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Numerical simulation of the water hammer phenomenon taking into account the hydraulic friction of the pipeline by the control point method 采用控制点法对考虑管道水力摩擦的水锤现象进行数值模拟
Pub Date : 2022-09-29 DOI: 10.17212/2782-2001-2022-3-59-74
A. Kler, Danil V. Apanovich
The calculations of dynamic processes in the pipeline are necessary for modeling the processes of fluid movement in the pipeline, for example, for predicting loads on the pipeline when compression and rarefaction waves move in it. These tasks are reduced to solving systems of partial differential equations. The calculation of the phenomenon excluding hydraulic friction can be carried out by the method of characteristics, however, the calculation, taking into account the friction forces, is complicated for known methods, such as the finite difference method and the final element method. The article provides a brief description and an example of using the control point method for the task of modeling the water hammer phenomenon, taking into account the hydraulic friction forces of the pipeline. The main idea of the proposed method is to reduce the solution of these systems of equations to solving linear programming problems. The purpose of this work is to solve the problem of water hammerwith friction by the control point method. This method, developed jointly with A.S. Maksimov by the authors of this article at the Melentiev Energy Systems Institute, has shown good results in solving systems of partial differential equations of a periodic heat exchanger with ceramic ball filling. Moreover, heat transfer inside these elements was taken into account. With large values of thermal conductivity coefficients, this system is also rigid, which complicates its solution by the control volume method, but the control point method has shown good results. This gives reason to consider it promising in calculations of hydraulic friction. The results of modeling a hydraulic shock to a pipe filled with an incompressible liquid at different friction coefficients have been obtained. The results make it possible to make a numerical assessment of the effect of the o hydraulic friction coefficient on the attenuation of oscillatory processes during a hydraulic shock.
管道动力学过程的计算对于模拟流体在管道中的运动过程是必要的,例如,当压缩波和稀薄波在管道中运动时,预测管道上的载荷。这些任务被简化为求解偏微分方程组。排除水力摩擦现象的计算可以用特征法进行,但是考虑摩擦力的计算对于已知的方法,如有限差分法和终元法比较复杂。本文简要介绍了在考虑管道水力摩擦力的情况下,利用控制点法对水锤现象进行建模的方法,并给出了一个实例。该方法的主要思想是将这些方程组的解简化为求解线性规划问题。本工作的目的是用控制点法解决水锤带摩擦问题。该方法是本文作者在Melentiev能源系统研究所与A.S. Maksimov共同开发的,在求解陶瓷球填充的周期性热交换器的偏微分方程组方面显示出良好的结果。此外,还考虑了这些元件内部的传热。由于导热系数较大,该系统具有刚性,使控制体积法求解较为复杂,但控制点法取得了较好的效果。这使我们有理由认为它在水力摩擦计算中是有前途的。本文给出了在不同摩擦系数下对不可压缩液体管内液压冲击的模拟结果。研究结果使得对液压冲击过程中液压摩擦系数对振荡过程衰减的影响进行数值评估成为可能。
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引用次数: 0
Nonparametric goodness-of-fit tests for normality testing under rounding-off measurements 舍入测量下正态性检验的非参数拟合优度检验
Pub Date : 2022-06-28 DOI: 10.17212/2782-2001-2022-2-21-38
B. Lemeshko, S. Lemeshko
When analyzing measurement series in various applications, the verification of whether measurement errors belong to the normal law is considered as a mandatory procedure. For this purpose, various special tests for testing hypotheses about normality can be used; non-parametric tests of goodness or chi-square tests can be used. When using nonparametric goodness-of-fit tests to test normality, it must be taken into account that a complex hypothesis is being tested. When testing a complex hypothesis, the distributions of the statistics of the goodness-of-fit tests differ significantly from the classical ones that occur when testing simple hypotheses. It is known that the presence of rounding errors can significantly change the distribution of test statistics. In such situations, ignoring the fact of influence can lead to incorrect conclusions about the results of the normality test. In metrology, when carrying out high-precision measurements, as a rule, scientists do not even allow thoughts about the possible influence of D rounding errors on the results of statistical analysis. This allows the possibility of incorrect conclusions since there is no influence not only at small D, but at values of D much less than the standard deviation s of the measurement error distribution law and sample sizes n not exceeding some maximum values. For sample sizes larger than these maximum values, the real distributions of the test statistics deviate from the asymptotic ones towards larger statistics values. In this work, based on real and well-known data, using statistical modeling methods, we demonstrate the dependence of the distributions of statistics of nonparametric goodness-of-fit tests when testing normality on the ratio of D and s for specific n. The possibility of correct application of the tests under the influence of rounding errors on the conclusions is shown and implemented.
