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DETECTION OF ATTACKS ON A COMPUTER NETWORK BASED ON THE USE OF NEURAL NETWORKS COMPLEX 检测计算机网络上的攻击基于复杂的神经网络
I. Zhukovytskyy, V. Pakhomova, D. O. Ostapets, O. Tsyhanok
Purpose. The article is aimed at the development of a methodology for detecting attacks on a computer network. To achieve this goal the following tasks were solved: to develop a methodology for detecting attacks on a computer network based on an ensemble of neural networks using normalized data from the open KDD Cup 99 database; when performing machine training to identify the optimal parameters of the neural network which will provide a sufficiently high level of reliability of detection of intrusions into the computer network. Methodology. As an architectural solution of the attack detection module, a two-level network system is proposed, based on an ensemble of five neural networks of the multilayer perceptron type. The first neural network to determine the category of attack class (DoS, R2L, U2R, Probe) or the fact that there was no attack; other neural networks – to detect the type of attack, if any (each of these four neural networks corresponds to one class of attack and is able to identify types that belong only to this class). Findings. The created software model was used to study the parameters of the neural network configuration 41–1–132–5, which determines the category of the attack class on the computer network. It is determined that the optimal training speed is 0.001. The ADAM algorithm proved to be the best for optimization. The ReLU function is the most suitable activation function for the hidden layer, and the hyperbolic tangent function – for the output layer activation function. Accuracy in test and validation samples was 92.86 % and 91.03 %, respectively. Originality. The developed software model, which uses the Python 3.5 programming language, the integrated development environment PyCharm 2016.3 and the Tensorflow 1.2 framework, makes it possible to detect all types of attacks of DoS, U2R, R2L, Probe classes. Practical value. Graphical dependencies of accuracy of neural networks at various parameters are received: speed of training; activation function; optimization algorithm. The optimal parameters of neural networks have been determined, which will ensure a sufficiently high level of reliability of intrusion detection into a computer network.
目的。本文旨在开发一种检测计算机网络攻击的方法。为了实现这一目标,解决了以下任务:开发一种基于神经网络集合的计算机网络攻击检测方法,该方法使用来自开放KDD Cup 99数据库的规范化数据;在进行机器训练时,识别神经网络的最优参数,这将为检测入侵计算机网络提供足够高的可靠性。方法。作为攻击检测模块的体系结构解决方案,提出了一个基于多层感知器类型的五个神经网络集成的两级网络系统。第一个确定神经网络的攻击类别(DoS、R2L、U2R、Probe)或没有攻击的事实;其他神经网络-检测攻击类型,如果有的话(这四个神经网络中的每一个都对应于一类攻击,并且能够识别只属于该类的类型)。发现。利用建立的软件模型对神经网络配置41-1-132-5的参数进行了研究,确定了计算机网络上攻击类的类别。确定最佳训练速度为0.001。ADAM算法被证明是最优的优化算法。ReLU函数是最适合隐藏层的激活函数,而双曲正切函数-是最适合输出层的激活函数。试验样品和验证样品的准确度分别为92.86%和91.03%。创意。所开发的软件模型使用Python 3.5编程语言,集成开发环境PyCharm 2016.3和Tensorflow 1.2框架,可以检测DoS、U2R、R2L、Probe类的所有类型的攻击。实用价值。得到了不同参数下神经网络精度的图形依赖关系:训练速度;激活功能;优化算法。确定了神经网络的最优参数,保证了计算机网络入侵检测具有足够高的可靠性。
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引用次数: 2
STUDY OF NEGATIVE INFLUENCE OF PETROLEUM PRODUCTS ON METAL ELEMENTS OF RAILWAY INFRASTRUCTURE 石油产品对铁路基础设施金属构件的负面影响研究
Y. Zelenko, D. Zelenko, L. Neduzha
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引用次数: 1
SEARCH AND JUSTIFICATION OF WAYS TO INCREASE THE UNITIZED CARGO TRANSPORTATION EFFICIENCY 寻找和论证提高货物联合运输效率的途径
Y. Litvinova, O. D. Baranovsky
