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Modification of the Marquardt method for training a neural network predictor in eddy viscosity models 涡流粘度模型中训练神经网络预测器的Marquardt方法的改进
Pub Date : 2021-01-01 DOI: 10.25136/2644-5522.2021.1.36059
V. V. Pekunov
The subject of this article is the numerical optimization techniques used in training neural networks that serve as predicate components in certain modern eddy viscosity models. Qualitative solution to the problem of training (minimization of the functional of neural network offsets) often requires significant computational costs, which necessitates to increase the speed of such training based on combination of numerical methods and parallelization of calculations. The Marquardt method draws particular interest, as it contains  the parameter that allows speeding up the solution by switching the method from the descent away from the solution to the Newton’s method of approximate solution. The article offers modification of the Marquardt method, which uses the limited series of random samples for improving the current point and calculate the parameter of the method. The author demonstrate descent characteristics of the method in numerical experiments, both on the test functions of Himmelblau and Rosenbrock, as well as the actual task of training the neural network predictor applies in modeling of the turbulent flows. The use of this method may significantly speed up the training of neural network predictor in corrective models of eddy viscosity. The method is less time-consuming in comparison with random search, namely in terms of a small amount of compute kernels; however, it provides solution that is close to the result of random search and is better than the original Marquardt method.
本文的主题是用于训练神经网络的数值优化技术,这些神经网络在某些现代涡动黏度模型中充当谓词组件。定性解决训练问题(神经网络偏移量函数的最小化)往往需要大量的计算成本,这就需要在数值方法和计算并行化相结合的基础上提高训练速度。马夸特方法引起了特别的兴趣,因为它包含了一个参数,可以通过将方法从解的下降转换为近似解的牛顿方法来加速解的速度。本文提出了对Marquardt方法的改进,利用有限的随机样本序列对当前点进行改进,并计算方法的参数。在Himmelblau和Rosenbrock测试函数的数值实验中,以及训练神经网络预测器应用于湍流建模的实际任务中,证明了该方法的下降特性。该方法的应用可以显著加快涡流粘度校正模型中神经网络预测器的训练速度。与随机搜索相比,该方法耗时更少,即计算核数量较少;然而,它提供了接近随机搜索结果的解,并且优于原来的Marquardt方法。
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引用次数: 0
Improved CPU load balancing for numerical solution of the tasks of continuous medium mechanics complicated by chemical kinetics 改进的CPU负载平衡,用于化学动力学复杂连续介质力学任务的数值求解
Pub Date : 2021-01-01 DOI: 10.25136/2644-5522.2021.1.35101
V. V. Pekunov
This article explores certain aspects of the process of numerical solution of the tasks of continuous medium mechanics in the conditions of ongoing chemical reactions. Such tasks are usually characterized by the presence of multiple local areas with elevated temperature, which position in space is relatively unstable. In such conditions, rigidly stable methods of integration with step control, which in the “elevated temperature” areas that have higher time input comparing to other areas. In terms of using geometric parallelism, this fact leads to substantial imbalance of CPU load, which reduces the overall effectiveness of parallelization. Therefore, this article examines the problem of CPU load balancing in the context of parallel solution of the aforementioned tasks. The other offers a new modification of the algorithm of large-block distributed balancing with improved time prediction of the numerical integration of chemical kinetics equations, which is most effective in the conditions of drift of the areas with “elevated temperatures”. The improvement consists in application of the linear perceptron, which analyzes several previous values of time integration (the basic version of the algorithm uses only one previous spot from the history of time integration). This allows working in the conditions of fast and slow drift of the areas with “elevated temperatures”. The effectiveness of this approach is demonstrated on the task of modeling the flow-around the building with high-temperature combustion on its roof. It is indicated that the application of modified algorithm increases the effectiveness of parallelization by 2.1% compared to the initial algorithm.
