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ON THE ACCELERATION OF OPTIMIZATION METHODS FOR THE PROBLEM OF SYNTHESIS OF MULTILAYER OPTICAL COATINGS 多层光学涂层合成问题的加速优化方法研究
Q3 Engineering Pub Date : 2021-11-01 DOI: 10.34229/1028-0979-2021-6-2
A. Mitsa, P. Stetsyuk, Alexander Levchuk, V. Petsko, I. Povkhan
Five ways to speed up the multidimensional search in order to solve the problem of synthesis of multilayer optical coatings by using the methods of zero and first orders have been considered. The first way is to use an analytical derivative for the target quality function of the multilayer coating. It allows us to calculate accurately (within the computer arithmetic) the value of the gradient of a smooth objective function and generalized gradient of a non-smooth objective one. The first way requires the same number of arithmetic operations as well as finite-difference methods of calculating the gradient and the generalized gradient. The second way is to use a speedy finding of the objective function gradient using the prefix- and suffix-arrays in the analytical method of calculating the gradient. This technique allows us to reduce the number of arithmetic operations thrice for large-scale problems. The third way is the use of tabulating the values of trigonometric functions to calculate the characteristic matrices. This technique reduces the execution time of multiplication operations of characteristic matrices ten times depending on the computer’s specifications. For some computer architectures, this advantage is more than 140 times. The fourth method is the use of the golden section method for the one-dimensional optimization in the problems of synthesis of optical coatings. In particular, when solving one partial problem it is shown that the ternary search method requires approximately 40% more time than the golden section method. The fifth way is to use the effective implementation of multiplication of two matrices. It lies in changing the order of the second and third cycles for the well-known method of multiplying two matrices and fixing in a common variable value of the element of the first matrix. This allows us to speed up significantly the multiplication operation of two matrices. For matrices having 1000 x 1000 dimension the acceleration is from 2 to 15 times, depending on the computer's specifications.
本文研究了利用零阶和一阶方法解决多层光学镀膜合成问题时加快多维搜索速度的五种方法。第一种方法是对多层涂层的目标质量函数使用解析导数。它允许我们(在计算机算法范围内)精确地计算光滑目标函数的梯度值和非光滑目标函数的广义梯度值。第一种方法需要相同数量的算术运算以及计算梯度和广义梯度的有限差分方法。第二种方法是在计算梯度的解析方法中,利用前缀和后缀数组快速找到目标函数梯度。这种技术使我们能够将大规模问题的算术运算次数减少三倍。第三种方法是利用三角函数的值制表来计算特征矩阵。根据计算机的规格,这种技术将特征矩阵的乘法运算的执行时间减少了十倍。对于某些计算机体系结构,这个优势超过140倍。第四种方法是利用黄金分割法对光学镀膜合成问题进行一维优化。特别是,当求解一个局部问题时,表明三元搜索法比黄金分割法需要大约40%的时间。第五种方法是使用两个矩阵乘法的有效实现。它在于改变第二个和第三个循环的顺序,这种众所周知的方法是将两个矩阵相乘,并将第一个矩阵的元素固定在一个公共变量值中。这使我们能够显著加快两个矩阵的乘法运算。对于具有1000 x 1000维度的矩阵,加速度从2到15倍不等,具体取决于计算机的规格。
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引用次数: 0
EXPERT DECISION-MAKING SYSTEMS 专家决策系统
Q3 Engineering Pub Date : 2021-11-01 DOI: 10.34229/1028-0979-2021-6-11
A. Voronin, A. Savchenko
An approach to making complex technical and economic decisions is proposed in cases where there is insufficient (or no) information about the experimental statistical data necessary for the construction of regression models of criterion functions. The situation is aggravated when a decision is made according to several conflicting quality criteria. In conditions of an acute shortage of experimental data, it is proposed to obtain the necessary information («quasi-experimental» data) from experts - specialists with sufficient experience in making decisions for the class in question. A qualified specialist (expert) with sufficient experience in making decisions for this class can perform a thought experiment. He must imagine what, in his opinion, the levels of criterion functions will be at various reference points of factors. The method is based on an individual opinion (postulate), expressed by a specialist-expert about the estimated value, based on his professional experience. To assess a certain quantitative characteristic, the postulates of not one, but several persons competent in this issue are used. It is assumed that the «true» value of the unknown quantitative characteristic is within the range of expert assessments and the «generalized» collective opinion is more reliable. To solve the problem under consideration, a multicriteria optimization approach is taken using a nonlinear trade-off scheme. This study makes it possible to identify the main trends in the development of multi-criteria decision-making systems in the absence (or lack) of experimental data. A model example is given.
