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Method of compression and ensuring the fidelity of video images in infocommunication networks 信息通信网络中视频图像的压缩和保真度保证方法
Q3 Computer Science Pub Date : 2022-11-29 DOI: 10.32620/reks.2022.4.10
V. Barannik, A. Krasnorutsky, V. Kolesnyk, V. Barannik, Sergii Pchelnikov, Pavlo Zeleny
Subject research in the article is the methods of compressing video images under conditions of ensuring the desired level of their fidelity in the delivery process using infocommunication networks. The goal is to develop methods of encoding video images for increasing the level of their compression in the conditions of ensuring required reliability. Task: to substantiate the approach regarding the structural clusterization of transformed video segments in the conditions of preserving their reliability; to develop a method of structural and statistical coding of transformants in the spectral-cluster space; conduct a comparative evaluation of the effectiveness of various methods of encoding video segments. The methods used: mathematical models for estimating the amount of statistical and structural redundancy in the clustered spectral space of video segments; methods of statistical coding. The following results have been obtained. The potential effectiveness of representing a transformant in clustered space by the number of series of units in binary description of their components has been substantiated. A method of structural-statistical coding in the spectral-cluster space has been created. The basic component of this technological approach is the evaluation of the estimates regarding the potential ability to eliminate various types of redundancy in the current cluster. Here, the amount of redundancy is reduced considering the statistical and structural features of the cluster. The comparative evaluation revealed the advantages of the created method over coding methods in standardized platforms. The advantage is achieved in terms of the peak signal-to-noise ratio by at least 30%. and in terms of a compression ratio by an average of 12 %. Conclusions. The scientific novelty of the obtained results is as follows: for the first time, a method of structural-statistical coding of video segments in spectral space based on their clusterization has been created. The differences of the method lie in the fact that the component of the transformant is simultaneously interpreted as an element of the statistical and combinatorial cluster space; the potential capabilities of eliminating various types of redundancy in the clustered transformant are considered. This provides an increase in the level of compression of video images for a given level of reliability.
本文的主题研究是在使用信息通信网络的传输过程中,在确保所需保真度水平的条件下压缩视频图像的方法。目标是开发对视频图像进行编码的方法,以在确保所需可靠性的条件下提高其压缩级别。任务:在保持其可靠性的条件下,证实关于变换视频片段的结构聚类的方法;开发了一种在光谱聚类空间中对转化体进行结构和统计编码的方法;对编码视频片段的各种方法的有效性进行比较评估。使用的方法:用于估计视频片段的聚类频谱空间中的统计和结构冗余量的数学模型;统计编码方法。获得了以下结果。在聚类空间中用单元序列的数量来表示变换子的潜在有效性已经得到证实。提出了一种在谱簇空间中进行结构统计编码的方法。这种技术方法的基本组成部分是评估关于消除当前集群中各种类型冗余的潜在能力的估计。这里,考虑到集群的统计和结构特征,减少了冗余量。比较评估揭示了所创建的方法相对于标准化平台中的编码方法的优势。在峰值信噪比方面实现了至少30%的优势。并且在压缩比方面平均为12%。结论。所获得结果的科学新颖性如下:首次提出了一种基于聚类的视频片段在光谱空间中的结构统计编码方法。该方法的不同之处在于,转化体的成分同时被解释为统计和组合聚类空间的元素;考虑了在集群变换器中消除各种类型冗余的潜在能力。这为给定的可靠性水平提供了视频图像压缩水平的增加。
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引用次数: 1
Research of potential data leaks in information and communication systems 信息通信系统中潜在数据泄露的研究
Q3 Computer Science Pub Date : 2022-11-29 DOI: 10.32620/reks.2022.4.05
Оlexander Zadereyko, O. Trofymenko, Yuliia Prokop, Nataliia Loginova, Anastasiia Dyka, Serhii Kukharenko
This article discusses the problem of ensuring the protection of user data in information systems. It is shown that classic information systems are represented by stationary and mobile communication devices focused on data exchange with digital space. The fundamental principles of user data exchange in the digital space are considered. It has been established that leading technology IT corporations collect data from user communication devices. It is shown that the organization of data collection is carried out by redirecting the DNS traffic of the communication device to the DNS servers of IT corporations, followed by its encryption using the DoH protocol. This makes it impossible for authorized services and departments of national states to control the users’ DNS traffic and ensures the monopoly position of IT corporations in the global digital market for collecting and analyzing user data. It is shown that the collection of user data is carried out with the aim of further monetization and influencing decisions made by users. DNS traffic of devices for communication with the digital space of the Internet is fixed. An audit of the recorded DNS traffic was performed, and as a result, specialized Internet resources were identified to be responsible for collecting and processing user data. It has been proved that the identified specialized Internet resources belong to IT corporations. Methods of identification of communication devices in digital space were considered. It is shown that the identification of communication devices is based on the collection of a unique set of data from each communication device. Based on each unique data set, a digital fingerprint of the communication device is formed, which is used for its further identification in the digital space. These approaches allow organizing protection against user data collection in information systems. Software and hardware implementations for protection against data collection from communication devices are proposed. It has been experimentally established that the combined use of the proposed software and hardware models provides the most effective protection against data collection from communication devices and does not affect the functionality of information systems.