本文探讨了连续介质力学在进行化学反应条件下的数值求解过程的某些方面。这类任务的特点通常是存在多个局部温度较高的区域,这些区域在空间中的位置相对不稳定。在这种情况下,刚性稳定的积分方法与阶跃控制相结合,在“高温”区域比其他区域具有更高的时间输入。在使用几何并行性方面,这一事实导致CPU负载的严重不平衡,从而降低了并行化的总体效率。因此,本文将在上述任务的并行解决方案上下文中研究CPU负载平衡问题。另一种改进了化学动力学方程数值积分的时间预测,对大块分布平衡算法进行了新的修正,该算法在“高温”地区漂移条件下最有效。改进在于线性感知器的应用,它分析了几个以前的时间积分值(基本版本的算法只使用了时间积分历史中的一个以前的点)。这允许在“高温”地区快速和缓慢漂移的条件下工作。该方法的有效性在对建筑物顶部高温燃烧的绕流建模中得到了验证。实验结果表明,改进算法的并行化效率比初始算法提高了2.1%。
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引用次数: 1
Walking robots for rescue operations: overview and analysis of the existing models 用于救援行动的行走机器人:对现有模型的概述和分析
Pub Date : 2021-01-01 DOI: 10.25136/2644-5522.2021.1.35862
V. A. Larkina
This article explores the walking robots that are used or assist in nondeterministic environment, such as rescue operations. This required carrying out in-depth analysis of the existing models to acquire relevant information on the robots with walking mechanisms in accordance with several criteria: parameters, weight, degrees of freedom, speed of movement, input energy, runtime, maximum load, advantages and disadvantages of the reviewed models. Using the methods of comparative and critical analysis, the author analyzed the available materials for the past 5 years, which allowed accomplishing the set tasks. The results consist in compiling a summary table for largely generalized groups of walking robots and three tables for the models under review, which summarize their advantages and weaknesses. Such data would broaden the knowledge of the researchers dealing with the walking robots, analyze both national and foreign studies on the topic, apply this experience in further work, focus on solution of the problems, and emphasize the uniqueness and relevance of their developments. This article determines the peculiarities of utilization of walking robots specifically in rescue operations; however, the scope of their applicability can be broader. The author also describes the nontraditional locomotors of walking robots, which are widely known in media, video hosting, and other tools of receiving information.
本文探讨了在不确定环境(如救援行动)中使用或辅助的步行机器人。这需要对现有模型进行深入分析,根据以下几个标准获取带有行走机构的机器人的相关信息:所审查模型的参数、重量、自由度、运动速度、输入能量、运行时间、最大负载、优缺点。采用比较分析和批判分析的方法,作者分析了过去5年的可用材料,从而完成了既定的任务。结果包括编制了一个概括性的步行机器人组的汇总表和三个正在审查的模型表,总结了它们的优点和缺点。这些数据将拓宽研究步行机器人的研究人员的知识,分析国内外关于该主题的研究,将这些经验应用于进一步的工作,关注问题的解决,并强调其发展的独特性和相关性。本文明确了行走机器人在救援行动中的应用特点;但是,它们的适用范围可以更广。作者还描述了行走机器人的非传统运动,这在媒体,视频托管和其他接收信息的工具中广为人知。
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引用次数: 0
Entropy estimation of the fragments of chest X-ray images 胸部x线图像碎片的熵估计
Pub Date : 2021-01-01 DOI: 10.25136/2644-5522.2021.1.31676
A. Rumyantsev, Farkhad Mansurovich Bikmuratov, N. Pashin
The subject of this research is medical chest X-ray images. After fundamental pre-processing, the accumulated database of such images can be used for training deep convolutional neural networks that have become one of the most significant innovations in recent years. The trained network carries out preliminary binary classification of the incoming images and serve as an assistant to the radiotherapist. For this purpose, it is necessary to train the neural network to carefully minimize type I and type II errors. Possible approach towards improving the effectiveness of application of neural networks, by the criteria of reducing computational complexity and quality of image classification, is the auxiliary approaches: image pre-processing and preliminary calculation of entropy of the fragments. The article provides the algorithm for X-ray image pre-processing, its fragmentation, and calculation of the entropy of separate fragments. In the course of pre-processing, the region of lungs and spine is selected, which comprises approximately 30-40% of the entire image. Then the image is divided into the matrix of fragments, calculating the entropy of separate fragments in accordance with Shannon’s formula based pm the analysis of individual pixels. Determination of the rate of occurrence of each of the 255 colors allows calculating the total entropy. The use of entropy for detecting pathologies is based on the assumption that its values differ for separate fragments and overall picture of its distribution between the images with the norm and pathologies. The article analyzes the statistical values: standard deviation of error, dispersion. A fully connected neural network is used for determining the patterns in distribution of entropy and its statistical characteristics on various fragments of the chest X-ray image.