在构建标准函数回归模型所需的实验统计数据信息不足(或没有)的情况下,提出了一种做出复杂技术和经济决策的方法。当根据几个相互冲突的质量标准做出决定时,情况会恶化。在实验数据严重短缺的情况下,建议从专家那里获得必要的信息(“准实验”数据),这些专家在为相关类别做出决策方面具有足够的经验。一个有足够决策经验的合格专家(专家)可以进行思想实验。他必须想象,在他看来,在各种因素的参考点上,标准函数的水平会是什么。该方法基于专家根据其专业经验对估计值表达的个人意见(假设)。为了评估某个定量特征,使用的不是一个,而是几个在这个问题上有能力的人的假设。假设未知定量特征的“真实”值在专家评估的范围内,“广义”集体意见更可靠。为了解决所考虑的问题,采用了一种使用非线性权衡方案的多准则优化方法。这项研究使得在缺乏(或缺乏)实验数据的情况下,确定多标准决策系统发展的主要趋势成为可能。给出了一个模型实例。
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引用次数: 0
INVESTIGATION OF THE IMPACT OF DELAY IN ONE MATHEMATICAL MODEL OF WORLD DEVELOPMENT DYNAMICS 一个世界发展动力学数学模型中延迟影响的研究
Q3 Engineering Pub Date : 2021-11-01 DOI: 10.34229/1028-0979-2021-6-5
D. Khusainov, A. Shatyrko, A. Bychkov, Bedrick Puza, V. Novotná
There is a large number of works devoted to the dynamics of world development. But very few of them have clear abstract mathematical models of the corresponding processes. This work is devoted to further deepening and mathematical abstraction of the study of world development process. The qualitative analysis of linear and modified nonlinear model in the form of systems of inhomogeneous differential equations is carried out. Their steady states are calculated, explicit analytical solutions are presented. For the first time, a model taking into account the time delay factor is proposed, which is written in the form of functional-differential equations with argument deviation. It is shown that with such an introduction to the model of a delayed argument, the system can be reduced to a system of linear inhomogeneous differential equations with constant coefficients without delay, and the stability of the steady state of the system equilibrium under study will be affected only by linear terms of equations without argument deviation. This fact well correlates with the socio-economic interpretation of this problem. In the future, the work will focus on studying the influence of not one but several factors of time lag, when the model is presented as a system of functional-differential equations with several different deviating arguments in equations responsible for the dynamics of a particular process dynamics of world development.
有大量的著作致力于研究世界发展的动态。但他们中很少有人对相应的过程有明确的抽象数学模型。这项工作致力于对世界发展过程研究的进一步深化和数学抽象。对非齐次微分方程组形式的线性和修正非线性模型进行了定性分析。计算了它们的稳态,给出了显式的解析解。首次提出了一个考虑时滞因子的模型,该模型以带变元偏差的泛函微分方程的形式写成。结果表明,通过引入延迟变元模型,可以将系统简化为一个无延迟的常系数线性非齐次微分方程组,并且所研究的系统平衡的稳态稳定性只受不存在变元偏差的线性方程项的影响。这一事实与对这一问题的社会经济解释密切相关。未来,这项工作将重点研究时滞的影响,而不是一个因素,而是几个因素,当模型被呈现为一个函数微分方程系统时,方程中有几个不同的偏差自变量,这些偏差自变量负责世界发展的特定过程动力学。
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引用次数: 0
COMPARATIVE ANALYSIS OF THE EFFICIENCY OF CONSTANT POWER THROTTLED ROCKET ENGINES FOR INTERORBITAL FLIGHTS TO GEOSTATIONAR 恒功率节流火箭发动机与地球静止轨道间飞行效率的比较分析
Q3 Engineering Pub Date : 2021-11-01 DOI: 10.34229/1028-0979-2021-6-7
I. Vasiliev, B. Kiforenko, Ya. Tkachenko
Carrying out low-thrust transfers of spacecrafts in the near-earth space from intermediate elliptic to the geostationary orbit using electric rocket engines seems to be one of the most important tasks of modern cosmonautics. Electric rocket engines, whose specific impulse of the reactive jet is an order of magnitude more than in chemical RD, are preferable for interorbit flights with a maximum payload in the case when a significant increase in the duration of the maneuver is permissible. Ability to throttling the rocket engine thrust is traditionally considered as one of the ways to reduce both the engine mass and the required fuel assumptions for performing the specified maneuver. Using the concept of an ideal-rocket engine provides the upper estimates of the payload mass of interborbital flights for the given power level. Accounting for the properties of real engines leads to the need of considering the mathematical models with more strict limits on control functions. A study of the efficiency of three modes of thrust control of an electric propulsion rocket engine was carried out when performing practically interesting spacecraft flights from highly elliptical intermediate near-earth orbits to geostationary orbits. A mathematical model of constant power relay rocket engine has been built. The