本文讨论了信息系统中用户数据保护的保障问题。研究表明,传统的信息系统以固定和移动通信设备为代表,其重点是与数字空间进行数据交换。考虑了数字空间中用户数据交换的基本原则。已经确定的是,领先的技术It公司从用户通信设备中收集数据。数据收集的组织是通过将通信设备的DNS流量重定向到It公司的DNS服务器,然后使用DoH协议进行加密来实现的。这使得国家授权服务和部门无法控制用户的DNS流量,确保了it企业在全球用户数据收集和分析数字市场上的垄断地位。研究表明,收集用户数据的目的是为了进一步货币化和影响用户的决策。用于与互联网数字空间通信的设备的DNS流量是固定的。对记录的DNS流量进行了审计,结果确定了专门的Internet资源负责收集和处理用户数据。事实证明,已确定的专业化互联网资源属于It企业。研究了数字空间中通信设备的识别方法。结果表明,通信设备的识别是基于从每个通信设备收集的一组唯一数据。基于每个唯一的数据集,形成通信设备的数字指纹,用于其在数字空间中的进一步识别。这些方法允许在信息系统中组织防止用户数据收集的保护。提出了防止通信设备收集数据的软件和硬件实现。实验证明,所提出的软件和硬件模型的结合使用提供了最有效的防止通信设备收集数据的保护,并且不影响信息系统的功能。
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引用次数: 1
Green's functions of the first and second boundary value problems for the Laplace equation in the nonclassical domain 非经典域拉普拉斯方程一、二阶边值问题的格林函数
Q3 Computer Science Pub Date : 2022-11-29 DOI: 10.32620/reks.2022.4.03
O. Nikolaev, O. Holovchenko, Nina Savchenko
The subject of study is the Green's functions of the first and second boundary value problems for the Laplace equation. The study constructs the Green's functions of the first and second boundary value problems for the Laplace equation in space with a spherical segment in analytical form, as well as numerical analysis of these functions. Research task: to formalize the problem of determining Green's functions for the specified domain; using methods of Fourier, pair summation equations and potential theory to reduce mixed boundary value problems for auxiliary harmonic functions to a system of equations that has an analytical solution; investigate the compatibility of the algebraic system for determining constants of integration; formulate and prove a theorem about the jump of the normal derivative of the potential of a simple layer on the surface of a segment, with the help of which to present the Green's function in the form of the potential of a simple layer; conduct a numerical experiment and identify algorithms and areas of changing the parameters of effective calculations; analyze the behavior of Green's functions. Scientific novelty: for the first time, Green's functions of Dirichlet and Neumann boundary value problems for the Laplace equation in three-dimensional space with a spherical segment were constructed in analytical form, the obtained results were substantiated, and a comprehensive numerical experiment was conducted to analyze the behavior of these functions. The obtained results: mixed boundary value problems in the interior and exterior of the spherical surface to which the segment belongs are set for the auxiliary harmonic functions; using the Fourier method, the problem is reduced to systems of paired equations in series by Legendre functions, the solutions of which are found using discontinuous Mehler-Dirichlet sums. The specified functions are obtained in an explicit view in two forms: series based on the basic harmonic functions in spherical coordinates and the potential of a simple layer on the surface of the segment. To substantiate the results, the lemma on the compatibility of the algebraic system for determining the constants of integration and the theorem on the jump of the normal derivative of the potential of a simple layer on a segment are proved. A numerical experiment was conducted to analyze the behavior of the constructed functions. Conclusions: the analysis of numerical values of Green's functions obtained by different algorithms showed that the highest accuracy of results outside the surface of the segment was obtained when using images of Green's functions in the form of series. On the basis of the calculations, the lines of the level of the Green's functions of two boundary value problems in the plane of the singular point, as well as the graphs of the potential density of the simple layer for the Dirichlet problem and the potential jump for the Neumann problem on the segment at different locations of the sin