Purpose. Identification and methodological substantiation of ways to increase the unitized cargo transportation efficiency, which would increase the trucking company profits and the manufacturer quality customer service. Methodology. In the course of the research the following methods were used: the method of theoretical generalization and systematization to determine the peculiarities of formation of the rational routes of cargo transportation in different conditions; the analytical method to determine the factors influencing the feasibility of adopting a certain strategy of the trucking company to improve the transportation efficiency; comparison to analyze strategies to increase the cargo transportation efficiency of the trucking company when using routes of different types. Findings. The relationship between the organizational structure effectiveness of the production enterprise management and the probable problems in choosing the type of route for goods delivery to customers is defined. The authors proved that the efficiency of unitized cargo transportation depends on a well-defined strategy of increasing the road transport efficiency. Based on the conducted research the influence of economic and organizational factors on expediency of the decision concerning rational strategy of transportation efficiency maintenance is estimated. Three types of strategies are proposed, the content of which is reflected in the receipt of additional profit by the transport company from the production enterprise, when using pendulum routes by saving its resources (return of returnable packaging) and by finding cargo on the way back, as well as using delivery-assembling routes while minimizing fines for late goods delivery. The dependence visualization of the amount of the trucking company profit on the type of strategy adopted allows us to assess the prospects for the introduction of certain types of freight vehicles routes. Originality. Methodical approaches to ways substantiation of the trucking company profit increase, choosing their rational route according to the efficiency increase strategy of unitized cargo transportations from the manufacturer to clients have received further development. Practical value. The obtained results are aimed at improving the methodological approaches to optimizing the unitized cargo routes, based on the choice of two types of routes in certain conditions, the first is the pendulum route with simultaneous receipt of applications for goods delivery, the second – the delivery-assembling routes, taking into account fines for late delivery.
目的。确定并从方法上证实提高货物统一运输效率的途径,从而提高货运公司的利润和制造商的客户服务质量。方法。在研究过程中采用了以下方法:采用理论概括和系统化的方法,确定不同条件下货物运输合理路线形成的特殊性;分析确定货运公司采用某种策略提高运输效率可行性的影响因素的方法;对比分析货运公司在使用不同类型航线时提高货物运输效率的策略。发现。定义了生产企业管理的组织结构有效性与选择向客户交付货物的路线类型可能出现的问题之间的关系。论证了统一货物运输的效率取决于明确的提高道路运输效率的策略。在已有研究的基础上,估计了经济因素和组织因素对交通效率维护合理策略决策权宜性的影响。提出了三种策略,其内容体现在运输公司从生产企业获得额外的利润,在使用钟摆路线时节省其资源(回收可回收的包装)并在返回途中找到货物,以及在使用交付组装路线时尽量减少延迟交货的罚款。卡车运输公司利润数额与所采用的战略类型的依赖可视化使我们能够评估引入某些类型货运车辆路线的前景。创意。货运公司根据货物从生产厂家到客户的单元化运输的增效策略,选择合理的路线,从而实现利润增长的方法得到了进一步的发展。实用价值。所得结果旨在改进优化统一货运路线的方法方法,在一定条件下选择两种路线,第一种是同时接收货物交付申请的摆锤路线,第二种是考虑延迟交付罚款的交付装配路线。
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引用次数: 0
DETERMINATION AND ANALYSIS OF TECHNICAL PARAMETERS OF THE BENCH FOR RAILWAY WHEELS COMPLEX TESTS 铁路车轮综合试验台架技术参数的确定与分析
S. Raksha, P. H. Anofriiev, O. Kuropiatnyk
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引用次数: 1
INTERACTION DYNAMICS OF SOME TYPES OF FREIGHT CARS WITH A RAILWAY TRACK 若干类型货车与轨道的相互作用动力学
A. Shvets