formulation of the variational problem of the Maer type is given about the execution of a given dynamic maneuver for the throttled and unregulated electric rocket engines of constant power. Using the Pontryagin maximum principle, an analysis of the optimal control functions was carried out, for which the final relations were written out, which allowed to write down the system of differential equations of the optimal movement of the spacecraft, equipped with relay electric rocket engine. The obtained numerical and quality results of the study of the effectiveness of various modes of thrust control of an electric propulsion engine to increase the payload of a given orbital maneuver confirmed the correctness of mathematical models of throttled and relay engines and, in general, the efficiency of using solutions of the averaged equations of optimal motion of a spacecraft for numerical solution of the corresponding boundary value problems in an exact formulation.
利用电动火箭发动机实现近地空间航天器从中间椭圆轨道到地球静止轨道的低推力转移似乎是现代宇航员最重要的任务之一。电动火箭发动机,其反应喷气的比冲比化学RD高一个数量级,在允许大幅增加机动持续时间的情况下,最好用于具有最大有效载荷的轨道间飞行。传统上,节流火箭发动机推力的能力被认为是减少发动机质量和执行特定机动所需燃料假设的方法之一。使用理想火箭发动机的概念可以提供给定功率水平下轨道间飞行有效载荷质量的上限估计值。考虑到实际发动机的特性,需要考虑对控制函数有更严格限制的数学模型。在执行从高度椭圆的中间近地轨道到地球静止轨道的实际有趣的航天器飞行时,对电力推进火箭发动机的三种推力控制模式的效率进行了研究。建立了恒功率中继火箭发动机的数学模型。给出了恒功率有节流和无调节的电动火箭发动机执行给定动态机动的梅尔型变分问题的公式。利用庞特里亚金极大值原理,对最优控制函数进行了分析,并给出了最终的关系式,从而可以写出装有中继电动火箭发动机的航天器最优运动的微分方程组。对电力推进发动机的各种推力控制模式以增加给定轨道机动的有效载荷的有效性的研究所获得的数值和质量结果证实了节流发动机和中继发动机的数学模型的正确性,使用航天器最优运动平均方程的解以精确公式求解相应边值问题的效率。
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引用次数: 0
THE SITUATION OF UNCERTAINTY THAT ARISES IN THE PROBLEMS OF SEMANTICS AND WAYS TO SOLVE IT 语义问题中出现的不确定性情况及解决方法
Q3 Engineering Pub Date : 2021-11-01 DOI: 10.34229/1028-0979-2021-6-4
Nadezhda K. Tymofijeva
Various types of uncertainties that arise when solving semantics problems are considered. Decision theory investigates this situation involving incomplete input, current, and fuzzy information. But uncertainty in the problems of semantics has other manifestations. Its solution is carried out in different ways depending on its types. The problems of this class are related to recognition and when establishing the essence of certain objects, measures of similarity are introduced, which are a subjective assessment. For different measures, the values of the objective functions may differ due to the ambiguity of the result obtained for these functions or the chosen degree of similarity measures, and may not satisfy the purpose of the study. When choosing the result there is a situation of uncertainty. But with some measures of similarity, you can find a global solution. Such problems are divided into subclasses of solvable problems. Since the problems of semantics are reduced to combinatorial optimization problems, in which the argument of the objective function is combinatorial configurations, the situation of uncertainty may be related to the special structure of the set of combinatorial configurations. To solve it, it is necessary to enter several objective functions or to conduct optimization according to several criteria, which are reduced to a weighted criterion (linear convolution). Finding the optimal solution is carried out by self-tuning algorithms taking into account the constant and variable criteria, which are introduced in the process of solving the problem. That is, in the process of the algorithm generates additional current information (quality criteria), which affects the prediction of future results. The situation of uncertainty is manifested both due to developed fuzzy rules of information processing and evaluation and ambiguity in the choice of the optimal solution for several criteria in multicriteria optimization. To get out of this situation, self-tuning algorithms are developed, using the introduction of formal parameters in the process of solving the problem, which generates auxiliary current information that can not be specified in the input data. Also, subclasses of solvable problems are used to solve the situation of uncertainty, the reference library is structured to reduce unsolvable problems to solvable ones.