本研究的主题是医学胸部x光图像。经过基本的预处理后,这些图像积累的数据库可以用于训练深度卷积神经网络,这是近年来最重要的创新之一。训练后的网络对输入的图像进行初步的二值分类,并作为放射治疗师的助手。为此,有必要对神经网络进行训练,使其谨慎地最小化I型和II型错误。以降低计算复杂度和图像分类质量为标准,提高神经网络应用有效性的可能方法是辅助方法:图像预处理和片段熵的初步计算。本文给出了x射线图像的预处理算法、分割算法以及分割后碎片熵的计算方法。在预处理过程中,选取肺和脊柱区域,该区域约占整个图像的30-40%。然后将图像分割成碎片矩阵,在对单个像素进行分析的基础上,根据香农公式计算各个碎片的熵。确定255种颜色中每种颜色的出现率可以计算总熵。使用熵来检测病理是基于这样的假设,即它的值对于不同的片段和它在具有标准和病理的图像之间分布的整体图像是不同的。本文分析了统计值:误差标准差、离散度。利用全连接神经网络确定胸片x线图像各片段的熵分布规律及其统计特征。
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引用次数: 0
Design of the database structure for software optimization of operation of the stochastic multiphase systems 随机多相系统运行软件优化数据库结构设计
Pub Date : 2020-02-01 DOI: 10.25136/2644-5522.2020.2.34099
I. Selishchev, S. A. Oleinikova
The object of this research is the service systems that receive a stream of requests on their input, which represents a range of mutually dependent operations of the “finish” – “start” type. The time of conducting separate operations is a random variable, and the delivery itself requires the use of one or several types of resources. It is suggested that there are timeframes for processing the request. The goal of this research is to develop the database structure that would allow storing information on the incoming projects, operations, mutual dependence, used resources and specialists. The design of logical structure of the database was carried out using the methodology “essence – link”, which determines the data values in the context of their correlation with other data. The analysis of specificity of the object of research revealed a range of requirements submitted in the database. Leaning on these requirements along with considering normalization of relations used in the theory of relational databases, the author designed the universal structure from the perspective of its application, support of the analysis of the scheduling process, and the entirety of peculiarities of the object of research. Such database structure can be used in different fields that allow decomposition of the project into multiple separate interdependent tasks, not requiring major modifications. The article provides the examples of using the database for information systems in construction sector, as well as for the development of IT projects.
本研究的对象是在其输入上接收请求流的服务系统,这些请求流代表了一系列相互依赖的“完成”-“开始”类型的操作。进行单独操作的时间是一个随机变量,并且交付本身需要使用一种或几种类型的资源。建议为处理请求设置时间框架。这项研究的目标是发展一种数据库结构,以便储存有关传入项目、业务、相互依赖、使用的资源和专家的信息。采用“本质-链接”的方法对数据库的逻辑结构进行了设计,该方法根据数据与其他数据的相关性来确定数据的价值。对研究对象特殊性的分析揭示了数据库中提交的一系列要求。根据这些需求,并考虑关系数据库理论中使用的关系规范化,从应用的角度、支持调度过程分析的角度、考虑研究对象的整体特性等方面设计了通用结构。这样的数据库结构可以用于不同的领域,这些领域允许将项目分解为多个独立的相互依赖的任务,而不需要进行重大修改。本文提供了在建筑行业信息系统以及IT项目开发中使用数据库的例子。
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引用次数: 0
Simulation of the absorption of gaseous SO2 by fog droplets using a refined interpolation-sectional droplet model 用改进的插值-分段雾滴模型模拟雾滴对SO2气体的吸收
Pub Date : 2020-02-01 DOI: 10.25136/2644-5522.2020.2.33914
V. V. Pekunov
This article examines the problem of numerical simulation of interaction between the gaseous sulfur dioxide emitted by road transport and fog in the conditions of high humidity. For this purpose, the author applies a multi-factor two-phase mathematical model, which takes into account the dynamics of turbulent main phase, dynamics and kinetics of the multi-sectional droplet phase, presence of thermal inconsistencies formed as a result of direct and diffused solar radiation in various ranges, diffusion of sulfur dioxide, and its absorption by the fog droplets. The article carries out a numerical calculation of the corresponding task within the modeling system of environmental processes AirEcology-P, which allows generating the optimal calculation code for a particular mathematical model. The proposed complex mathematical model that descries interaction between the emitted sulfur dioxide gas and the fog droplets is new; it specifies the calculation of the kinetics of droplet phase based on consideration of the additional factor of droplet fusion characteristic to fog. The submodel of the droplet phase was tested in the numerical simulation (the results were compared with the data of direct Lagrangian modeling of the composite of 1,000 droplets), indicating decent accuracy results. The article obtains the results of numerical simulation of interaction between the emitted SO2 and the droplets. The author demonstrates the self-cleaning ability of the atmosphere, the degree of which correlates with the initial concentration of the smallest droplets and the height from the surface.