在分析各种应用中的测量序列时,对测量误差是否属于正常规律的验证被认为是一项强制性的程序。为此,可以使用各种特殊检验来检验关于正态性的假设;可以使用非参数优度检验或卡方检验。当使用非参数拟合优度检验来检验正态性时,必须考虑到正在检验的是一个复杂的假设。当检验一个复杂的假设时,拟合优度检验的统计分布与检验简单假设时出现的经典统计分布有很大的不同。众所周知,舍入误差的存在会显著改变测试统计量的分布。在这种情况下,忽略影响的事实可能导致关于正态性检验结果的不正确结论。在计量学中,当进行高精度测量时,通常科学家甚至不允许考虑D舍入误差对统计分析结果的可能影响。这允许得出不正确结论的可能性,因为不仅在小D处没有影响,而且在远小于测量误差分布规律的标准偏差s和样本量n不超过某个最大值时也没有影响。对于大于这些最大值的样本量,检验统计量的实际分布会偏离渐近分布,趋向于较大的统计量。在这项工作中,基于真实和已知的数据,使用统计建模方法,我们证明了非参数拟合优度检验的统计分布在检验正态性时对特定n的D和s的比率的依赖。在舍入误差对结论的影响下,证明并实现了正确应用检验的可能性。
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引用次数: 0
Pulse selector for obtaining femtosecond radiation with a controlled carrier-envelope phase 用于获得具有受控载波包络相位的飞秒辐射的脉冲选择器
Pub Date : 2022-06-28 DOI: 10.17212/2782-2001-2022-2-121-132
N. Golovin, A. Dmitriev
In non-linear optical processes, such as obtaining attosecond pulses, it is extremely important to control the carrier envelope phase. To do this, various periodic trains of identical femtosecond pulses with a controlled phase can be created. In addition, since there is no frequency comb offset in such sequences, the process of measuring optical frequencies is greatly simplified. The pulse selector has been developed to obtain a sequence of identical femtosecond pulses with a controlled carrier – envelope phase. The selector makes it possible to obtain a “pure” sequence of identical femtosecond pulses at the modulator output (when every 125th pulse is selected from the original sequence with a repetition rate of 250 MHz) in a fairly wide range of control signal phase tuning. This range is 1.3 degrees. The phase tuning of the pulse selector provides the possibility of obtaining one hundred twenty-five such sequences with a phase tuning discreteness of 2π/125. The simplest way to reduce discreteness is to increase the ratio of the pulse repetition rate of a femtosecond laser to the shift of its frequency comb. The phase characteristic of the pulse selector was obtained by registering the time dependence of the synthesized sequence with a selector phase tuning step of 0.1 degrees. We measured the spectra of the sequences at different phases of the pulse selector, as well as the emission spectrum of the master laser at the minimum transmission of the modulator in the absence of modulation. The spectrum with the maximum amplitude corresponded to the case when identical pulses with the highest amplitude were selected from the original sequence. The difference between these spectra made it possible to isolate the spectrum of a pure sequence of identical femtosecond pulses without taking into account the "background" that occurs due to the modulator has a finite attenuation of –20 dB.