考虑了在解决语义问题时出现的各种类型的不确定性。决策理论研究了不完整输入、当前信息和模糊信息的情况。但语义问题中的不确定性还有其他表现形式。它的解决方案根据其类型以不同的方式执行。这门课的问题与识别有关,在确定某些物体的本质时,引入相似性度量,这是一种主观评估。对于不同的测度,目标函数的值可能会由于这些函数得到的结果的模糊性或所选择的相似测度的程度而有所不同,而不能满足研究的目的。在选择结果时,存在不确定的情况。但是通过一些相似的度量,你可以找到一个全球性的解决方案。这些问题被分成可解问题的子类。由于语义问题被简化为目标函数的参数为组合构型的组合优化问题,因此不确定性的情况可能与组合构型集合的特殊结构有关。为了解决这个问题,需要输入多个目标函数或根据多个准则进行优化,这些准则被简化为一个加权准则(线性卷积)。在求解过程中引入了常准则和变准则,通过自调整算法求解最优解。也就是说,在算法的过程中会产生额外的当前信息(质量标准),这些信息会影响对未来结果的预测。在多准则优化中,由于信息处理和评价规则的模糊性,以及多个准则的最优解选择的模糊性,都表现出不确定性的情况。为了摆脱这种情况,开发了自调谐算法,在求解问题的过程中引入形式参数,产生输入数据中无法指定的辅助电流信息。利用可解问题的子类来解决不确定的情况,构建参考库将不可解问题化简为可解问题。
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引用次数: 0
DETERMINATION OF MODEL PARAMETERS OF ROCKET STABILIZATION SYSTEM IN FLIGHT 火箭飞行稳定系统模型参数的确定
Q3 Engineering Pub Date : 2021-11-01 DOI: 10.34229/1028-0979-2021-6-8
V. Avdejev
The dynamic characteristics of the system that includes the controlled object and the regulator largely depend on the choice of the control law, which is determined based on the nominal values of the parameters of the mathematical model of the stabilization process and its priority indicator. Due to the deviation of the missile parameters and, accordingly, the model from the nominal values, the designers set the safety factors based on the most unfavorable conditions, which negatively affects the overall performance, in particular, the relative weight of the payload. Therefore, there is a need to develop algorithms for adjustment that is identification model parameters during the flight using the signals of measuring devices and the capabilities of on-board computers. This will increase the efficiency of methods of choosing the control law based on such indicators as stabilization accuracy, stability margin and power requirements of the actuator. The aim of the article is to develop methods for refining the parameters of the rocket stabilization system in the yawing plane, which are based on the use of current data of measuring devices of the part of coordinates of the state vector, and verify the effectiveness of refinement in terms of the above indicators. A linear stationary model of a system for stabilizing the perturbed motion of a rocket taking into account the inertia of the actuator in the form of ordinary fifth-order differential equations is adopted. Two approaches are proposed to approximate the model parameters to their actual values. In the first in the model parameter space there is a minimum of the integral of the distance between the points of the trajectory according to the signals of the measuring devices and the trajectory obtained by modeling the perturbation compensation process. In the second, the actual values of the parameters are the result of solving a system of nonlinear equations, which includes data from measuring devices and the corresponding data obtained by simulation. On the example of space rocket parameters it is shown that the choice of the control law based on the actual coefficients of the model leads to a significant reduction of deviations from the set value of the system stability margin, stabilization error and power of the actuator.
