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Analysis of artificial intelligence methods for rail transport traffic noise detection 轨道交通噪声检测的人工智能方法分析
Pub Date : 1900-01-01 DOI: 10.23939/cds2022.01.107
M. Melnyk, K. Pytel, Mariia Orynchak, V. Tomyuk, V. Havran
Nowadays, many cities all over the world suffer from noise pollution. Noise is an invisible danger that can cause health problems for both people and wildlife. Therefore, it is essential to estimate the environmental noise level and implement corrective measures. There are a number of noise identification techniques, and the choice of the most appropriate technique depends upon the information required and its application. Analyzing audio data requires three key aspects to be considered such as time period, amplitude, and frequency. Based on the above parameters, the source of noise can be identified. This research paper suggests the utilization of artificial intelligence and machine learning algorithms for the traffic noise detection process. Computational methods are the fastest and most innovative way to analyze raw data sets and predict results. Identifying patterns in these methods requires a large amount of data and computing power. Machine learning models can be trained using three types of data: experimental sound libraries, audio datasets purchased from data providers, and data collected by domain experts. In the scope of the study, an experimental dataset was used to train a model that predicts the correct outcomes based on the inputs, using supervised learning. Developing an accurate model requires high-quality data input. However, incorrect data collection can cause noise in feature sets, as can human error or instrument error. Traffic sound events in the real environment do not usually occur in isolation but tend to have a significant overlap with other sound events. A part of this paper is dedicated to the problems that may arise during traffic noise detection, like incorrect data processing and data collection. It also discusses the ways to improve the quality of the input data. The study also states that the field of transport noise detection would greatly benefit from the development of a centralized railway database based on constructive railroad data, and from a centralized database with railway-specific datasets. Based on preliminary results of traffic noise analysis, modernization of the tram lines was proposed to reduce the environmental noise.
如今,世界上许多城市都饱受噪音污染之苦。噪音是一种无形的危险,会给人类和野生动物带来健康问题。因此,对环境噪声声级进行估算并实施整改措施是十分必要的。有许多噪声识别技术,选择最合适的技术取决于所需的信息及其应用。分析音频数据需要考虑三个关键方面,如时间周期、幅度和频率。根据上述参数,可以识别噪声源。本文建议在交通噪声检测过程中使用人工智能和机器学习算法。计算方法是分析原始数据集和预测结果的最快和最具创新性的方法。在这些方法中识别模式需要大量的数据和计算能力。机器学习模型可以使用三种类型的数据进行训练:实验声音库、从数据提供商处购买的音频数据集和领域专家收集的数据。在研究范围内,使用一个实验数据集来训练一个模型,该模型使用监督学习来预测基于输入的正确结果。开发一个准确的模型需要高质量的数据输入。然而,不正确的数据收集可能会导致特征集中的噪声,就像人为错误或仪器错误一样。真实环境中的交通声事件通常不是孤立发生的,而是往往与其他声音事件有显著的重叠。本文的一部分专门讨论了在交通噪声检测过程中可能出现的问题,如数据处理和数据采集错误。讨论了提高输入数据质量的方法。该研究还指出,基于建设性铁路数据的中央铁路数据库的发展,以及具有铁路特定数据集的中央数据库的发展,将极大地受益于运输噪声检测领域。根据初步的交通噪声分析结果,提出了对有轨电车线路进行现代化改造以降低环境噪声的建议。
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引用次数: 0
Methodical aspects of statistical modeling of two-dimensional systems of random variables 二维随机变量系统统计建模的方法方面
Pub Date : 1900-01-01 DOI: 10.23939/cds2020.01.043
P. Kosobutskyy
According to the analysis of literature sources, the statistical processing of measurement results is not always given due attention. Unfortunately, appropriate algorithms are often limited to simplified statistical procedures, without the proper justification of the objective function, including to check the quality of processing of random data. Therefore, the author plans to publish a series of articles on statistical modeling, which will include the results of original research by the author and others. In this article are considered the methodological aspects of statistical modeling of two-dimensional systems with random data, physical substantiation of correlation regularities of statistical relations between random variables is given, since or the problem of establishing the law of distribution of random variable has practical interest from the point of view of modeling statistical regularities of model "signal + noise".
