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Linear stochastic distributed model of moneyaccumulation in the form of a state space 以状态空间形式表示的货币积累的线性随机分布模型
Pub Date : 2021-06-01 DOI: 10.26577/jmmcs.2021.v110.i2.11
K. Bazikova, G. Abdenova, G. Sagyndykova
The article deals with the problem of the passive parametric identification of systems for modeling the evolution of money savings income and expenses of one household using a linear stochastic distributed model in the form of a state space taking into account white noises model of the investigated object dynamics’ and white noises of the linear model measuring system of a distributed type. The use of the finite difference method allowed reducing the solution of partialdifferential equations to the solution of linear finite difference system with private derivatives to be reduced to the solution of a system of linear finite-difference and algebraic equations represented by models in the form of state space. It was proposed the use of a Kalman filtering algorithm for reliable evaluation of object behavior. The statement of the problem of estimating the coefficients of the equation of evolution of money savings income and expenses of one household is given. The structure of household income and expenses is described, taking into account additional additive white noise meters. An algorithm for numerical approbation of method for solving the problem of estimating the coefficients of an equation in the form of the state space for the evolution of money savings income and expenses of one household is considered. Calculations were carried out using the Matlab mathematical system based on statistical data for five years, taken from the site “Agency for Strategic planning and reforms of the Republic of Kazakhstan Bureau of National statistics”. The proposed method for solving the problem of coefficients assessment’s passive identification using the equations of money savings for one household in the form of a state space is sufficiently universal. Key words: linear finite-difference equation, model in the form of a state space, evolution of one household money savings, passive identification, Kalman filter, prediction estimates, filtering estimates.
本文利用状态空间形式的线性随机分布模型,考虑被调查对象动力学的白噪声模型和分布式线性模型测量系统的白噪声,研究了一个家庭储蓄收入和支出演变建模系统的被动参数辨识问题。有限差分法的使用允许将偏微分方程的解简化为具有私有导数的线性有限差分系统的解,从而简化为由状态空间形式的模型表示的线性有限差分和代数方程组的解。提出了利用卡尔曼滤波算法对目标行为进行可靠评估的方法。给出了一个家庭储蓄收入和支出演化方程系数估计问题的说明。在考虑附加白噪声计的情况下,描述了家庭收入和支出的结构。考虑了一户家庭储蓄收入和支出演变的状态空间方程系数估计问题的数值验证算法。使用Matlab数学系统根据“哈萨克斯坦共和国国家统计局战略规划和改革机构”网站的五年统计数据进行计算。本文提出的以状态空间形式求解单户储蓄方程的系数评估被动识别问题的方法具有足够的通用性。关键词:线性有限差分方程,状态空间形式的模型,一户储蓄的演化,被动识别,卡尔曼滤波,预测估计,滤波估计
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引用次数: 0
Machine learning approach to predict significant wave height 预测显著波高的机器学习方法
Pub Date : 2021-06-01 DOI: 10.26577/jmmcs.2021.v110.i2.08
Z. Ahmad, M. Mansurova
To estimate significant wave height of ocean wave, a machine learning framework is developed. Significant wave height and period can be used by supervised training of machine learning to predict ocean conditions. In this paper we proposed a method to predict significant wave height using Support vector regression (SVR). Buoy dataset taken from the Queensland government open data portal the input from which were aggregated into supervised learning test and training data sets, which were supplied to machine learning models. The SVR model replicated significant wave height with a root-mean-squared-error of 0.044 and performed on the test data with 95% accuracy. Comparing to forecasting with the physics-based model the Machine learning SVR model requires only a fraction (< 1=1200th) of the computation time, to predict Significant wave height. Key words: Machine learning, significant wave height, Support vector regression.
