志对确认信息安全措施实施的标准和证据进行分组;识别自动评估当前信息安全水平的方法。在工作过程中:确定了信息安全模型的主要标准;形成了一份证书清单,以便监测信息安全措施的实施情况;揭示了标准、足以分组的证书的共同特征;确定了证书的类型;提出了一种评估企业当前信息安全水平的算法;确定了自动化收集企业使用的信息安全模型信息的方法和信息安全措施实施的证据。该工作将现有模型的知识系统化,并允许分析信息安全标准,而无需研究本工作中考虑的所有标准和科学论文,从而降低了分析和选择与企业信息基础设施相关的信息安全模型的劳动强度。这项工作的结果将用于确定自动化评估企业当前信息安全水平的可能性。
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引用次数: 0
Development of a system for collecting, processing, analyzing, identifying and correlating events in the information infrastructure of the enterprise 开发用于收集、处理、分析、识别和关联企业信息基础设施中的事件的系统
Pub Date : 2023-03-29 DOI: 10.17212/2782-2001-2023-1-101-113
Andrey S. Streltsov, G. Frantsuzova, Evgeniy A. Basinya
A system for collecting, processing, analyzing, and identifying correlation of events of the enterprise information infrastructure known as SIEM, is proposed for consideration. With the development of corporate information systems, the number of threats related to the violation of accessibility, integrity, and confidentiality in them has increased tenfold. Ensuring information security is a complex task of responding, investigating, and eliminating the consequences of information security incidents (IS). The paper proposes a formalized description of the data that the proposed system uses. In addition, the general architecture and algorithm of functioning are highlighted. Special attention is paid to a detailed description of one of the main parts of the system (data collection agents). The information collection subsystem is characterized by the type of information collected: data on the operation of the application, host, and network or on inter-network interactions. A subsystem of this class accumulates heterogeneous data on a system or network to further analyze them for signs of computer attacks. To collect data, special modules -sensors and agents -are used, Tthe former are usually used to monitor network activity, and the latter are used to monitor and analyze actions in a particular system. The practical application of the improved model is possible both in the framework of research work and in automated information security control systems. The results obtained will be used in the further design of a complex system of continuous monitoring of the enterprise infrastructure. It is planned to consider the data storage subsystem. Subsequent work on the topic will allow us to specify the architecture and algorithm of functioning.
提出了一个用于收集、处理、分析和识别企业信息基础设施事件相关性的系统(称为SIEM),以供考虑。随着企业信息系统的发展,与违反可访问性、完整性和保密性相关的威胁数量增加了十倍。确保信息安全是一项复杂的任务,包括响应、调查和消除信息安全事件的后果。本文提出了系统所使用的数据的形式化描述。此外,还重点介绍了系统的总体结构和功能实现算法。特别注意对系统的一个主要部分(数据收集代理)的详细描述。信息收集子系统的特征在于收集的信息类型:关于应用程序、主机和网络的操作或网络间交互的数据。这类子系统在系统或网络上积累异构数据,以进一步分析它们以寻找计算机攻击的迹象。为了收集数据,使用了特殊的模块——传感器和代理,前者通常用于监视网络活动,后者用于监视和分析特定系统中的操作。改进后的模型可以在研究工作框架和自动化信息安全控制系统中实际应用。所获得的结果将用于进一步设计对企业基础设施进行连续监控的复杂系统。计划考虑数据存储子系统。关于该主题的后续工作将允许我们指定功能的体系结构和算法。
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Analysis and data processing systems
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