在非线性光学过程中,如获得阿秒脉冲,载波包络相位的控制是非常重要的。要做到这一点,可以创建具有控制相位的相同飞秒脉冲的各种周期序列。此外,由于在这些序列中没有频率梳偏移,因此大大简化了测量光频率的过程。研制了脉冲选择器,以获得具有可控载波包络相位的相同飞秒脉冲序列。选择器可以在相当宽的控制信号相位调谐范围内,在调制器输出处获得相同飞秒脉冲的“纯”序列(当每125个脉冲从原始序列中选择,重复率为250 MHz)。这个范围是1.3度。脉冲选择器的相位调谐提供了以2π/125的相位调谐离散度获得125个这样的序列的可能性。减小离散性最简单的方法是增加飞秒激光脉冲重复率与其频梳位移的比值。采用0.1度的选择器相位调整步长对合成序列的时间依赖性进行拟合,得到脉冲选择器的相位特性。我们测量了脉冲选择器在不同相位的序列光谱,以及在没有调制的情况下调制器最小传输时主激光器的发射光谱。振幅最大的谱对应于从原始序列中选取振幅最大的相同脉冲的情况。这些光谱之间的差异使得在不考虑由于调制器具有-20 dB的有限衰减而产生的“背景”而隔离相同飞秒脉冲纯序列的光谱成为可能。
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引用次数: 0
Algorithms for constructing discrete A-optimal experiment designs in active identification of regression models of multifactor systems 多因素系统回归模型主动辨识中离散a -最优实验设计的构建算法
Pub Date : 2022-06-28 DOI: 10.17212/2782-2001-2022-2-39-54
A. A. Popov
To solve the problem of effective identification of regression models of multifactor systems, as a rule, they resort to using the concept of optimal experiment design. The synthesis of experimental designs involves the use of an a priori chosen optimality criterion. Quite a few criteria have been proposed. Most often, criteria are used that are associated with the accuracy of estimating the parameters of regression models. We can name such well-known criteria as: the D-optimality criterion, the A-optimality, criterion and the E-optimality criterion. It should be noted that most of the theoretical and applied research is associated with the use of the D-optimality criterion. It is noted in the paper that often plans built according to the A-optimality criterion show good performance for a number of other optimality criteria. At the same time, the criterion itself characterizes an average variance of estimates of the parameters of the regression model and, for A-optimal designs the dispersion ellipsoid has the smallest overall dimensions. The use of the D-optimality criterion makes it possible to obtain an ellipsoid of dispersion of parameter estimates of the smallest volume, which does not exclude the possibility of obtaining an ellipsoid elongated along one or more principal axes. The paper proposes and describes two algorithms for the synthesis of discrete A-optimal designs. The first of them is based on the concept of the consistent completion of the experiment design to the required volume developed by the author. It can be successfully used in a situation where the researcher needs to increase the number of experiments to achieve the required accuracy of the resulting model. The second algorithm, which makes it possible to build plans for a given number of observations, consists of iterations in which points are added and removed from the plan according to certain rules.
为了解决多因素系统回归模型的有效识别问题,他们通常采用最优实验设计的概念。实验设计的综合涉及使用先验选择的最优性准则。已经提出了相当多的标准。大多数情况下,使用的标准与估计回归模型参数的准确性有关。我们可以将这些众所周知的标准命名为:d -最优性标准、a -最优性标准和e -最优性标准。应该指出的是,大多数理论和应用研究都与d -最优性准则的使用有关。本文指出,通常根据a -最优性准则构建的规划对于许多其他最优性准则都表现出良好的性能。同时,该准则本身的特征是回归模型参数估计的平均方差,对于a -最优设计,色散椭球具有最小的总体尺寸。利用d -最优性准则可以得到最小体积参数估计的色散椭球,这并不排除得到沿一个或多个主轴延长的椭球的可能性。本文提出并描述了两种离散a -最优设计的综合算法。其中第一种是基于实验设计一致完成的概念,由作者开发的所需体积。它可以成功地用于研究人员需要增加实验次数以达到所需精度的结果模型的情况。第二种算法可以为给定数量的观测建立计划,它由迭代组成,在迭代中,根据一定的规则从计划中添加和删除点。
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引用次数: 0
Analysis of the function that forms an algebraic system in parametric identification 参数辨识中构成代数系统的函数分析
Pub Date : 2022-06-28 DOI: 10.17212/2782-2001-2022-2-95-104
G. P. Chikildin, Anna A. Mizyukanova
Problems formulation for modern industrial systems is completely or partially reduced to the problem of parametric identification of dynamic objects. Success of solving such problems largely depends on the availability and volume of a priori information, such as input and output signals of the control object measured with noise. However, the solution of identification problem also requires derivatives of measured signals, and the obtaining of its values by numerical differentiation is an ill-posed problem. This paper considers the parametric identification problem, in which parameters estimation of a mathematical model of a linear dynamic object from experimentally obtained values of input and output signals is reduced to solving a linear algebraic system formed by integral convolution operators with analytically given forming functions. An approach to solve the numerical differentiation problem by using integration by parts in a system of linear algebraic equations forming is proposed. However, for this operation to be correct from the point of view of identification it is necessary that the forming functions should satisfy certain requirements of behavior in both the time and frequency domains. Thus, key task in the formation of a linear algebraic equation system is the choice of linearly independent functions that form this system. The paper proposes such a forming function. A detailed analysis of its properties and properties of its derivatives is presented. Experimental results obtained illustrate the correctness of using an operation of integration by parts instead of numerical differentiation of measured signals relating to the identification problem. The aim of the work is to study features of the formation of an algebraic system of equations, to analyze properties of the functions that form this system in detail, including the impact of correcting parameters of these functions and also to produce recommendations for their choice in parametric identification.