根据文献资料的分析,测量结果的统计处理一直没有得到应有的重视。不幸的是,适当的算法往往局限于简化的统计程序,没有对目标函数的适当证明,包括检查随机数据处理的质量。因此,作者计划发表一系列关于统计建模的文章,这些文章将包括作者和其他人的原创研究成果。本文讨论了二维随机系统统计建模的方法学方面,给出了随机变量间统计关系相关规律的物理证明,因为从“信号+噪声”模型统计规律建模的角度出发,建立随机变量分布规律的问题具有实际意义。
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引用次数: 0
Some Features of the Direct and Inverse Transformation of Random Variables 随机变量正逆变换的几个特征
Pub Date : 1900-01-01 DOI: 10.23939/cds2019.01.050
P. Kosobutskyy, М. V. Ferens
Always actual tasks of obtaining and processing experimental results in complex systems. Random obstacles (errors), measurement errors, imperfections and limitations of mathematical models and data processing algorithms can change the appearance of the distribution and lead to incorrect use of algorithms, for example, as is the case with Kalman filtering in control systems. Complex methods for the identification of distribution laws require the study of quantum systems, natural phenomena, environmental, biological, etc. processes, which are characterized by the presence of singularities and multimodality of distributions. Therefore, it is often not recommended to apply separate distribution laws to simulate probabilistic experimental data distributions, but a generalized distribution as a single statistical system, which known distributions include as individual partial cases. Thus, the generalized gamma distribution includes Rayleigh, Maxwell, Weibull, Levy, Hi-Square distributions, which are widely used in applied problems associated with statistical methods of physical processes research, remote sensing, in the theory of reliability, for describing the dispersion composition of particles fragmentation and calculation of the efficiency of phase separation in gas-liquid streams.
在复杂系统中获得和处理实验结果的实际任务。随机障碍(误差)、测量误差、数学模型和数据处理算法的不完善和限制可以改变分布的外观,并导致算法的不正确使用,例如控制系统中的卡尔曼滤波。识别分布规律的复杂方法需要研究量子系统、自然现象、环境、生物等过程,这些过程以分布的奇点和多模态的存在为特征。因此,通常不建议采用单独的分布规律来模拟概率性实验数据分布,而是将广义分布作为一个单一的统计系统,其中已知的分布包括作为个别的局部情况。因此,广义伽玛分布包括Rayleigh、Maxwell、Weibull、Levy、Hi-Square分布,广泛应用于物理过程研究、遥感、可靠性理论等统计方法相关的应用问题中,用于描述颗粒破碎的分散组成以及气液流相分离效率的计算。
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引用次数: 0
Automated design of printed circuit boards made by electronic computer –aided design (CAD) with the next using in CNC- machine 利用电子计算机辅助设计(CAD)对印制电路板进行自动化设计,并将其应用于数控机床
Pub Date : 1900-01-01 DOI: 10.23939/cds2022.01.009
Kostiantyn Kolesnyk, A. Łukaszewicz, V. Dutka, Dmytro Zahoruiko, Bohdan Vasylyshyn
The article presents methods and means of 3D design of printed circuit boards in CAx. Automated placement of elements on the board is implemented by means of API SolidWorks using Visual Studio C#. The API application works by an algorithm that allows you to create a 3D layout of printed circuit boards. Each component of the library contains a conditional graphic notation of the element. With the help of the implemented algorithm, a comprehensive approach is provided, which consists in the fact that already at this stage the preparation of the strategy for tracing the conductors of the future printed circuit board is carried out, the classes of circuits are determined and the necessary technological parameters are set, as well as the data necessary for the preparation of design documentation is generated. After the completion of the work on the input of the scheme, a check is made for the presence of errors and compliance with the specified parameters, and if the test is successful, a list of circuits is generated for transfer to the tracing program. From this moment, any possibility of errors in the subsequent stages of design is excluded. CAD DipTrace was used to trace printed circuit boards and generate g-code. Printed circuit board processing is carried out on a CNC machine - CNC3018 using the Candle program. The printed circuit board tracks are created by forming a groove between the track and the metallized coating of the textolite. With the help of the formed height map, the uniform removal of the metallization layer over the entire area of the textolite is ensured. In addition, holes are drilled for the output elements of the circuit, the printed circuit board is cut along the contour and covered with a layer of tin to prevent oxidation of its metallized coating. The considered CAD methods and tools made it possible to automate the design of the printed circuit board of the FM radio receiver control module. As a result of the performed work, means of automating the design of printed circuit boards were applied and a fully functional printed circuit board with a track width of 0.8 mm was obtained.