Purpose. An integral and essential feature of the modern wagon fleet is its large scale. For the entire fleet of rolling stock, even the smallest structural changes take on enormous proportions. The aim of the work is a theoretical study of the influence of the inertial characteristics of bodies of various types of freight rolling stock, taking into account the loading mode and the movement speed, on their main dynamic and interaction indicators with the track structure. Methodology. Theoretical studies were carried out by the method of mathematical and computer modeling of the dynamic load during the movement of some types of freight cars: gondola cars model 12-532, hopper cars for transporting coal model 12-4034 and flat wagons model 13-401 on standard bogies 18-100 at speeds in the range from 50 to 90 km/h on curves of small and medium radii. Findings. The analysis of theoretical studies of the dynamic qualities and interaction indicators of freight rolling stock and the railway track is presented. In the course of theoretical studies and after modeling taking into account the oscillation processes of freight cars at different loading modes the dependences of the main dynamic indicators on the movement speed were obtained. Originality. The influence of inertial characteristics of bodies of various types of freight rolling stock and loading modes on the dynamic load of a car was first explored in order to solve the problem of predicting the rolling stock dynamics and indicators of its interaction with the track. The results of theoretical studies taking into account the movement speed along curved track sections of small and medium radius were obtained. Practical value. The presented calculation results make it possible to determine the optimal values of such parameters as dead weight, height of the mass center and car base length when solving the problems of modernizing the operated car fleet and determining the reserves for increasing their carrying capacity. They make it possible to solve the problems of finding the optimal directions for modernizing the rail vehicle; contribute to the creation of technical conditions for the manufacture of new and modernization of the operated freight cars and are aimed at increasing the level of reliability and safety of the transportation process in modern conditions on the railway transport.
目的。现代马车队的一个基本特征是规模庞大。对于整个铁路车辆车队来说,即使是最小的结构变化也会产生巨大的影响。本研究的目的是在考虑装载方式和运行速度的情况下,从理论上研究各类货运车辆车体的惯性特性对其主要动力学指标和与轨道结构的相互作用指标的影响。方法。采用数学和计算机建模的方法,对12-532型吊斗车、12-4034型煤斗车和13-401型平车在18-100型标准转向架上以50 ~ 90 km/h的速度在中小半径弯道上行驶时的动载荷进行了理论研究。发现。对货运车辆与轨道的动态特性及相互作用指标的理论研究进行了分析。在理论研究过程中,通过建立模型,考虑货车在不同加载模式下的振荡过程,得到了主要动力学指标对运动速度的依赖关系。创意。为解决铁路车辆动力学预测及其与轨道相互作用指标的预测问题,首次探索了不同类型货运车辆车身惯性特性和装载方式对车辆动载荷的影响。得到了考虑中小半径弯曲轨道段运动速度的理论研究结果。实用价值。给出的计算结果,为解决营运车队现代化和提高运力储备问题,确定自重、质心高度、车基长度等参数的最优值提供了可能。为解决轨道车辆现代化优化方向问题提供了可能;为制造新的和现代化的货运车辆创造技术条件,旨在提高现代铁路运输条件下运输过程的可靠性和安全性。
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引用次数: 0
DETECTION OF RESIDUAL STRESSES IN COATINGS OBTAINED BY THE METHOD OF ARC METALLIZATION WITH A PULSATING SPRAYING FLOW 脉冲喷流电弧金属化法镀层残余应力的检测
O. M. Serenko, I. Zakharova
Purpose. The authors propose to develop a mathematical model for the calculated determination of residual stresses in arbitrary layer of a thermal gas coating based on the change magnitude in the base geometry (sample deflection) and the variation law of the layer thickness derivative, further regulation of these stresses by changing the technological parameters of spraying for each type of sprayed coating. Methodology. Based on known works on stress detection of in welded joints, the approach of determination of samples deflection after layer-by-layer spraying was developed. These deflection parameters are the basis for the developed mathematical model of influence on the stress state. The data on the study of the main types of residual (internal) stresses, as I type, distributed