本文研究的是拉普拉斯方程一、二阶边值问题的格林函数。本文以解析形式构造了空间球面段拉普拉斯方程一、二阶边值问题的格林函数,并对这些函数进行了数值分析。研究任务:形式化确定特定域格林函数的问题;利用傅立叶、对和方程和势理论等方法,将辅助调和函数的混合边值问题简化为具有解析解的方程组;研究确定积分常数的代数系统的相容性构造并证明了简单层势的法向导数在线段表面上的跳跃定理,并利用该定理将格林函数表示为简单层势的形式;进行数值实验,确定算法和改变有效计算参数的区域;分析格林函数的行为。科学新颖性:首次以解析形式构造了三维空间球面段拉普拉斯方程的Dirichlet和Neumann边值问题的Green函数,并对所得结果进行了证实,并进行了全面的数值实验,分析了这些函数的行为。得到的结果是:对辅助调和函数在线段所属的球面内外设置了混合边值问题;利用傅里叶方法,将问题简化为由勒让德函数串联的成对方程组,用不连续的梅勒-狄利克雷和求其解。指定函数以两种形式在显式视图中得到:基于球坐标中基本调和函数的级数和线段表面上简单层的势。为了证明这些结果,证明了确定积分常数的代数系统的相容引理和段上简单层势的法向导数的跳变定理。通过数值实验分析了所构造函数的行为。结论:通过对不同算法得到的Green’s函数的数值分析表明,以序列形式使用Green’s函数图像时,得到的线段表面外的结果精度最高。在此基础上,构造了两个边值问题在奇异点平面上的格林函数水平线,以及狄利克雷问题的简单层势密度图和诺依曼问题的势跃图在奇异点不同位置的线段上。在坐标原点处有奇异点的部分情况下,得到了导电接地薄壳附近的点电荷的静电场的位势。这种场的主要特征是封闭的。
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引用次数: 1
Method of QoS evaluation of FPGA as a service FPGA即服务的QoS评估方法
Q3 Computer Science Pub Date : 2022-11-29 DOI: 10.32620/reks.2022.4.12
A. Perepelitsyn, Vitaliy Kulanov, Inna Zarizenko
The subject of study in this article is the evaluation of the performance issues of cloud services implemented using FPGA technology. The goal is to improve the performance of cloud services built on top of multiple FPGA platforms known as FPGA-as-a-Service (FaaS). Task: to analyze the delays in communications between host computer and FPGA; propose the steps of development to reduce the delay and perform the evaluation of the response time for the FPGA-based accelerator depending on number of involved cards; consider the reliability aspect of such systems implemented using programmable logic. According to the tasks, the following results were obtained. The FPGA-as-a-Service where FPGA resources are provided through a set of hardware/software toolset is considered. The usage of queueing theory for cloud-based services is analyzed. The contribution of the parts of FPGA-as-a-Service to the final delay of the service is discussed. The process of modeling of work the services based on FPGA accelerator cards with use of Jackson's network is analyzed in detail. The model of the delays of FaaS that considers the parameters of accelerator FPGA cards is offered. The formula of the total response time of the service combined based on the response of the components of is obtained. The proposed steps of reduce data processing delays include increase the size of data blocks for processing in FPGA by each kernel, change the communication model with kernel from sequential to pipelined, following timing closure technique and use more FPGA accelerator cards in parallel to divide the enquiring delay. Based on the proposed model the evaluation of response time of FaaS was done. The advantage of the use of many FPGAs in parallel for same data processing task instead of implementation of requests thread for each accelerator card is shown. Conclusions. The main contribution of this study is a step forward to the modeling of FPGA-based services that can be used for FPGA-based artificial intelligence (AI) applications. It helps to improve the performance of the system by means of reducing the delays at different stages of requests processing. Another side of this result is the reliability aspect that is based on modified manner of service operation in case of use the proposed steps of system optimization. It helps to improve the processing of requests to FaaS. The proposed method is the next step after prototyping of such systems because it helps to turn the FaaS from the object for development to the tool for deployment of new technologies like AI applications.