包括被控对象和调节器在内的系统的动态特性在很大程度上取决于控制律的选择,控制律是根据稳定过程的数学模型及其优先指标的参数标称值确定的。由于导弹参数和模型偏离标称值,设计人员根据最不利条件设置安全系数,这对总体性能,特别是有效载荷的相对重量产生负面影响。因此,有必要开发一种算法,在飞行过程中利用测量设备的信号和机载计算机的能力来识别模型参数。这将提高基于稳定精度、稳定裕度和执行机构功率要求等指标选择控制律方法的效率。本文的目的是利用状态矢量坐标部分测量装置的现有数据,提出在偏航平面上对火箭稳定系统参数进行细化的方法,并根据上述指标验证了细化的有效性。采用一般五阶微分方程的形式,建立了考虑作动器惯性的稳定火箭摄动系统的线性平稳模型。提出了两种逼近模型参数的方法。在第一个模型参数空间中,根据测量装置的信号与通过对摄动补偿过程建模得到的轨迹之间的距离积分存在最小值。在第二种方法中,参数的实际值是求解非线性方程组的结果,其中包括测量装置的数据和通过仿真得到的相应数据。以航天火箭参数为例,根据模型的实际系数选择控制律,可以显著减小系统稳定裕度、稳定误差和作动器功率与设定值的偏差。
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引用次数: 0
INFORMATION TECHNOLOGY TOOLS FOR CONTROLLED EVOLUTION 用于受控进化的信息技术工具
Q3 Engineering Pub Date : 2021-10-01 DOI: 10.34229/1028-0979-2021-5-9
A. Palagin
Information and technological tools for controlled evolution are considered as a basis for a transdisciplinary approach to building a scientific picture of the world from the standpoint of the noospheric theory of V.I. Vernadsky and assessment of complexity of the system, which evolves. The noospheric theory appeals to scientific thought able to direct the evolutionary process to create a harmonious unity of the system «Human — Nature». It became the basis of the concept of sustainable development of human society. The central issue of the controlled evolution is building a scientific picture of the world related to solving complex scientific and practical problems from the standpoint of a comprehensive account of the entire set of factors, which affects the process of evolution. The emerging transdisciplinary theory as a science can provide a solution of these problems by developing methods and tools for interdisciplinary interaction while forming the integrated knowledge. An example of such interaction is a purposeful convergence of disciplines and their related technologies and as a result — the development of promising convergence clusters. Best known today is NBIC cluster (nano–bio–information–cognitive technologies). One of the central principals of transdisciplinarity states: knowledge of the laws of nature is single and indivisible. The main aspects of cognitive evolution are considered, which combine the evolution of the mechanism of human thinking (with the dominance of the logical-verbal type) and improving the life cycle of constructive knowledge and its use. The possibilities of modern cognitive intelligent technologies in relation to the development of a consolidated intelligence, an ontologically controlled knowledge market and a national diversified developing control system by the type of National Automated System (NAS) of V.M. Glushkov are analyzed. In this regard, special emphasis is placed on the development of service-oriented systems for research design which can be adapted to a many classes of tasks, can be extended functionally and intellectually. In conclusion, it is emphasized that the projection of the work on the general theory of evolution on the practical needs of Ukraine in terms of the strategy of its sustainable development is appropriate and presents a state-alone very important direction of scientific research and practical developments with applied using of the results and provisions set forth in this paper.
控制进化的信息和技术工具被认为是跨学科方法的基础,从V.I.Vernadsky的半球理论和对进化系统复杂性的评估的角度来构建世界的科学图景。正午理论呼吁科学思想能够指导进化过程,创造“人与自然”系统的和谐统一。它成为人类社会可持续发展观的基础。受控进化的核心问题是从全面考虑影响进化过程的整套因素的角度,构建一幅与解决复杂科学和实践问题相关的世界科学图景。新兴的跨学科理论作为一门科学,可以在形成综合知识的同时,通过开发跨学科互动的方法和工具来解决这些问题。这种互动的一个例子是学科及其相关技术的有目的的融合,从而发展出有前景的融合集群。今天最著名的是NBIC集群(纳米-生物-信息-认知技术)。跨学科国家的核心原则之一是:对自然规律的认识是单一和不可分割的。认知进化的主要方面被考虑在内,它结合了人类思维机制的进化(与逻辑言语类型的主导)和改善建设性知识的生命周期及其使用。分析了现代认知智能技术在发展综合智能、本体论控制的知识市场和V.M.Glushkov的国家自动化系统(NAS)类型的国家多元化发展控制系统方面的可能性。在这方面,特别强调开发面向服务的研究设计系统,该系统可以适应许多类别的任务,可以在功能和智力上进行扩展。最后,强调进化论的一般理论工作对乌克兰可持续发展战略的实际需求的预测是恰当的,并通过应用本文中的结果和规定,为科学研究和实际发展提供了一个非常重要的方向。
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引用次数: 1
TECHNOLOGIES FOR CALCULATING THE CORRELATION COEFFICIENT BETWEEN THE USEFUL SIGNAL AND THE NOISE USING THE ESTIMATE OF THEIR RELAY CROSS-CORRELATION FUNCTION 利用估计有用信号与噪声的继电器互相关函数来计算有用信号与噪声之间的相关系数的技术
Q3 Engineering Pub Date : 2021-09-01 DOI: 10.34229/1028-0979-2021-5-8
T. Aliev, N. Musaeva