in the volume of the whole part (sample) with coating, and II type, localized in the volume of sprayed particles, are systematized. Findings. We presented investigations of the residual stresses arising in the applied layer, the magnitude and nature of the distribution of which depend on the type, base and sprayed materials, methods and parameters of spraying, the rigidity of the part, and other factors. The important role of evaluating residual stresses in a thermal gas coating by the calculation method is shown in connection with the complexity of the experimental determination of the kinetics of stress development in the coating-base composite. Originality. The authors of this work, on the basis of the first created mathematical model and software product Mathcad-Prime 6 2020, conducted a study of the level and principles of the formation of residual stresses in the coating during gas-thermal layer-by-layer spraying with various material, including the possibility of using a pulsating spraying air flow. Analytical studies have shown that the attention in the literature over the past five to seven years has been paid only to the study of residual stresses and deformations in welded joints, and only the growing interest in spraying technology opens up wide possibilities for studying the formation of stress fields in a thermal gas coating. Practical relevance. The results obtained in this paper confirm the formation of residual stresses in coatings and can be used as computational programs to solve design tasks, as well as for educational purposes during experts training in engineering fields.
目的。作者提出了一种基于基底几何(试样挠度)变化幅度和层厚导数变化规律的数学模型,用于计算确定热气体涂层任意层的残余应力,并通过改变每种喷涂涂层的喷涂工艺参数来进一步调节这些应力。方法。在已有焊接接头应力检测工作的基础上,提出了逐层喷涂后试样挠度的测定方法。这些挠度参数是建立影响应力状态的数学模型的基础。对主要残余(内)应力类型的研究数据进行了系统整理,其中I型分布在涂覆部分(样品)的整体体积中,II型分布在喷涂颗粒的体积中。发现。我们介绍了在涂层中产生的残余应力的研究,其分布的大小和性质取决于类型,基底和喷涂材料,喷涂方法和参数,零件的刚度和其他因素。通过计算方法评估热气体涂层中残余应力的重要作用与涂层基复合材料中应力发展动力学的实验测定的复杂性有关。创意。本工作的作者在第一个创建的数学模型和软件产品Mathcad-Prime 6 2020的基础上,对各种材料的气热逐层喷涂过程中涂层中残余应力形成的水平和原理进行了研究,包括使用脉动喷涂气流的可能性。分析研究表明,在过去的五到七年中,文献中的注意力只集中在焊接接头的残余应力和变形的研究上,只有对喷涂技术的日益增长的兴趣才为研究热气体涂层中应力场的形成开辟了广阔的可能性。实际的相关性。本文的结果证实了涂层中残余应力的形成,可以作为计算程序来解决设计任务,也可以用于工程领域专家培训的教育目的。
{"title":"DETECTION OF RESIDUAL STRESSES IN COATINGS OBTAINED BY THE METHOD OF ARC METALLIZATION WITH A PULSATING SPRAYING FLOW","authors":"O. M. Serenko, I. Zakharova","doi":"10.15802/stp2020/217611","DOIUrl":"https://doi.org/10.15802/stp2020/217611","url":null,"abstract":"Purpose. The authors propose to develop a mathematical model for the calculated determination of residual stresses in arbitrary layer of a thermal gas coating based on the change magnitude in the base geometry (sample deflection) and the variation law of the layer thickness derivative, further regulation of these stresses by changing the technological parameters of spraying for each type of sprayed coating. Methodology. Based on known works on stress detection of in welded joints, the approach of determination of samples deflection after layer-by-layer spraying was developed. These deflection parameters are the basis for the developed mathematical model of influence on the stress state. The data on the study of the main types of residual (internal) stresses, as I type, distributed in the volume of the whole part (sample) with coating, and II type, localized in the volume of sprayed particles, are systematized. Findings. We presented investigations of the residual stresses arising in the applied layer, the magnitude and nature of the distribution of which depend on the type, base and sprayed materials, methods and parameters of spraying, the