本文的研究主题是评估使用FPGA技术实现的云服务的性能问题。目标是提高构建在多个FPGA平台之上的云服务的性能,这些平台被称为FPGA即服务(FaaS)。任务:分析主机与FPGA之间的通信延迟;提出了减少延迟的开发步骤,并根据涉及的卡的数量对基于FPGA的加速器的响应时间进行评估;考虑使用可编程逻辑实现的这种系统的可靠性方面。根据任务,获得了以下结果。FPGA即服务,其中FPGA资源是通过一组硬件/软件工具集提供的。分析了排队理论在基于云的服务中的应用。讨论了FPGA即服务部分对服务最终延迟的贡献。详细分析了利用Jackson网络对基于FPGA加速卡的业务进行建模的过程。给出了考虑加速器FPGA卡参数的FaaS延迟模型。基于的组件的响应,得到了组合服务的总响应时间的公式。所提出的减少数据处理延迟的步骤包括增加每个内核在FPGA中处理的数据块的大小,将与内核的通信模型从串行变为流水线,遵循时序闭合技术,并使用更多并行的FPGA加速器卡来划分查询延迟。基于所提出的模型,对FaaS的响应时间进行了评估。显示了在相同的数据处理任务中并行使用多个FPGA的优势,而不是为每个加速器卡实现请求线程。结论。本研究的主要贡献是向可用于基于FPGA的人工智能(AI)应用的基于FPGA的服务建模迈出了一步。它通过减少请求处理不同阶段的延迟,有助于提高系统的性能。该结果的另一个方面是可靠性方面,其基于在使用所提出的系统优化步骤的情况下修改的服务操作方式。它有助于改进对FaaS请求的处理。所提出的方法是此类系统原型化后的下一步,因为它有助于将FaaS从开发对象转变为部署人工智能应用等新技术的工具。
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引用次数: 2
Theoretical and experimental study of performance anomaly in multi-rate IEEE802.11ac wireless networks 多速率IEEE802.11ac无线网络性能异常的理论与实验研究
Q3 Computer Science Pub Date : 2022-11-29 DOI: 10.32620/reks.2022.4.06
Fash Safdari, A. Gorbenko
IEEE 802.11 wireless local area networks (WLANs) are shared networks, which use contention-based distributed coordination function (DCF) to share access to wireless medium among numerous wireless stations. The performance of the distributed coordination function mechanism mostly depends on the network load, number of wireless nodes and their data rates. The throughput unfairness, also known as performance anomaly is inherent in the very nature of mixed data rate Wi-Fi networks using the distributed coordination function. This unfairness exhibits itself through the fact that slow clients consume more airtime to transfer a given amount of data, leaving less airtime for fast clients. In this paper, we comprehensively examine the performance anomaly in multi-rate wireless networks using three approaches: experimental measurement, analytical modelling and simulation in Network Simulator v.3 (NS3). The results of our practical experiments benchmarking the throughput of a multi-rate 802.11ac wireless network clearly shows that even the recent wireless standards still suffer from airtime consumption unfairness. It was shown that even a single low-data rate station can decrease the throughput of high-data rate stations by 3–6 times. The simulation and analytical modelling confirm this finding with considerably high accuracy. Most of the theoretical models evaluating performance anomaly in Wi-Fi networks suggest that all stations get the same throughput independently of the used data rate. However, experimental and simulation results have demonstrated that despite a significant performance degradation high-speed stations still outperform stations with lower data rates once the difference between data rates becomes more significant. This is due to the better efficiency of the TCP protocol working over a fast wireless connection. It is also noteworthy that the throughput achieved by a station when it monopolistically uses the wireless media is considerably less than 50 % of its data rate due to significant overheads even in most recent Wi-Fi technologies. Mitigating performance anomaly in mixed-data rate WLANs requires a holistic approach that combines frame aggregation/fragmentation and adaption of data rates, contention window and other link-layer parameters.
IEEE 802.11无线局域网(wlan)是一种共享网络,它利用基于争用的分布式协调功能(DCF)在众多无线站点之间共享对无线介质的访问。分布式协调函数机制的性能主要取决于网络负载、无线节点数量及其数据速率。吞吐量不公平,也称为性能异常,是使用分布式协调功能的混合数据速率Wi-Fi网络的本质所固有的。这种不公平表现在慢客户端消耗更多的传输时间来传输给定数量的数据,而为快速客户端留下更少的传输时间。在本文中,我们使用三种方法全面研究了多速率无线网络中的性能异常:实验测量、分析建模和Network Simulator v.3中的仿真(NS3)。我们对多速率802.11ac无线网络的吞吐量进行基准测试的实际实验结果清楚地表明,即使是最近的无线标准也存在通话时间消耗不公平的问题。结果表明,即使是单个低数据速率站,也会使高数据速率站的吞吐量减少3-6倍。模拟和分析模型以相当高的精度证实了这一发现。大多数评估Wi-Fi网络性能异常的理论模型都表明,无论使用的数据速率如何,所有站点都能获得相同的吞吐量。然而,实验和仿真结果表明,一旦数据速率之间的差异变得更加显著,尽管高速站的性能显著下降,但仍然优于具有较低数据速率的站。这是由于TCP协议在快速无线连接上的工作效率更高。同样值得注意的是,即使在最新的Wi-Fi技术中,由于显著的开销,当一个站点垄断地使用无线媒体时,其吞吐量也远远低于其数据速率的50%。缓解混合数据速率wlan中的性能异常需要一种综合的方法,该方法结合了帧聚合/碎片和数据速率、争用窗口和其他链路层参数的自适应。
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引用次数: 0
Approximate boundary conditions for electromagnetic fields in electrodmagnetics 电磁学中电磁场的近似边界条件
Q3 Computer Science Pub Date : 2022-10-04 DOI: 10.32620/reks.2022.3.11
Serhii Berdnyk, A. Gomozov, D. Gretskih, Viktor Kartich, M. Nesterenko