现代工业系统的问题表述完全或部分地归结为动态对象的参数识别问题。解决这类问题的成功与否在很大程度上取决于先验信息的可用性和数量,例如带噪声测量的控制对象的输入和输出信号。然而,辨识问题的求解还需要对被测信号求导,而通过数值微分求其值是一个不适定问题。本文研究了一个参数辨识问题,将线性动态对象的数学模型的参数由实验得到的输入和输出信号值估计,简化为求解一个由具有解析给定形成函数的积分卷积算子构成的线性代数系统。提出了一种用分部积分法求解线性代数方程组的数值微分问题的方法。然而,为了使这种操作从识别的角度来看是正确的,必须使形成函数在时域和频域都满足一定的行为要求。因此,形成线性代数方程组的关键任务是选择构成该方程组的线性无关函数。本文提出了这样一个形成函数。详细分析了其性质及其衍生物的性质。实验结果表明,用分部积分法代替实测信号的数值微分法处理辨识问题是正确的。这项工作的目的是研究方程代数系统的形成特征,详细分析形成该系统的函数的性质,包括校正这些函数参数的影响,并为参数识别中的选择提供建议。
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引用次数: 1
Diagnostics of continuous dynamic systems using structure sensitivity functions 用结构灵敏度函数诊断连续动力系统
Pub Date : 2022-06-28 DOI: 10.17212/2782-2001-2022-2-7-20
V. Voronin, S. V. Shalobanov, S. Shalobanov
The paper considers an algorithm for searching for single defects of structural blocks of a diagnostic object in the form of an arbitrary change in the parameters of one dynamic block as part of a continuous dynamic system. This approach corresponds to the real picture of the manifestation of a specific structural defect in the unit and its influence on the dynamics of the system. The use of known algorithms of this kind is complicated by the need to use models with trial deviations of parameters, or by the need to analyze the signs of signal transmissions. The algorithm based on trial deviations of model parameters uses the specification of these changes in the model, which is a laborious task. The algorithm for analyzing transmission signs using a normalized diagnostic feature, as well as using a binary diagnostic feature, requires additional calculations of the signs of signal transmissions from block outputs to checkpoints. An algorithm for searching for single defects in the form of changes in the parameters of dynamic blocks is considered, based on the use of a model of the structural sensitivity of integral estimates of the output signals of an object to changes in the dynamic properties of a block. The algorithm allows you to move from the analysis of time functions to the analysis of the numerical values of their integral estimates. This approach allows you to identify a faulty dynamic unit without determining the actual parameters of its transfer function. The procedure for obtaining normalized diagnostic features and calculating a quantitative measure of the distinguishability of defects has been determined. The results of the implementation of the algorithm for the gas pressure stabilization system at a straight-tube furnace for heating oil products of an oil refinery are presented. The implementation of the algorithm shows that the considered algorithm gives acceptable values of the distinguishability of all single defects.