rigidity of the part, and other factors. The important role of evaluating residual stresses in a thermal gas coating by the calculation method is shown in connection with the complexity of the experimental determination of the kinetics of stress development in the coating-base composite. Originality. The authors of this work, on the basis of the first created mathematical model and software product Mathcad-Prime 6 2020, conducted a study of the level and principles of the formation of residual stresses in the coating during gas-thermal layer-by-layer spraying with various material, including the possibility of using a pulsating spraying air flow. Analytical studies have shown that the attention in the literature over the past five to seven years has been paid only to the study of residual stresses and deformations in welded joints, and only the growing interest in spraying technology opens up wide possibilities for studying the formation of stress fields in a thermal gas coating. Practical relevance. The results obtained in this paper confirm the formation of residual stresses in coatings and can be used as computational programs to solve design tasks, as well as for educational purposes during experts training in engineering fields.","PeriodicalId":120413,"journal":{"name":"Science and Transport Progress. Bulletin of Dnipropetrovsk National University of Railway Transport","volume":"160 6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116213935","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
PROBABILITY AND STATISTICAL MODEL OF WEARING OF BRAKE PADS OF FREIGHT CARS 货车刹车片磨损的概率与统计模型
V. H. Ravliuk, M. H. Ravliuk, I. Kyrychenko, N. Lamnauer, A. Melnychuk
Purpose. This study aims to use linear models to determine the wear of brake pads of freight cars at the top and bottom for further use in solving similar practical problems. Methodology. As a working technique the known approach for controlling linear wear changes of pad parameters depending on freight cars run on a network of Ukrzaliznytsia JSC with the modernized brake levers in real operating conditions is used. Based on the obtained statistical data in the operating conditions, we the consistently found values of the corresponding regression analysis indi-cators for pad wear at specific points, which are recommended by regulatory documents when performing mainte-nance in operational units of car facilities for brake systems of freight cars. Findings. A probabilistic-statistical model of brake pad wear is constructed on the basis of experimental data collected in the respective parks of the sorting station during the operation of freight cars. The function of wear distribution for the top and bottom part of a pad by means of which the decision of practical problems is possible is offered. Also for different parts of the brake pad found its γ-percentage and average residual wear. Originality. For the first time for the brake pads of freight cars with modernized devices, the functional dependence of their wear depending on the run of cars on the network of Ukrzaliznytsia JSC was determined. Based on the received dependence the statistical model of pad wear taking into account possibilities of their use before full resource exhaustion is developed. The function of distribution of run of freight cars taking into account pad wear due to which the wear percent at the set run is also defined. Practical value. The results obtained in the work will be taken into account in the future to solve technical problems related to non-standard wear of pads in the brake systems of bogies and increase the service life of freight cars.