The results of an analytical review of literature sources on the use of approximate boundary conditions for electromagnetic fields of impedance type in solving boundary value problems of electromagnetism for more than 80 recent years are presented. During this period, the impedance approach was generalized to various electrodynamic problems, in which its use made it possible to significantly expand the limits of mathematical modeling, which adequately considers the physical properties of real boundary surfaces. More than eighty years have passed since the publication of approximate boundary conditions for electromagnetic fields. The meaning and value of these conditions lies in the fact that they allow solving diffraction problems about fields outside well-conducting bodies without considering the fields inside them, which greatly simplifies the solution. Since then, numerous publications have been devoted to the application of impedance boundary conditions, the main of which (according to the authors) are presented in this paper. Particular attention is paid to the characteristics of electrically thin impedance vibrators and film-type surface structures as a personal contribution of the authors to the theory of impedance boundary conditions in electromagnetism. The subject of research in this article is the analysis of the limits and conditions for the correct application of impedance boundary conditions. The goal is to systematize the results of using the concept of approximate impedance boundary conditions for electromagnetic fields in problems of electrodynamics based on an analytical review of literature sources. The following results were obtained. The types of metal-dielectric structures are presented, for which methods of theoretical determination of the values of surface impedances for film-type structures are currently known, which are the most promising for creating technological control elements on their basis in centimeter and millimeter wavelength devices. Conclusions. The materials of this paper do not pretend to be a complete reference book covering all the results and aspects of the development of the concept of approximate impedance type boundary conditions in problems of electromagnetism over the past decades. Simultaneously, the authors hope that the information presented in this paper will be useful to specialists in the field of theoretical and applied electrodynamics, as well as graduate students, young scientists and students who are just mastering radiophysics and radio engineering specialties.
本文对近80多年来利用阻抗型电磁场近似边界条件求解电磁学边值问题的文献资料进行了分析综述。在此期间,阻抗方法被推广到各种电动力学问题,在这些问题中,阻抗方法的使用使得数学建模的极限得到了极大的扩展,它充分考虑了实际边界表面的物理性质。电磁场近似边界条件的提出已经有80多年了。这些条件的意义和价值在于,它们允许求解关于导电体外部场的衍射问题,而不考虑内部场,从而大大简化了求解。从那时起,许多出版物都致力于阻抗边界条件的应用,本文介绍了其中的主要内容(根据作者的说法)。特别关注了电薄阻抗振子和薄膜型表面结构的特性,这是作者对电磁学中阻抗边界条件理论的个人贡献。本文的研究课题是分析正确应用阻抗边界条件的极限和条件。目的是在对文献资料进行分析回顾的基础上,将电动力学问题中电磁场近似阻抗边界条件概念的应用结果系统化。得到了以下结果:介绍了金属介电结构的类型,其中薄膜型结构表面阻抗值的理论测定方法是目前已知的,这是最有希望在厘米和毫米波长器件的基础上创造技术控制元件的方法。结论。本文的材料并不假装是一本完整的参考书,涵盖了近几十年来电磁学问题中近似阻抗型边界条件概念发展的所有结果和方面。同时,作者希望本文所提供的信息对理论和应用电动力学领域的专家,以及刚刚掌握放射物理和无线电工程专业的研究生,青年科学家和学生有用。
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引用次数: 3
Diagnostic support of intelligent tutor system for teaching skills to construct control object frequency characteristics 智能导师系统对构建控制对象频率特性的教学技能的诊断支持
Q3 Computer Science Pub Date : 2022-10-04 DOI: 10.32620/reks.2022.3.14
A. Chukhray, Michael Chernenko, Tetiana Stoliarenko, Oleksandr Leshchenko
This article describes a solution for learning how to build the method of frequency characteristics of the control object. Nowadays, the level of competencies required in the work of a modern engineer is becoming higher and higher, and the more difficult it is to provide the necessary level of knowledge and skills using only the traditional approach. This problem can be solved by implementing automated learning systems that will relieve teachers, reach more students, and unify the quality of work. The subject of the research is the possibility of building a certain abstract system that will be able to provide complex skills for students in an automatic mode. The basis for this research is a complex task that requires various skills from the learner.  As a system that requires well-developed skills, we can cite the system of construction of the frequency characteristics of the control object. This work studied the methods for building such systems, as well as to study the learning ability of students and for extracting the most frequent and possible errors of students. The goal is to design and run a system that allows the student to acquire skills in constructing the frequency characteristics of an object. This work allows use of one of the possible methods for implementing such a task, as well as identifying the most common problems at the stage of learning this technique and the most successful method to prepare the system for use. In the process of the task, the following results were obtained: student errors were identified and classified. Based on the signal-parametric approach to the diagnosis of faults in dynamic systems, mathematical diagnostic models were created, that allow the system to identify classes of errors by comparing the calculation results of the student and the calculation results of the system. The peculiarities of the application of the proposed diagnostic models are presented. The intelligent tutor system is developed and used in practical classes on "Theory of automatic control" by third-year students of the National Aerospace University “Kharkiv Aviation Institute”.