本文研究了一种以连续动态系统中单个动态块参数任意变化的形式搜索诊断对象结构块单个缺陷的算法。这种方法与单元中特定结构缺陷的表现及其对系统动力学的影响的真实情况相对应。由于需要使用具有参数试验偏差的模型,或者需要分析信号传输的迹象,因此使用这种已知算法变得复杂。基于模型参数尝试偏差的算法使用了模型中这些变化的说明,这是一项费力的工作。使用标准化诊断特征和二进制诊断特征分析传输信号的算法需要对从块输出到检查点的信号传输信号进行额外的计算。基于对象输出信号的积分估计对块动态特性变化的结构敏感性模型,提出了一种以动态块参数变化形式搜索单个缺陷的算法。该算法允许您从时间函数的分析转向其积分估计的数值分析。这种方法允许您在不确定其传递函数的实际参数的情况下识别有故障的动态单元。确定了获得归一化诊断特征和计算缺陷可分辨性定量度量的程序。给出了该算法在某炼油厂加热成品油的直管炉稳压系统中的应用结果。算法的实现表明,所考虑的算法给出了所有单个缺陷的可分辨性的可接受值。
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引用次数: 1
Computation of the temperature field of multilayer load-bearing structures by numerical methods 多层承重结构温度场的数值计算
Pub Date : 2022-06-28 DOI: 10.17212/2782-2001-2022-2-105-120
D. Ozerkin
Modern approaches to the electronic means design include modeling of thermophysical processes occurring in the apparatus being developed. At the same time, a common task in thermophysical modeling is the problem of determining the temperature field of the supporting structure of an electronic device (board, substrate). Knowledge of the quantitative indicators of the supporting structure temperature field directly affects the prediction of the entire electronic device reliability. The load-bearing structures of electronic devices are increasingly made in the form of multilayer structures where conductive, insulating and semiconductor layers can be present. These features impose new requirements on the development of mathematical models, algorithms, application software packages for calculating the temperature fields of the supporting structures of electronic means. The article considers the process of modeling the temperature field for the supporting structures of electronic means using common software systems MathCAD and SolidWorks. The whole variety of supporting structures of electronic means is divided into three categories: conditionally one-dimensional, conditionally two-dimensional and three-dimensional. It is shown that the temperature fields of conditionally one-dimensional (rods) and conditionally two-dimensional (single-layer boards and substrates) structures should be calculated by the finite difference method in the MathCAD software package. Temperature fields of three-dimensional load-bearing structures, including complex geometric configurations, should be calculated using the finite element method in the SolidWorks software package. The developed algorithms for calculating temperature fields are verified by solving a test problem. Comparative analysis has shown that the discrepancy between the calculation results relative to the test problem does not exceed 0.8%. The developed algorithms for calculating the temperature field can be practically useful in the engineering activities of the developer of electronic equipment.
电子手段设计的现代方法包括正在开发的仪器中发生的热物理过程的建模。与此同时,热物理建模的一个常见任务是确定电子器件(电路板、衬底)支撑结构的温度场。支承结构温度场定量指标的掌握直接影响到整个电子器件可靠性的预测。电子器件的承重结构越来越多地以多层结构的形式制造,其中可以存在导电层,绝缘层和半导体层。这些特点对电子装置支承结构温度场计算的数学模型、算法和应用软件包的开发提出了新的要求。本文研究了利用常用软件MathCAD和SolidWorks对电子设备支承结构的温度场进行建模的过程。电子手段的各种支撑结构可分为三类:有条件的一维、有条件的二维和三维。结果表明,条件一维(棒材)和条件二维(单层板和衬底)结构的温度场应采用MathCAD软件包中的有限差分法进行计算。包括复杂几何构型在内的三维承重结构的温度场,都需要使用SolidWorks软件包中的有限元法进行计算。本文提出的计算温度场的算法通过解决一个测试问题得到了验证。对比分析表明,计算结果相对于试验问题的偏差不超过0.8%。所开发的计算温度场的算法在电子设备开发人员的工程活动中具有实际意义。
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引用次数: 0
An optimal gyroscopic stabilizer of a multidimensional vibration system 多维振动系统的最优陀螺稳定器
Pub Date : 2022-06-28 DOI: 10.17212/2782-2001-2022-2-81-94
A. Chekhonadskikh
We study the stabilizing problem for a multidimensional vibration system using a gyroscopic stabilizer. A vibration system is given by a second order differential equation with symmetrical matrix coefficients: a positive definite stiffness matrix and an indefinite damping matrix; in general, such a system is unstable. We need find an optimal gyroscopic stabilizer for it represented by a skew-symmetric matrix coefficient in a speed term. The choice of this control type is dictated by the tendency to avoid additional vibrations caused by slip-slide friction. Its feature is a reduced order of the controller, regardless of the dimension of the system and the number of tunable parameter. Our goal is to elucidate the most important properties of the gyroscopic stabilizers variety. It is described by a polynomial equations system. The dimension of the general solution variety in the regular case is easily found and some of its points can be calculated numerically. We start with an example of dimension 3, which leads to a system of 6th order ordinary differential equations (ODE) and then a system of five polynomial equations with regard to six unknowns. Its general solution turns out to be a one-dimensional algebraic variety presented in a table form. The second example has dimension 5; it corresponds to a tenth-order system of differential equations and nine polynomial equations in fifteen unknowns. The dimension of the solution manifold is equal to six; we find a one-dimensional subvariety and some singular points. The main difficulty is the divergence of numerical calculations near the multiple poles of a closed system. One of the important properties, that manifested itself in both examples, was the presence of complex conjugate poles and occasionally multiples of real ones; thus, almost all solutions for an optimal gyroscopic stabilizer are made up of relatively rapidly decaying oscillations. In both examples, the variety of solutions consists mostly of simple poles and allows one to choose a stabilizer that does not create resonant effects.