为了估计海浪的有效波高,开发了一个机器学习框架。有效波高和周期可以通过机器学习的监督训练来预测海洋状况。本文提出了一种基于支持向量回归(SVR)的有效波高预测方法。浮标数据集来自昆士兰州政府开放数据门户网站,其中的输入被汇总为监督学习测试和训练数据集,这些数据集提供给机器学习模型。SVR模型复制显著波高,均方根误差为0.044,对测试数据的处理精度为95%。与基于物理模型的预测相比,机器学习SVR模型只需要计算时间的一小部分(< 1=1200)来预测显著波高。关键词:机器学习,显著波高,支持向量回归。
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引用次数: 0
THE TWO-SIDED ESTIMATES OF THE FREDHOLM RADIUS AND COMPACTNESS CONDITIONS FOR THE OPERATOR ASSOCIATED WITH A SECOND-ORDER DIFFERENTIAL EQUATION 二阶微分方程算子的fredholm半径的双面估计和紧性条件
Pub Date : 2021-06-01 DOI: 10.26577/jmmcs.2021.v110.i2.02
K. Ospanov, A. Yesbayev
In this paper we consider the properties of the resolvent of a linear operator corresponding to a degenerate singular second-order differential equation with variable coefficients, considered in the Lebesgue space. The singularity of the specified differential equation means that it is defined in a noncompact domain - on the whole set of real numbers, and its coefficients are unbounded functions. The conditions for the compactness of the resolvent were obtained, as well as a double-sided estimate of its fredgolm radius. The previously known compactness conditions of the resolvent were obtained under the assumption that the intermediate-term of the differential operator either is missing or, in the operator sense, is subordinate to the sum of the extreme terms. In the current paper these conditions are not met due to the rapid growth at infinity of the intermediate coefficient of the differential equation, and the minor coefficient can change sign. The property of compactness of the resolvent allows, in particular, to justify the process of finding an approximate solution of the associated equation. The Fredholm radius of a bounded operator characterizes its closeness to the Fredholm operator. The operator coefficients are assumed to be smooth functions, but we do not impose any constraints on their derivatives. The result on the invertibility of the operator and the estimation of its maximum regularity obtained by the authors earlier is essentially used in this paper.
本文研究了Lebesgue空间中退化的变系数二阶奇异微分方程的线性算子解的性质。给定微分方程的奇异性是指它定义在非紧定义域上——实数集合上,其系数是无界函数。得到了溶剂致密性的条件,并对其骨架半径进行了双面估计。先前已知的解的紧性条件是在假设微分算子的中间项缺失或在算子意义上服从于极值项的和的情况下得到的。在本文中,由于微分方程的中间系数在无穷远处快速增长,并且次要系数可以改变符号,因此不满足这些条件。该解的紧性特别证明了寻找相关方程近似解的过程是合理的。有界算子的Fredholm半径表征了它与Fredholm算子的接近性。假设算子系数是光滑函数,但我们不对它们的导数施加任何约束。本文主要利用了前人关于算子的可逆性及其最大正则性的估计。
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引用次数: 0
Functions in one space of four-dimensional numbers 四维数空间中的函数
Pub Date : 2021-06-01 DOI: 10.26577/jmmcs.2021.v110.i2.12
A. T. Rakhymova, M. B. Gabbassov, K. M. Shapen
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引用次数: 0
RESEARCH OF THE STRESS STATE OF AN ELLIPTICAL ELEMENT OF PIPELINE UNDER POWER AND CORROSION EFFECT 电力及腐蚀作用下管道椭圆元件的应力状态研究
Pub Date : 2021-06-01 DOI: 10.26577/jmmcs.2021.v110.i2.06
K. Shetiyeva, A. Alimzhanov, D. D. Bekmukambetova
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引用次数: 0
IDENTIFICATION OF THE RIGHT HAND SIDE OF A QUASILINEAR PSEUDOPARABOLIC EQUATION WITH MEMORY TERM 具有记忆项的拟线性伪抛物方程右侧的辨识
Pub Date : 2021-06-01 DOI: 10.26577/jmmcs.2021.v110.i2.05
S. Aitzhanov, G. Ashurova, K. Zhalgassova
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引用次数: 0
Integration of information systems in the design of an integrated logistics platform 集成信息系统中的综合物流平台设计
Pub Date : 2021-06-01 DOI: 10.26577/jmmcs.2021.v110.i2.09
R. К. Uskenbayevа, A. Bolshibayeva, S. Rakhmetulayeva
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引用次数: 0
INCEPTION OF GREEN FUNCTION FOR THE THIRD-ORDER LINEAR DIFFERENTIAL EQUATION THAT IS INCONSISTENT WITH THE BOUNDARY PROBLEM CONDITIONS 对不符合边界问题条件的三阶线性微分方程的格林函数进行了初始化
Pub Date : 2021-06-01 DOI: 10.26577/jmmcs.2021.v110.i2.03
Ghulam Hazrat Aimal Rasa, G. Auzerkhan
Regarding the importance of teaching linear differential equations, it should be noted that every physical and technical phenomenon, when expressed in mathematical sciences, is a differential equation. Differential equations are an essential part of contemporary comparative mathematics that covers all disciplines of physics (heat, mechanics, atoms, electricity, magnetism, light and wave), many economic topics, engineering fields, natural issues, population growth and today’s technical issues. Used cases. In this paper, the theory of third-order heterogeneous linear differential equations with boundary problems and transforming coefficients into multiple functions p(x) we will consider. In mathematics, in the field of differential equations, a boundary problem is called a differential equation with a set of additional constraints called boundary problem conditions. A solution to a boundary problem is a solution to the differential equation that also satisfies the boundary conditions. Boundary problem problems are similar to initial value problems. A boundary problem with conditions defined at the boundaries is an independent variable in the equation, while a prime value problem has all the conditions specified in the same value of the independent variable (and that value is below the range, hence the term "initial value"). A limit value is a data value that corresponds to the minimum or maximum input, internal, or output value specified for a system or component. When the boundaries of boundary values in the solution of the equation to obtain constants D1, D2, D3 to lay down Failure to receive constants is called a boundary problem. We solve this problem by considering the conditions given for that true Green expression function. Every real function of the solution of a set of linear differential equations holds, and its boundary values depend on the distances. Key words: Green Function, Boundary Problem, Private Solution, Public Solution, Wronskian Determinant.