目的。本研究旨在利用线性模型确定货车顶部和底部刹车片的磨损情况,以进一步解决类似的实际问题。方法。作为一种工作技术,在实际运行条件下,采用了已知的方法来控制货运车辆在乌克兰JSC网络上使用现代化制动杆时垫片参数的线性磨损变化。根据在运行工况下获得的统计数据,我们得到了相应的特定点垫片磨损回归分析指标的一致值,这是规范性文件在对货车制动系统进行车辆设施运行单元维护时推荐的值。发现。在货车运行过程中,根据分拣站各停车点的实验数据,建立了刹车片磨损的概率统计模型。给出了衬垫上下部磨损分布函数,为解决实际问题提供了可能。也为不同部位的刹车片发现其γ-百分比和平均残余磨损。创意。首次对装备现代化设备的货车刹车片,确定了其磨损对车辆在乌克兰JSC网络上运行的功能依赖关系。基于接收到的依赖性,建立了在资源完全耗尽前考虑其使用可能性的衬垫磨损统计模型。并定义了考虑垫块磨损的货车运行分布函数,从而确定了设定运行时的磨损率。实用价值。为今后解决转向架制动系统垫片非标准磨损等技术问题,提高货车使用寿命提供参考。
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引用次数: 2
MODERN STRUCTURAL STEELS WITH TRIP-EFFECT 具有绊倒效应的现代结构钢
V. Zurnadzhy, V. Voloshyn, R. Kussa, V. Efremenko, A. V. Dzherenova, O. V. Tsvetkova
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引用次数: 0
ANALYSIS OF RAIL-WHEEL INTERACTION IN CURVES WITH SMALL RADII 小半径曲线轨道-车轮相互作用分析
R. Csépke
Purpose. The authors goal is to point out that the new geometric design of the curves of tramways is recommended, furthermore the introduction of a new parameter too. This new parameter is the Creepage Index (CI), which takes into consideration the values of wheel creep from the optimal rolling radii difference on every wheelset in the bogie. Methodology. The several types of railprofiles and railway wheel tread profile geometres have been analised with a special softver and compared with standards, TSIs and BOStrab. Findings. The result of the analisys is that the mechanical conformity of rail/wheel interaction (running characteristic) in tramway tracks are unfavourable and new regulations are necessary to reduce the rail/wheel wear and corrugation especially in curves with small radii. Originality. In the EU the Technical Specifications for Interoperability (TSI) are in force, which regulate the parameters of running behaviour for the international and national public railways. However, the regulation does not apply to domestic tramways. In the course of the analysis, the author propose to introduce a system of regulation, which based on the mechanical suitability of the rail/wheel interaction. This is especially justified, because for example the regulation of German light rails (BOStrab) only requires the geometric dimensions of the wheel and the groove of the rail and their limits. Practical value. The author developed new geometric design and limit systems of narrow curves and straight tracks and a new test parameter, which shows degree of coherence for running characteristic of the given curve and vehicle, from the aspect of infrastructure, in case of all wheelsets of bogie. This CI (Creepage Index) parameter takes into account all wheel creep values resulting from the variations (+, –) of the optimum rolling radius difference. This results the tightening of bogie design principles and for running characteristic reasons, it requires the continous flange running of the outer wheel in narrow curves.
目的。提出了一种新的有轨电车曲线几何设计方法,并引入了一种新的参数。这一新参数为蠕滑指数(CI),它考虑了转向架各轮对的最佳滚动半径差所产生的车轮蠕滑值。方法。用专用软件对几种铁路型材和铁路车轮踏面型材几何形状进行了分析,并与标准、tsi和BOStrab进行了比较。发现。分析结果表明,轨轮相互作用(运行特性)的力学一致性是不利的,需要制定新的规则来减少轨轮磨损和波纹,特别是在小半径曲线上。创意。在欧盟,互操作性技术规范(TSI)正在实施,它规范了国际和国内公共铁路的运行行为参数。然而,该规定并不适用于国内有轨电车。在分析过程中,笔者提出了一种基于轨轮相互作用力学适宜性的调节体系。这是特别合理的,因为例如德国轻轨(BOStrab)的规定只要求车轮和轨道槽的几何尺寸及其限制。实用价值。作者提出了新的窄弯道和直线轨道的几何设计和极限系统,并提出了新的试验参数,从基础设施的角度显示了在转向架所有轮对的情况下,给定弯道和车辆的运行特性的一致性程度。该CI(蠕滑指数)参数考虑了由最佳滚动半径差(+,-)变化引起的所有车轮蠕滑值。这导致了转向架设计原则的收紧,并且由于运行特性的原因,要求外轮在窄曲线上连续法兰运行。
{"title":"ANALYSIS OF RAIL-WHEEL INTERACTION IN CURVES WITH SMALL RADII","authors":"R. Csépke","doi":"10.15802/stp2020/213180","DOIUrl":"https://doi.org/10.15802/stp2020/213180","url":null,"abstract":"Purpose. The authors goal is to point out that the new geometric design of the curves of tramways is recommended, furthermore the introduction of a new parameter too. This new parameter is the Creepage Index (CI), which takes into consideration the values of wheel creep from the optimal rolling radii difference on every wheelset in the bogie. Methodology. The several types of railprofiles and railway wheel tread profile geometres have been analised with a special softver and compared with standards, TSIs and BOStrab. Findings. The result of the analisys is that the mechanical conformity of rail/wheel interaction (running