本文介绍了一种学习如何建立控制对象频率特性方法的解决方案。如今,现代工程师的工作能力要求越来越高,而仅用传统的方法来提供必要的知识和技能水平就越来越困难。这个问题可以通过实施自动化学习系统来解决,这将减轻教师的负担,惠及更多的学生,并统一工作质量。研究的主题是建立某种抽象系统的可能性,该系统将能够以自动模式为学生提供复杂的技能。这项研究的基础是一个复杂的任务,需要学习者的各种技能。作为一个需要高度发达的技术的系统,我们可以引用控制对象的频率特性的系统构造。本工作研究了构建此类系统的方法,以及研究学生的学习能力,提取学生最常见和可能出现的错误。目标是设计和运行一个系统,使学生获得构建物体频率特性的技能。这项工作允许使用一种可能的方法来实现这样的任务,以及在学习这项技术的阶段确定最常见的问题和最成功的方法来准备系统的使用。在任务的过程中,获得了以下结果:学生的错误被识别和分类。基于动态系统故障诊断的信号参数方法,建立了数学诊断模型,使系统能够通过比较学生的计算结果和系统的计算结果来识别错误的类别。提出了应用所提出的诊断模型的特点。该智能辅导系统由哈尔科夫国立航空航天大学航空学院三年级学生开发并应用于“自动控制理论”实践课程。
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引用次数: 0
Modeling of supply logistics and training of military personnel for the successful use of weapons in a combat area 作战区成功使用武器的供应后勤建模和军事人员培训
Q3 Computer Science Pub Date : 2022-10-04 DOI: 10.32620/reks.2022.3.03
Oleg Fedorovich, I. Chepkov, M. Lukhanin, Yurii Pronchakov, K. Rybka, Yuliia Leshchenko
The problem of multivariate nature is formed and solved, which is related to the modeling of logistics actions regarding various military equipment and weapons that enter the zone of military conflict. The relevance of the research is related to the comprehensive solution to the problem of the logistical nature of the supply and mastering modern various weapons by the military to create parity of forces in the military conflict zone. The current study creates a complex of logistic methods and models that allow analyzing training of the military, supply of weapons, ammunition and spare parts to the zone of military conflict, for the successful implementation of the goals of the military operation. This article analyzes the problem of using modern and diverse military equipment, which needs to be solved by systematically presenting military training in logistics, supplying various weapons from various manufacturers to the area of combat operations. The optimization model has been created to select and justify the composition of suppliers of weapons, spare parts and ammunition, in the context of risks that arise in the production and transportation of military cargo in a heterogeneous transport network. Optimization is performed in conditions of conflicting criteria: the number of new weapons; time and costs for the production and supply of military equipment; logistical risks. To study dynamic processes in the logistics of supplying weapons, spare parts and ammunition, a model has been created that allows, with the help of simulation agents, the investigation of the paths of movement of military cargo under the conditions of military threats and possible excitation of critical vulnerabilities in the heterogeneous transport supply network. An algorithm for forming the optimal delivery route at the minimum time under risks has been developed. Simulation modeling is used to estimate the movement time of military cargo, delays in supply, accumulation of risks in cargo transportation, consequences of threats and vulnerabilities in supply logistics, etc. This study examines the process of training the military by mastering new competencies for the use of various modern weapons in combat conditions. Simultaneously, the short terms of training of military personnel and the logistics of their transportation to training centers are considered subject to the threats and risks of wartime. The effectiveness of the proposed approach is ensured by a systematic representation of the logistics of supplying various weapons, spare parts and ammunition to the conflict zone, and a comprehensive solution to the research tasks set. The scientific novelty of the conducted research is associated with the development of new methods and models based on system analysis. The following methods were used: simulation modeling, models for optimizing, competence model for acquiring new knowledge by the military personnel. The results of the study should be used to select and justif