It is shown that when noisy signals are formed, the condition for the absence of correlation between the useful signal and the noise is often violated. This causes certain errors of correlation analysis of these signals, resulting in the inadequacy of the results obtained. In addition, the existing correlation analysis technologies do not allow using the noise as a carrier of valuable information. Therefore, the full use of the colossal information potential of noisy signals requires new technologies that would exclude the loss of valuable information, both when the known classical conditions are met and when they are not. Algorithms are developed for determining the estimate of the correlation coefficient between the useful signal and the noise, which cannot be measured directly or isolated from a noisy signal. For this purpose, the normalized cross-correlation function between the useful signal and the noise is used. An algorithm for calculating the estimates of the normalized cross-correlation function between the useful signal and the noise is developed using the estimates of the relay correlation function of the noisy signal. It is shown that the value of this estimate, calculated at a zero time shift, is an estimate of the correlation coefficient between the useful signal and the noise. A technology for conducting computational experiments is proposed, a comparative analysis is carried out, and the reliability of the proposed algorithms and technologies is confirmed. It is shown that under the normal technical condition of the object, the estimates of the relay cross-correlation function and the correlation coefficient between the useful signal and the noise will be close to zero. With the emergence of various defects preceding malfunctions at the object, these estimates will change depending on the degree of damage. Therefore, it is the estimates of the cross-correlation function and the correlation coefficient between the useful signal and the noise that should be used in monitoring and control systems as informative attributes for signaling and monitoring the beginning of changes in the technical condition of objects and the dynamics of their malfunctions. The use of these new effective informative attributes makes it possible to increase the degree of accuracy and reliability of operation of modern information systems.
结果表明,当噪声信号形成时,往往不满足有用信号与噪声不相关的条件。这就造成了对这些信号的相关分析存在一定的误差,从而导致得到的结果不充分。此外,现有的相关分析技术不允许使用噪声作为有价值信息的载体。因此,要充分利用噪声信号的巨大信息潜力,就需要新的技术,无论已知的经典条件满足与否,都要排除有价值信息的损失。算法被开发用于确定有用信号和噪声之间的相关系数的估计,这些信号不能直接测量或与噪声信号隔离。为此,使用有用信号和噪声之间的归一化互相关函数。利用噪声信号的继电器相关函数的估计,提出了一种计算有用信号与噪声之间归一化互相关函数估计的算法。结果表明,在零时移处计算的这个估计值是有用信号与噪声之间相关系数的估计值。提出了一种进行计算实验的技术,并进行了对比分析,验证了所提出算法和技术的可靠性。结果表明,在目标的正常技术条件下,继电器互相关函数的估计值以及有用信号与噪声之间的相关系数将接近于零。随着物体在故障之前出现各种缺陷,这些估计将根据损坏程度而变化。因此,在监测和控制系统中,应该使用互相关函数和有用信号与噪声之间的相关系数的估计,作为信号和监测对象技术条件变化的开始及其故障动态的信息属性。利用这些新的有效信息属性,可以提高现代信息系统运行的准确性和可靠性。
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引用次数: 0
ADAPTIVE OPERATOR EXTRAPOLATION METHOD FOR VARIATIONAL INEQUALITIES IN BANACH SPACES BANACH空间中变分不等式的自适应算子外推方法
Q3 Engineering Pub Date : 2021-09-01 DOI: 10.34229/1028-0979-2021-5-7
S. Denisov, V. Semenov
Many problems of operations research and mathematical physics can be formulated in the form of variational inequalities. The development and research of algorithms for solving variational inequalities is an actively developing area of applied nonlinear analysis. Note that often nonsmooth optimization problems can be effectively solved if they are reformulated in the form of saddle point problems and algorithms for solving variational inequalities are applied. Recently, there has been progress in the study of algorithms for problems in Banach spaces. This is due to the wide involvement of the results and constructions of the geometry of Banach spaces. A new algorithm for solving variational inequalities in a Banach space is proposed and studied. In addition, the Alber generalized projection is used instead of the metric projection onto the feasible set. An attractive feature of the algorithm is only one computation at the iterative step of the projection onto the feasible set. For variational inequalities with monotone Lipschitz operators acting in a 2-uniformly convex and uniformly smooth Banach space, a theorem on the weak convergence of the method is proved.