利用陀螺稳定器研究了多维振动系统的稳定问题。振动系统由对称矩阵系数二阶微分方程给出:正定的刚度矩阵和不定的阻尼矩阵;一般来说,这样的系统是不稳定的。我们需要找到一个最优的陀螺稳定器,它由一个速度项中的偏对称矩阵系数表示。这种控制类型的选择取决于避免滑动摩擦引起的额外振动的趋势。其特点是控制器的降阶,而不考虑系统的维数和可调参数的个数。我们的目标是阐明陀螺仪稳定剂品种的最重要性质。用多项式方程组来描述。一般情况下,通解变化的维数很容易求出,其中一些点可以用数值方法计算。我们从一个维度3的例子开始,它导致一个六阶常微分方程(ODE)的系统,然后是一个关于六个未知数的五个多项式方程的系统。它的通解是一个以表格形式表示的一维代数变量。第二个例子的维度是5;它对应于一个十阶微分方程系统和九个多项式方程,有十五个未知数。解流形的维数等于6;我们找到了一个一维子簇和一些奇异点。主要的困难是在一个封闭系统的多极附近数值计算的发散。其中一个重要的性质,在这两个例子中都表现出来,就是共轭复数极点的存在,偶尔也会是实极点的倍数;因此,几乎所有最优陀螺仪稳定器的解都是由相对快速衰减的振荡组成的。在这两个例子中,各种各样的解决方案主要由简单的极点组成,并允许人们选择不产生谐振效应的稳定器。
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引用次数: 0
Comparative analysis of modern trends in the field of traffic models of data transmission networks 数据传输网络流量模型领域的现代发展趋势比较分析
Pub Date : 2022-06-28 DOI: 10.17212/2782-2001-2022-2-55-68
I. Reva, A. V. Ivanov, M. Medvedev, I. Ognev
To date, in matters of processing and managing network traffic, there is no single approach applicable to a wide pool of practical and applied tasks that would allow solving traffic management issues. Published works in this area are aimed at solving highly specialized problems: when applying complex solutions, these problems require the introduction of many additional parameters that increase computational complexity or solve only narrowly focused problems. This article provides a comparative analysis of classical network traffic models and reveals the possibility of practical application of such models in real-life problems. Classical traffic models are considered in detail, namely the Poisson model, heavy-tail traffic models, models based on Markov chains, traffic models based on the fractal theory and models based on stochastic time series. A mathematical description of each traffic model is also presented. Based on the results of the comparative analysis, the applicability of mathematical models to real projects was assessed. Based on it, two main problems were identified: first, the lack of consideration of the previous results of network traffic processing; secondly, the narrowly focused applicability of each of the models, given the rigid binding to subject areas, which allows solving only a narrow range of problems. The following indicators were taken as the criteria for evaluating network traffic models: the ability to scale the analyzed traffic, the ability to consider previous traffic data, computational complexity and the absence of some random features that could affect the operation of the model. A detailed study of the problem of traffic scaling revealed the main patterns, dependencies, dimensions of the traffic packet by the time it was processed.