形成并解决了多变量性质的问题,这与进入军事冲突区的各种军事装备和武器的后勤行动建模有关。这项研究的相关性涉及全面解决供应的后勤性质问题,并由军队掌握现代各种武器,以在军事冲突区创造力量均等。目前的研究创建了一个复杂的后勤方法和模型,可以分析军事训练、向军事冲突区供应武器、弹药和备件,以成功实现军事行动的目标。本文分析了使用现代化和多样化的军事装备的问题,需要通过系统地介绍后勤方面的军事训练,从各个制造商向作战行动领域供应各种武器来解决这个问题。建立优化模型是为了在异构运输网络中生产和运输军事货物的风险背景下,选择和证明武器、备件和弹药供应商的组成。优化是在相互冲突的标准条件下进行的:新武器的数量;生产和供应军事装备的时间和费用;物流风险。为了研究武器、备件和弹药供应物流的动态过程,已经创建了一个模型,该模型允许在模拟代理的帮助下,在军事威胁和可能激发异构运输供应网络中关键漏洞的情况下,调查军事货物的运动路径。提出了一种在风险条件下在最短时间内形成最优配送路线的算法。模拟建模用于估计军事货物的移动时间、供应延迟、货物运输风险的积累、供应物流中的威胁和脆弱性的后果等。本研究通过掌握在作战条件下使用各种现代武器的新能力来检验军队的训练过程。同时,军事人员的短期训练以及将其运送到训练中心的后勤也被认为会受到战时的威胁和风险。通过系统地说明向冲突地区供应各种武器、备件和弹药的后勤情况,以及全面解决所确定的研究任务,确保了拟议方法的有效性。所进行研究的科学新颖性与基于系统分析的新方法和模型的发展有关。采用了以下方法:模拟建模、优化模型、军事人员获取新知识的能力模型。研究结果应用于选择和证明新型多样化武器和军事装备的供应商,培训军队使用现代种类和类型的武器,规划在战时威胁条件下向作战行动区供应军事货物的路线和时间表。
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引用次数: 0
On classifier learning methodologies with application to compressed remote sensing images 分类器学习方法及其在压缩遥感图像中的应用
Q3 Computer Science Pub Date : 2022-10-04 DOI: 10.32620/reks.2022.3.13
G. Proskura, Oleksii S. Rubel, V. Lukin
Remote sensing images have found numerous applications nowadays. A traditional outcome or intermediate result of their processing is a classification map. Such maps are usually obtained from a pre-trained classifier and it is desired to have the produced classification maps as accurately as possible. The basic subject of this article is the factors determining this accuracy. The main among them are the quality of remote sensing data and classifier type, parameters and training approach. Image quality can be degraded due to several factors. One of them is distortions introduced by lossy compression that is widely used due to a huge volume of acquired data and the necessity to sufficiently decrease their size at transmission, storage and/or dissemination stages. Because of this, the main goal of this paper is to consider classification and lossy compression jointly. In particular, this means that the classifier learning can be performed for original (uncompressed, compressed in a lossless manner) images (if they are available) as well as for compressed data at hand (offered to a user for classification and further analysis). The task of this paper is to consider and compare these two options. The first one is the classifier learning for original images and further application to compressed data, where images can be compressed with different compression ratios while producing compressed data of different quality. The second option is the use of the classifier learning for compressed images, where compression parameters for training data can be approximately the same as for the images to which the classifier is applied. The main result is that the latter methodology can provide certain benefits compared to the classifier learning for original data if one has to classify compressed remote sensing data. Simulation data are obtained for a classifier based on a convolutional neural network. As images for training and verification, four real-life three-channel (visible range) Sentinel-2 remote sensing images of Kharkiv and Kharkiv region are employed that possess different complexity of the content and have four main classes. The practical recommendations are given. In conclusion, we can state that it is worth having classifiers trained for several degrees of compression and it is reasonable to compress complex structure images with special care.