本文介绍了在CAx中印制电路板三维设计的方法和手段。通过使用Visual Studio c#实现API SolidWorks在板上自动放置元素。API应用程序通过一种算法工作,该算法允许您创建印刷电路板的3D布局。库的每个组件都包含元素的条件图形表示法。在实现算法的帮助下,提供了一种全面的方法,其中包括在这个阶段已经进行了跟踪未来印刷电路板导体的策略的准备,确定了电路的类别,设置了必要的技术参数,以及生成了准备设计文件所需的数据。在完成方案输入的工作后,检查是否存在错误和是否符合指定的参数,如果测试成功,则生成一个电路列表以传送到跟踪程序。从这一刻起,排除了在后续设计阶段出现任何错误的可能性。利用CAD DipTrace对印刷电路板进行跟踪,生成g代码。印刷电路板的加工是在CNC机床CNC3018上使用Candle程序进行的。所述印刷电路板轨道通过在所述轨道和所述纺织石的金属化涂层之间形成凹槽而产生。在形成的高度图的帮助下,保证了整个textolite区域上金属化层的均匀去除。此外,为电路的输出元件钻孔,沿轮廓切割印刷电路板并覆盖一层锡,以防止其金属化涂层氧化。所考虑的CAD方法和工具使调频收音机接收控制模块印刷电路板的自动化设计成为可能。通过这些工作,应用了印刷电路板自动化设计的手段,得到了轨道宽度为0.8 mm的功能齐全的印刷电路板。
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引用次数: 0
Vector models for analysis of logical functions of society management 社会管理逻辑功能分析的向量模型
Pub Date : 1900-01-01 DOI: 10.23939/cds2022.01.071
Hanna Khakhanova
Сyber-social management schemes of society for decision-making are proposed. The model of xor-relationships between the remarkable logical functions of digital circuits is used, which is convoluted into zero-space, which makes it possible to solve the problems of technical diagnostics, generative machine learning, search for similarities-differences between processes and phenomena. For the socio-logical structure of social control, a vector-deductive method for synthesizing formulas for transporting input lists (data) of faults is proposed, which has a quadratic computational complexity of register operations. We consider a coordinate vector model of defects that is not connected to input variables, which can be used for efficient processing of complex logic circuits when assessing the quality of synthesized tests. Deductive functions and schemes of social management based on combinational multilevel schemes are proposed.
提出了社会决策管理方案Сyber-social。使用了数字电路的显着逻辑功能之间的xor关系模型,该模型被卷曲到零空间,这使得解决技术诊断,生成机器学习,寻找过程和现象之间的异同等问题成为可能。针对社会控制的社会逻辑结构,提出了一种具有二次型寄存器运算复杂度的故障输入表(数据)传递公式的矢量演绎合成方法。我们考虑了一个与输入变量无关的缺陷坐标向量模型,该模型可用于评估综合测试质量时复杂逻辑电路的有效处理。提出了基于组合多级方案的社会管理的演绎函数和方案。
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引用次数: 0
Modeling the plane radiation structures consisting of discrete elements 由离散单元组成的平面辐射结构的建模
Pub Date : 1900-01-01 DOI: 10.23939/cds2020.01.001
M. Andriychuk
Modeling the radiation pattern (RP) of plane arrays has been carried out using the strict electrodynamical solution of the respective direct problem that allows obtaining the representation of RP in the explicit operator form. The system of integral equations of the Hallen type is used for the determination of the current distribution in the apertures of radiators. The optimal excitation coefficients in apertures are determined while minimization of functional presenting the mean-square deviation of the given and synthesized amplitude RPs. The additional terms in the functions are applied for the minimization of radiation in a near zone of array and limitation on the values of excitation coefficients. The computational results demonstrate the quick convergence of the proposed iterative procedure and the ability to synthesize the prescribed amplitude RPs of the various types.