到目前为止,在处理和管理网络流量方面,还没有一种单一的方法可以适用于广泛的实际和应用任务,从而解决流量管理问题。在该领域发表的作品旨在解决高度专业化的问题:当应用复杂的解决方案时,这些问题需要引入许多额外的参数,这些参数会增加计算复杂性或只解决狭隘的问题。本文对经典的网络流量模型进行了比较分析,揭示了这些模型在现实问题中实际应用的可能性。详细讨论了经典交通模型,即泊松模型、重尾交通模型、基于马尔可夫链的交通模型、基于分形理论的交通模型和基于随机时间序列的交通模型。给出了每个流量模型的数学描述。根据对比分析的结果,对数学模型在实际工程中的适用性进行了评价。在此基础上,发现了两个主要问题:一是缺乏对以往网络流量处理结果的考虑;其次,考虑到对主题领域的严格绑定,每个模型的适用性范围很窄,这只允许解决范围很窄的问题。我们将以下指标作为评价网络流量模型的标准:对所分析流量进行伸缩的能力、考虑之前流量数据的能力、计算复杂度以及是否存在一些影响模型运行的随机特征。对流量缩放问题的详细研究揭示了处理流量数据包时的主要模式、依赖关系和维度。
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引用次数: 0
Capabilities of image sensors with a photonic avalanche diode 光子雪崩二极管图像传感器的性能
Pub Date : 2022-06-28 DOI: 10.17212/2782-2001-2022-2-69-80
Dmitry S. Khudyakov
In many fields of science and technology there is a need to record fast running processes and phenomena, often occurring in low light conditions. In such cases, there is a need to use highly sensitive image sensors. Such sensors can be constructed on the basis of photon avalanche diodes capable of capturing even single photons. However, creating this type of sensor with high performance, in particular, with high resolution, presents a number of technological challenges, as they are more complex than traditional CMOS (Complementary Metal–Oxide–Semiconductor) and CCD (Charge-Coupled Device) sensors. Using recent advances and new circuitry, Canon created the first megapixel image sensor with a photon avalanche diode (Single Photon Avalanche Diode, SPAD). In this article, in addition to general issues related to image sensors with photon avalanche diode, the design, operation, characteristics, features and possible applications of Canon’s SPAD megapixel sensor are discussed. In particular, the methods of photon counting and time-of-flight are discussed, as well as the dynamic range of the sensor, the possibilities of sensor application for imaging in the infrared range, and the prospects for wide application of SPAD sensors in the near future. As a result, it can be noted that in addition to direct use for obtaining high-quality 2D-images of fast processes running in low light conditions, such a sensor can be used for taking images in the infrared range, to obtain 3D-images for xReality, measuring the distance to objects, obtaining a depth map, as well as in areas of science and technology that are new for such devices, including, for example, quantum computing.
在许多科学和技术领域都需要记录快速运行的过程和现象,这些过程和现象经常发生在弱光条件下。在这种情况下,需要使用高灵敏度的图像传感器。这种传感器可以在光子雪崩二极管的基础上构建,甚至可以捕获单个光子。然而,创造这种高性能的传感器,特别是高分辨率的传感器,提出了许多技术挑战,因为它们比传统的CMOS(互补金属氧化物半导体)和CCD(电荷耦合器件)传感器更复杂。使用最新的进展和新的电路,佳能创造了第一个百万像素的图像传感器与光子雪崩二极管(单光子雪崩二极管,SPAD)。在本文中,除了与光子雪崩二极管图像传感器有关的一般问题外,还讨论了佳能SPAD百万像素传感器的设计,工作,特性,功能和可能的应用。重点讨论了SPAD传感器的光子计数和飞行时间方法,以及传感器的动态范围、传感器在红外成像领域应用的可能性,以及SPAD传感器在不久的将来广泛应用的前景。因此,可以注意到,除了直接用于获取在低光条件下运行的快速过程的高质量2d图像外,这种传感器还可用于拍摄红外范围内的图像,为xReality获得3d图像,测量到物体的距离,获得深度图,以及用于此类设备的新科学和技术领域,包括,例如,量子计算。
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Analysis and data processing systems
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