本文研究了高湿条件下公路运输排放的气态二氧化硫与雾相互作用的数值模拟问题。为此,作者采用了一种多因素两相数学模型,该模型考虑了湍流主相的动力学、多截面液滴相的动力学和动力学、不同范围内太阳直接辐射和扩散辐射所形成的热不一致、二氧化硫的扩散及其被雾滴吸收的情况。本文在环境过程建模系统AirEcology-P中对相应的任务进行数值计算,生成特定数学模型的最优计算代码。提出的描述二氧化硫气体与雾滴相互作用的复杂数学模型是新的;在考虑雾滴熔合特性这一附加因素的基础上,给出了雾滴相动力学的计算。在数值模拟中对液滴相子模型进行了测试(结果与1000液滴复合材料的直接拉格朗日模型数据进行了比较),得到了较好的精度结果。本文得到了二氧化硫与液滴相互作用的数值模拟结果。作者论证了大气的自清洁能力,其程度与最小液滴的初始浓度和离表面的高度有关。
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引用次数: 0
The calculation of thermodynamic functions for simulation model of the column string-emulsion reactor 柱串乳化反应器模拟模型热力学函数的计算
Pub Date : 2020-02-01 DOI: 10.25136/2644-5522.2020.2.34102
Сеченов Павел Александрович, Рыбенко Инна Анатольевна, Цымбал Валентин Павлович
The simulation model of the column string-emulsion reactor previously suggested that the temperature does not change on the height of reactor and over time is consistent. The assessment of temperature changes in the reactor requires the knowledge on the amount of heat necessary to heat up the particles, absorbed or emitted in the course of chemical reactions, as well as the speed of heat transmission in space. The possibility of calculating these parameters for each floating particle in online regime is limited by the operating speed of the computer system. For accelerating the calculations, the author creates the database of these parameters for all substances involved in the reactions. In these circumstances, enthalpies and entropies were expressed in through the specific thermal capacity calculated based on the fifth degree polynomial. The coefficient values of the polynomial and phase transitions were taken from the reference books. The article provides an algorithm in form of the logic diagram for calculating the specific enthalpy of the particle. Based on the developed algorithm, the author creates the software that allows calculating thermodynamic functions. The interaction between the classes are demonstrated in the UML class diagram. The research presents the calculations of specific enthalpy and entropy for substances in the interval of temperatures of 298-1850 K. Variations of the values of enthalpy and entropy at the temperature of 1700 K compared to the reference values do not exceed 1.2 %.