利用各自直接问题的严格电动力学解对平面阵列的辐射方向图(RP)进行了建模,得到了RP的显式算符形式。本文采用哈伦型积分方程组来确定散热器孔内的电流分布。孔径内的最优激励系数由给出的和合成的振幅RPs的均方差函数的最小值确定。函数中的附加项用于阵列近区辐射的最小化和激励系数值的限制。计算结果表明,所提出的迭代方法具有较快的收敛性和综合各种类型的规定幅度rp的能力。
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引用次数: 0
The Main Cluster Node Formation in Wireless Sensory Networks 无线传感网络中主要集群节点的形成
Pub Date : 1900-01-01 DOI: 10.23939/cds2019.01.034
Oleksandr Belej
In wireless sensor networks, the clustering method is often used to transmit information, which is one of the most energy efficient approaches. Since the master cluster node interacts with other nodes in the network, a node with a high residual energy is selected to perform its functions. The technology of selecting the main node based on fuzzy logic, which involves the use of a number of input parameters, the effect of which is demonstrated in the article, is proposed.
在无线传感器网络中,通常采用聚类方法来传输信息,这是最节能的方法之一。由于主集群节点与网络中的其他节点相互作用,因此选择剩余能量高的节点来执行其功能。提出了基于模糊逻辑的主节点选择技术,该技术涉及使用多个输入参数,并对其效果进行了论证。
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引用次数: 0
Interactive system of surface water monitoring using IoT technologies 采用物联网技术的地表水监测交互系统
Pub Date : 1900-01-01 DOI: 10.23939/cds2022.01.001
D. Korpyljov, A. Zdobytskyi, U. Marikutsa, V. Tomyuk, R. Panchak
The article considers the possibility and priority of using the Internet of Things, especially its implementation in the surface water monitoring system. The feasibility of developing a complex system of interactive monitoring of surface water using IoT technologies has been substantiated, such a system will significantly improve water monitoring in real-time and ensure the gradual implementation of new sensor capabilities, such as collecting data on the deviation of parameters from the specified normative indicators of water quality in natural reservoirs. An interactive system for intelligent monitoring of water quality in natural reservoirs using Internet of Things technologies and tools has been developed, among others, the Node MCU 1.0 Wi-Fi microcontroller based on the ESP8266 microcontroller was used, as well as PH4502s analog sensor, the DHT-11 water and environmental temperature sensor, the DFRobot water turbidity and signal conversion board V2. The results were displayed on a 2.2- inch QVGA TFT LCD. The microcontroller unit (MCU) is connected to the sensors and further processing is performed on the server unit. The choice of a cloud server was justified, and the transfer of received data was transferred to the cloud using IoT-based ThingSpeak open-source software for water quality monitoring. The computer design environment Autodesk was used to increase the efficiency of design, in particular, the arrangement of elements, ensuring functionality, and ergonomics. The software and hardware of the device were designed with open-source software Fritzing and Arduino (IDE). Based on the obtained statistical data about the quality of water in natural reservoirs, a modern network of smart devices was implemented, such a network is a monitoring and notification system, which considers the linking of data to the time and place of positioning. Features of obtaining data on the results of water quality monitoring in natural reservoirs in real time for consumers were presented, with such monitoring, it is possible to predict and take the necessary measures to prevent possible negative impacts.