遥感图像在当今已经有了许多应用。它们处理的传统结果或中间结果是分类图。这样的映射通常是从预先训练的分类器中获得的,并且期望具有尽可能精确的生成的分类映射。本文的基本主题是决定这种准确性的因素。其中主要包括遥感数据的质量和分类器类型、参数和训练方法。图像质量可能由于几个因素而降低。其中之一是由有损压缩引入的失真,由于获取的数据量巨大,并且需要在传输、存储和/或传播阶段充分减小其大小,因此有损压缩被广泛使用。正因为如此,本文的主要目标是将分类和有损压缩结合起来考虑。特别地,这意味着可以对原始(未压缩、以无损方式压缩)图像(如果它们可用)以及手头的压缩数据(提供给用户用于分类和进一步分析)执行分类器学习。本文的任务是考虑和比较这两种选择。第一个是对原始图像的分类器学习,并进一步应用于压缩数据,其中可以用不同的压缩比压缩图像,同时产生不同质量的压缩数据。第二种选择是对压缩图像使用分类器学习,其中训练数据的压缩参数可以与应用分类器的图像的压缩参数大致相同。主要结果是,如果必须对压缩遥感数据进行分类,则与原始数据的分类器学习相比,后一种方法可以提供一定的好处。获得了基于卷积神经网络的分类器的仿真数据。作为训练和验证的图像,采用了哈尔科夫和哈尔科夫地区的四幅真实的三通道(可见范围)哨兵-2遥感图像,这些图像具有不同的内容复杂性,分为四个主要类别。提出了切实可行的建议。总之,我们可以说,对分类器进行几个压缩度的训练是值得的,并且特别小心地压缩复杂结构的图像是合理的。
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引用次数: 1
Formalizing the land inventory process for information support of land projects management 使土地清查过程正规化,为土地项目管理提供信息支持
Q3 Computer Science Pub Date : 2022-10-04 DOI: 10.32620/reks.2022.3.01
S. Danshyna, Valeriy Cheranovskiy
The subject of study in this work is the land inventory process. The work increases the efficiency of the land inventory process by finding the possibility of reducing the amount of topographic surveying work by algorithmizing and systematizing the information flows with a combination of qualitatively different data. Objectives: to analyze the land inventory process within land management projects to identify possible ways of its efficiency improvement; focusing on information flows, to create an information model for the inventory process; to develop scientific-methodological basis for information support of land management projects to reduce the amount of topographic surveying for implementation into decision support systems for land management. The following results were obtained. The requirements of the current legislation on the inventory of land plots and related tasks are generalized. A set-theoretic model of information flows of the inventory process, which combines the approaches of functional modeling, is proposed. It allows us to combine the qualitatively different data, consider their dynamic nature and the logic of interaction. IDEF3-model developed. This model considers remote sensing data as a source of accurate and up-to-date information, algorithmizes the mechanism of their combination with other information about land plots and explains the dynamic nature of its changes with time. A method for creating a database of the working inventory land plan is proposed. It combines information about land plots from several sources, reduces the amount of topographic surveying by selecting plots that needed to be coordinated (determined) with the geospatial data. The developed scientific-methodological basis of information support for land projects forms the structure of information technology for land inventory. Its usage will reduce the number of resources required for the implementation of land projects, at the same time forming reliable conclusions about the state of the land by using geographic information systems (GIS) and combining dissimilar data. Conclusions. The results of the bibliographic search confirmed the following. The effectiveness of the land inventory process, which ensures compliance with legislation in the field of land management, is very difficult because of the need to analyze a large amount of different information appears, which may contain errors, inconsistent and contradictory data. This requires the development of specialized models and method focused on the use of GIS for their implementation into decision support systems for land management. Scientific-methodological basis of information support for land projects during the inventory of land plots has been developed, practical usage of which confirmed that the time costs for obtaining the land plot research data decreased by almost 33% and the accuracy of measuring geometric dimensions of the land plot increased by about 1%.
本研究的主题是土地清查过程。这项工作通过结合质量不同的数据对信息流进行算法化和系统化,找到了减少地形测量工作量的可能性,从而提高了土地清查过程的效率。目的:分析土地管理项目中的土地清查过程,以确定提高其效率的可能途径;以信息流为重点,为库存过程创建信息模型;为土地管理项目的信息支持提供科学的方法论基础,以减少地形测量量,并将其纳入土地管理决策支持系统。获得以下结果。概括了现行立法对地块清查和相关任务的要求。结合功能建模方法,提出了库存过程信息流的集合论模型。它使我们能够将定性不同的数据结合起来,考虑它们的动态性质和交互逻辑。开发了IDEF3模型。该模型将遥感数据视为准确和最新信息的来源,对其与地块其他信息结合的机制进行算法计算,并解释其随时间变化的动态性质。提出了一种建立工作清单土地计划数据库的方法。它结合了来自多个来源的地块信息,通过选择需要与地理空间数据协调(确定)的地块来减少地形测量量。土地项目信息支持的科学方法论基础形成了土地清查信息技术的结构。它的使用将减少实施土地项目所需的资源数量,同时通过使用地理信息系统并结合不同的数据,对土地状况形成可靠的结论。结论。书目检索结果证实了以下内容。确保遵守土地管理领域立法的土地清查过程的有效性非常困难,因为需要分析出现的大量不同信息,这些信息可能包含错误、不一致和矛盾的数据。这就需要开发专门的模型和方法,重点是利用地理信息系统将其纳入土地管理决策支持系统。在地块清查过程中,为土地项目提供信息支持的科学方法论基础已经建立,其实际使用证实,获得地块研究数据的时间成本降低了近33%,测量地块几何尺寸的准确性提高了约1%。
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引用次数: 2
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Radioelectronic and Computer Systems
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