柱串乳化反应器的模拟模型表明,温度不随反应器高度的变化而变化,且随时间的变化是一致的。对反应堆温度变化的评估需要了解在化学反应过程中吸收或释放的粒子加热所需的热量,以及热量在空间中的传播速度。计算在线状态下每个悬浮粒子的这些参数的可能性受到计算机系统运行速度的限制。为了加快计算速度,作者为所有参与反应的物质创建了这些参数的数据库。在这种情况下,焓和熵通过基于五次多项式计算的比热容来表示。多项式和相变的系数值取自参考书。本文以逻辑图的形式给出了计算粒子比焓的算法。在此基础上,开发了计算热力学函数的软件。在UML类图中展示了类之间的交互。研究提出了298 ~ 1850 K温度区间内物质的比焓和熵的计算方法。在1700 K温度下,焓值和熵值与参考值相比的变化不超过1.2%。
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引用次数: 0
Читалов Д.И., Калашников С.Т. Разработка графической оболочки для параллельных расчетов на базе платформы OpenFOAM 在OpenFOAM平台上开发并行计算图形外壳。
Pub Date : 2019-08-29 DOI: 10.25136/2644-5522.2019.4.29202
Читалов Дмитрий Иванович, Давыдов Леонид Владимироич
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引用次数: 1
On-board information and control systems that automate the movement of vehicles in a column using the example of heavy vehicles 车载信息和控制系统,以重型车辆为例,使车辆在队列中自动移动
Pub Date : 2019-02-01 DOI: 10.25136/2306-4196.2019.2.21490
Tatiana V. Khronusova, A. Asanov, Maksim Anatolievich Nazarenko
The subject of this article is on-board information control systems that ensure the movement of heavy vehicles in a convoy with the driver only in the first car, as well as cruise control systems, including adaptive and intelligent ones. The purpose of the article is the formation of the specified on-board system of a heavy truck, which includes both a set of algorithms and key functions that implement movement in a column, and a list of used categories of sensors. All considered functions are arranged hierarchically at three levels: strategic, tactical and operational. The study collected both theoretical and practical information provided by automakers, revealing the essential content of onboard information systems and cruise control. The novelty of the study lies in the fact that the model of intellectual cruise control has been improved, providing movement of heavy vehicles in a convoy, if there is a driver only in the first car. The proposed model includes the hierarchical architecture of the on-board information management system, key algorithms and sensors for its implementation.
本文的主题是车载信息控制系统,以确保重型车辆在车队中只有第一辆车的驾驶员的运动,以及巡航控制系统,包括自适应和智能控制系统。本文的目的是形成一种重型卡车的指定车载系统,该系统既包括一组实现列内运动的算法和关键功能,也包括使用的传感器类别列表。所有考虑到的功能都按层次排列在三个层次:战略、战术和操作。该研究收集了汽车制造商提供的理论和实践信息,揭示了车载信息系统和巡航控制的基本内容。这项研究的新颖之处在于,智能巡航控制模型得到了改进,如果只有第一辆车有司机,它可以提供车队中重型车辆的运动。该模型包括车载信息管理系统的层次结构、关键算法和实现所需的传感器。
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引用次数: 0
Software Reliability definition in the modern information system structure 现代信息系统结构中软件可靠性的定义
Pub Date : 2019-02-01 DOI: 10.25136/2306-4196.2019.2.20341
A. V. Ponachugin
The subject of research is the use of modern approaches to determine aimed at improving the reliability of software security and quality of the information system. The object of research is a model determining the reliability of the software. The author examines in detail aspects such topics as: the use of a functional approach to the study of the reliability of the software component is the sum of the aggregate reliability to achieve each function block; Use a systematic approach to the study of the reliability of the software in the information system structure. Particular attention is paid to the comparison of existing models and methods of determining the reliability. The proposed method of estimating software reliability based on the allocation of the function blocks and to guarantee quality and reliability of the final result of software development. Key findings of the study: the use of a systematic approach makes it possible to identify the quality of the following interconnections between the constituent elements of the program, which define modern ways to improve software reliability. The paper proposed to adapt the major principles of the system improve the reliability of software proved useful effect of their introduction. The novelty of the research lies in the joint use of the functional and systemic approach in order to identify ways to increase the quality and reliability that takes into account the characteristics within the structural elements of the program and their interaction.
本课题的研究是利用现代方法来确定旨在提高软件安全性和信息系统质量的可靠性。研究的对象是一个确定软件可靠性的模型。作者详细考察了诸如以下几个方面的课题:采用功能的方法来研究软件组件的可靠性是各功能块实现可靠性总和的总和;采用系统的方法对信息系统结构中软件的可靠性进行研究。特别注意了现有的模型和确定可靠性的方法的比较。提出了基于功能块分配的软件可靠性评估方法,以保证软件开发最终结果的质量和可靠性。本研究的主要发现:系统方法的使用使得确定程序组成元素之间的以下互连的质量成为可能,这些互连定义了提高软件可靠性的现代方法。本文提出了适应系统的主要原则,提高了软件的可靠性,证明了它们的引入效果。该研究的新颖之处在于将功能性和系统性方法结合使用,以确定提高质量和可靠性的方法,同时考虑到项目结构要素及其相互作用的特点。
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引用次数: 2
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