本文考虑了物联网在地表水监测系统中应用的可能性和优先性,特别是物联网在地表水监测系统中的应用。利用物联网技术开发地表水交互监测复杂系统的可行性已经得到证实,该系统将显著提高水监测的实时性,并确保新的传感器功能的逐步实施,例如收集天然水库水质参数偏离规定规范指标的数据。采用基于ESP8266单片机的Node MCU 1.0 Wi-Fi微控制器、PH4502s模拟传感器、DHT-11水环境温度传感器、DFRobot水浊度及信号转换板V2,开发了一套基于物联网技术和工具的自然水库水质智能监测交互系统。结果显示在一个2.2英寸的QVGA TFT液晶显示器上。微控制器单元(MCU)连接到传感器,并在服务器单元上执行进一步的处理。选择云服务器是合理的,并且使用基于物联网的ThingSpeak开源软件将接收到的数据传输到云端,用于水质监测。使用计算机设计环境Autodesk来提高设计效率,特别是元素的排列,确保功能和人体工程学。设备软硬件采用开源软件Fritzing和Arduino (IDE)进行设计。基于所获得的天然水库水质统计数据,实现了一个现代化的智能设备网络,该网络是一个监测和通知系统,该网络考虑了数据与定位时间和地点的联系。介绍了为消费者实时获取天然水库水质监测结果数据的特点,通过监测,可以预测并采取必要措施防止可能产生的负面影响。
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引用次数: 0
1 1
Pub Date : 1836-12-31 DOI: 10.2307/j.ctvbtzm0f.3
Pierre Daviot
Objective: The aim was to evaluate the influence of fluoride-releasing restorative materials in enamel and dentin microhardness. Material and Methods: 40 blocks (5x5x3 mm) from cervical third of human molars received a cavity preparation between the enamel and dentin, and the restorations were subjected to in vitro caries model. Specimens were randomly restored with (n=10): conventional glass ionomer cement (Ketac Cem, 3M ESPE); polyacid-modified composite resin (Ionoseal, VOCO); resin-modified glass ionomer cement (Ionofast, Biodinâmica); or microhybrid composite resin (Filtek Z250, 3M ESPE). The specimens were sectioned longitudinally and enamel and dentin Knoop microhardness were determined at different distances from the restorative material (100, 200 and 300 µm) and depth of surface (20, 40 and 60 µm). The data were submitted to three-way repeated measures ANOVA and Tukey´s test ( α =0.05). Results: For enamel, the double interactions between material x distance and material x depth were statistically significant. In all depths and distances, the highest values of enamel microhardness were observed for Ketac Cem. In dentin, the materials differed statistically from each other, and Ionoseal obtained higher microhardness values than those found in Ionofast. Conclusion: Conventional glass ionomer cement is more effective in preventing enamel demineralization around restoration followed by the polyacid-modified composite resin. In dentin, the polyacid-modified composite resin obtained better performance than resin-modified glass ionomer cement.
目的:评价含氟修复材料对牙本质和牙釉质显微硬度的影响。材料与方法:取人磨牙颈三分之一的40块(5x5x3 mm)在牙釉质与牙本质之间进行空腔制备,建立体外龋模型。随机修复标本(n=10):常规玻璃离子水泥(Ketac Cem, 3M ESPE);聚酸改性复合树脂(Ionoseal, VOCO);树脂改性玻璃离子水泥(Ionofast, biodin云母);或微混合复合树脂(Filtek Z250, 3M ESPE)。纵向切片,测定牙本质和牙釉质在距离修复材料100、200、300µm和表面深度20、40、60µm处的Knoop显微硬度。资料采用三向重复测量方差分析和Tukey检验(α =0.05)。结果:对于牙釉质,材料x距离和材料x深度的双重相互作用具有统计学意义。在所有深度和距离下,Ketac Cem的牙釉质显微硬度最高。在牙本质中,材料之间存在统计学差异,Ionoseal的显微硬度值高于Ionofast。结论:常规玻璃离子水门合剂对修复周围牙釉质脱矿效果较好,其次是聚酸改性复合树脂。在牙本质中,聚酸改性复合树脂的性能优于树脂改性玻璃离子水门合剂。
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引用次数: 0
期刊
Computer Design Systems. Theory and Practice
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