characteristic) in tramway tracks are unfavourable and new regulations are necessary to reduce the rail/wheel wear and corrugation especially in curves with small radii. Originality. In the EU the Technical Specifications for Interoperability (TSI) are in force, which regulate the parameters of running behaviour for the international and national public railways. However, the regulation does not apply to domestic tramways. In the course of the analysis, the author propose to introduce a system of regulation, which based on the mechanical suitability of the rail/wheel interaction. This is especially justified, because for example the regulation of German light rails (BOStrab) only requires the geometric dimensions of the wheel and the groove of the rail and their limits. Practical value. The author developed new geometric design and limit systems of narrow curves and straight tracks and a new test parameter, which shows degree of coherence for running characteristic of the given curve and vehicle, from the aspect of infrastructure, in case of all wheelsets of bogie. This CI (Creepage Index) parameter takes into account all wheel creep values resulting from the variations (+, –) of the optimum rolling radius difference. This results the tightening of bogie design principles and for running characteristic reasons, it requires the continous flange running of the outer wheel in narrow curves.","PeriodicalId":120413,"journal":{"name":"Science and Transport Progress. Bulletin of Dnipropetrovsk National University of Railway Transport","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128890500","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
КОНСТРУКТИВНІ БАГАТОШАРОВІ МОДЕЛІ ДЛЯ УПОРЯДКУВАННЯ ПОСЛІДОВНОСТЕЙ З УРАХУВАННЯМ СКЛАДНОСТІ ОПЕРАЦІЙ ФОРМУВАННЯ
V. Skalozub, V. M. Ilman, B. B. Bilyy
Purpose. The aim of the article is to pose a new task for planning the processes of service systems functioning, as well as the development of constructive methods for modeling complex processes and systems by developing multilayer constructive model for ordering sets of inhomogeneous order sequences (MLCPM), which takes into account the complexity of formation operations. Methodology. The paper proposes the formulation of a new modeling problem, designed for ordering heterogeneous sequences of elements (orders). The studied results were used in logistics, technological, information and other processes. The main and essential difference of the proposed constructive multilayer models is the introduction of additional design structures into their composition, which provides the ability to set the complexity of the formation operations, as well as the possibility of additional analysis of the properties of objects that are formed during the adoption of decisions. Procedures of optimal control of the processes of finding decision are also being implemented by means of MLCRM. Findings. Using the example of the problem of optimal making- and breaking-up of multi-group trains, a new multilayer constructive model of optimal planning processes for ordering sets of heterogeneous order sequences has been developed. The article proposes a classification of features that determine the types of mathematical models of ordering processes. Originality. The article formulates a new scientific and applied problem for the planning of service systems, for the first time, the classification of signs of mathematical model classes of ordering processes of order sequences with the weight of operations was carried out. In the article, constructive-production models were developed, which was done by creating multilayer and parallel structural modeling structures for making- and breaking-up of trains. Practical value. The practical value of the results is determined by a wide range of possible applications of the proposed task for the planning of service systems. The proposed multilayer structural modeling structures allow improving the tools of constructive modeling. The constructed model of the processes of optimal making- and breaking-up of trains allows obtaining a new form of implementation of these technological processes of railway transport.