运筹学和数学物理中的许多问题都可以用变分不等式的形式来表述。求解变分不等式的算法的开发和研究是应用非线性分析中一个积极发展的领域。请注意,如果将非光滑优化问题以鞍点问题的形式重新表述并应用求解变分不等式的算法,通常可以有效地解决这些问题。近年来,Banach空间问题的算法研究取得了一些进展。这是由于巴拿赫空间的几何结果和构造的广泛涉及。提出并研究了一种求解Banach空间中变分不等式的新算法。此外,用Alber广义投影代替可行集上的度量投影。该算法的一个吸引人的特点是在可行集上的投影迭代步骤只需一次计算。对于2-一致凸一致光滑Banach空间中具有单调Lipschitz算子的变分不等式,证明了该方法的一个弱收敛性定理。
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引用次数: 0
EXPLICIT DISTRIBUTION OF SELECTED TWO-DIMENSIONAL AND THREE-DIMENSIONAL STATISTICS OF THE (0,1)-SEQUENCE 所选(0,1)-序列的二维和三维统计量的显式分布
Q3 Engineering Pub Date : 2021-09-01 DOI: 10.34229/1028-0979-2021-5-6
V. Masol, S. Popereshnyak
The joint distributions of the given number of 2-chains and the given number of 3-chains of a fixed form of a random bit sequence are considered, which allow performing a statistical analysis of local sections of this sequence. All configurations consisting of two consecutive zeros or ones of a bit sequence of a given length act as 2-chains. In turn, 3-chains are all configurations consisting of three consecutive either ones (provided that the 2-chains are zero) or zeros (provided that the 2-chains are one), as well as 3-chains all configurations are considered that consist either of three consecutive digits: one, zero and one (provided that the 2- chains are zero), or of three consecutive digits: zero, one and zero (provided that the 2- chains are one). The paper establishes explicit expressions for two-dimensional and three-dimensional joint distributions of events, reflecting the number of some combinations of the indicated chains in a finite random bit sequence. One of the basic assumptions is that zeros and ones in a bit sequence are independent, equally distributed random variables. The proofs of the formulas for the distributions of these events are based on counting the number of corresponding favorable events, provided that the bit sequence contains a fixed number of zeros and ones. As examples of using explicit expressions of joint distributions, tables are given in which the values of the probabilities of the events listed above for a random bit sequence of length 40 (tables 1–3) and length 24 (table 4) are given for some fixed values of the number of 2-chains and the number 3-chains under the assumption that zeros and ones appear independently and uniformly. For clarity, tables 1‑3 are illustrated with bubble charts. The established formulas may be of interest for the problems of testing local sections formed at the output of pseudo-random number generators, for some problems of protecting information from unauthorized access, as well as in other areas where it becomes necessary to analyze bit sequences.
考虑了一个固定形式的随机位序列的给定2链数和给定3链数的联合分布,从而可以对该序列的局部部分进行统计分析。所有由给定长度的位序列的两个连续零或1组成的构型都作为2链。反过来,3链是由三个连续的1(假设2链为0)或0(假设2链为1)组成的所有构型,以及3链,所有构型都被认为是由三个连续数字组成:1,0,1(假设2链为0),或由三个连续数字:0,1,0(假设2链为1)组成。本文建立了事件的二维和三维联合分布的显式表达式,反映了有限随机位序列中所指示链的某些组合的数目。其中一个基本假设是,位序列中的0和1是独立的、均匀分布的随机变量。这些事件的分布公式的证明是基于计算相应有利事件的数量,假设比特序列包含固定数量的0和1。作为使用联合分布显式表达式的例子,给出了对于长度为40(表1-3)和长度为24(表4)的随机位序列,在假设0和1独立且均匀出现的情况下,对于2链数和3链数的某些固定值,给出了上述事件的概率值。为清楚起见,表1 - 3用气泡图说明。所建立的公式可能对测试伪随机数生成器输出处形成的局部部分的问题,对保护信息免受未经授权访问的某些问题以及在其他需要分析位序列的领域感兴趣。
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引用次数: 0
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Journal of Automation and Information Sciences
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