关于线性微分方程教学的重要性,应该指出,每一个物理和技术现象,当用数学科学来表达时,都是一个微分方程。微分方程是当代比较数学的重要组成部分,它涵盖了物理学的所有学科(热、力学、原子、电、磁、光和波)、许多经济主题、工程领域、自然问题、人口增长和今天的技术问题。使用情况。本文研究具有边界问题的三阶非均匀线性微分方程的理论,并将系数转化为多个函数p(x)。在数学中,在微分方程领域中,边界问题被称为微分方程,它带有一组附加约束,称为边界问题条件。边界问题的解是微分方程的解,它也满足边界条件。边界问题类似于初值问题。在边界处定义条件的边界问题是方程中的自变量,而素值问题具有自变量的相同值所指定的所有条件(该值低于范围,因此称为“初值”)。限制值是一个数据值,它对应于为系统或组件指定的最小或最大输入、内部或输出值。当边界的边界值在求解方程中得到常数D1、D2、D3时,得到常数失败称为边界问题。我们通过考虑Green表达式函数给出的条件来解决这个问题。一组线性微分方程的解的每一个实函数都成立,它的边值与距离有关。关键词:格林函数,边界问题,私解,公解,朗斯基行列式。
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引用次数: 0
ASYMPTOTICS OF THE EIGENVALUES OF A PERIODIC BOUNDARY VALUE PROBLEM FOR A DIFFERENTIAL OPERATOR OF ODD ORDER WITH SUMMABLE OPERATOR 具有可和算子的奇阶微分算子周期边值问题特征值的渐近性
Pub Date : 2021-06-01 DOI: 10.26577/jmmcs.2021.v110.i2.01
S. I. Mitrokhin
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引用次数: 0
GREEN'S FUNCTIONS AND CORRECT RESTRICTIONS OF THE POLYHARMONIC OPERATOR 格林函数和多谐算子的正确约束
Pub Date : 2021-04-16 DOI: 10.26577/JMMCS.2021.V109.I1.03
B. Koshanov
In this paper, for completeness of presentation, we give explicitly the Green's functions for the classical problems - Dirichlet, Neumann, and Robin for the Poisson equation in a multidimensional unit ball. There are various ways of constructing the Green's function of the Dirichlet problem for the Poisson equation. For many types of areas, it is built explicitly. Recently, there has been renewed interest in the explicit construction of Green's functions for classical problems. The Green's function of the Dirichlet problem for a polyharmonic equation in a multidimensional ball is constructed in an explicit form, and for the Neumann problem the construction of the Green's function remains an open problem. The paper gives a constructive way of constructing the Green's function of Dirichlet problems for a polyharmonic equation in a multidimensional ball. Finding general well-posed boundary value problems for differential equations is always an urgent problem. In this paper, we briefly outline the theory of restriction and extension of operators and describe well-posed boundary value problems for a polyharmonic operator.
为了表述的完整,我们给出了多维单位球泊松方程的Dirichlet、Neumann和Robin等经典问题的格林函数。构造泊松方程狄利克雷问题的格林函数有多种方法。对于许多类型的区域,它是明确构建的。近年来,人们对经典问题格林函数的显式构造重新产生了兴趣。多维球上多谐方程的狄利克雷问题的格林函数以显式形式构造,而对于诺伊曼问题,格林函数的构造仍然是一个开放问题。本文给出了多维球上多谐方程狄利克雷问题格林函数的构造方法。求微分方程的一般适定边值问题一直是一个迫切需要解决的问题。本文简要概述了算子的限制和扩展理论,并描述了一类多谐算子的适定边值问题。
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Journal of Mathematics, Mechanics and Computer Science
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