目的。本文的目的是提出一项新的任务,即规划服务系统功能的过程,以及通过开发考虑到编队操作复杂性的非齐次顺序序列(MLCPM)排序集的多层构造模型,开发复杂过程和系统建模的构造方法。方法。本文提出了一种新的建模问题的表述,该问题设计用于对元素的异构序列(顺序)进行排序。研究结果应用于物流、技术、信息等流程。所提出的建设性多层模型的主要和本质区别在于在其组成中引入了额外的设计结构,这提供了设置地层操作复杂性的能力,以及在采用决策过程中对形成的物体属性进行额外分析的可能性。寻找决策过程的最优控制程序也通过MLCRM实现。发现。以多组列车最优成组和最优解体问题为例,建立了异构有序序列有序集最优规划过程的多层构造模型。本文提出了一种特征分类,这些特征决定了排序过程的数学模型的类型。创意。本文为服务系统规划提出了一个新的科学问题和应用问题,首次提出了基于操作权的有序序列排序过程的数学模型类的符号分类。在本文中,通过创建用于制造和分解列车的多层和平行结构建模结构,开发了构造-生产模型。实用价值。结果的实际价值取决于所提出的服务系统规划任务的广泛可能应用。提出的多层结构建模结构允许改进构造建模工具。所建立的列车最佳制造和最佳拆解过程模型为铁路运输的这些工艺过程提供了一种新的实现形式。
{"title":"КОНСТРУКТИВНІ БАГАТОШАРОВІ МОДЕЛІ ДЛЯ УПОРЯДКУВАННЯ ПОСЛІДОВНОСТЕЙ З УРАХУВАННЯМ СКЛАДНОСТІ ОПЕРАЦІЙ ФОРМУВАННЯ","authors":"V. Skalozub, V. M. Ilman, B. B. Bilyy","doi":"10.15802/STP2020/213232","DOIUrl":"https://doi.org/10.15802/STP2020/213232","url":null,"abstract":"Purpose. The aim of the article is to pose a new task for planning the processes of service systems functioning, as well as the development of constructive methods for modeling complex processes and systems by developing multilayer constructive model for ordering sets of inhomogeneous order sequences (MLCPM), which takes into account the complexity of formation operations. Methodology. The paper proposes the formulation of a new modeling problem, designed for ordering heterogeneous sequences of elements (orders). The studied results were used in logistics, technological, information and other processes. The main and essential difference of the proposed constructive multilayer models is the introduction of additional design structures into their composition, which provides the ability to set the complexity of the formation operations, as well as the possibility of additional analysis of the properties of objects that are formed during the adoption of decisions. Procedures of optimal control of the processes of finding decision are also being implemented by means of MLCRM. Findings. Using the example of the problem of optimal making- and breaking-up of multi-group trains, a new multilayer constructive model of optimal planning processes for ordering sets of heterogeneous order sequences has been developed. The article proposes a classification of features that determine the types of mathematical models of ordering processes. Originality. The article formulates a new scientific and applied problem for the planning of service systems, for the first time, the classification of signs of mathematical model classes of ordering processes of order sequences with the weight of operations was carried out. In the article, constructive-production models were developed, which was done by creating multilayer and parallel structural modeling structures for making- and breaking-up of trains. Practical value. The practical value of the results is determined by a wide range of possible applications of the proposed task for the planning of service systems. The proposed multilayer structural modeling structures allow improving the tools of constructive modeling. The constructed model of the processes of optimal making- and breaking-up of trains allows obtaining a new form of implementation of these technological processes of railway transport.","PeriodicalId":120413,"journal":{"name":"Science and Transport Progress. Bulletin of Dnipropetrovsk National University of Railway Transport","volume":"162 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114679667","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
期刊
Science and Transport Progress. Bulletin of Dnipropetrovsk National University of Railway Transport
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