首页 > 最新文献

Computational Problems of Electrical Engineering最新文献

英文 中文
Control of mathematical modeling process of dynamics of harmful substances concentrations on the basis of ontological approach 基于本体论方法的有害物质浓度动力学数学建模过程控制
Pub Date : 2022-06-02 DOI: 10.23939/jcpee2022.01.007
M. Dyvak, A. Melnyk, A. Pukas, L. Dostálek
The problem of building a mathematical model of the dynamics of nitrogen dioxide concentrations at different parts of the city is considered in the paper. The peculiarities of the construction of such models on the basis of periodic measurement of concentrations of harmful substances and identification on the basis of the measurements obtained are considered. This paper also proposes an ontological approach as a control tool that greatly simplifies the systematic standardized methods of the models storage, the process of their construction and appropriate usage in practice. The use of the ontological model allows formalizing the process of obtaining, storing and using relevant knowledge and is suitable for more intelligent systems, such as identification of obviously erroneous solutions based on the model, predictive control of the model, optimization of the decision-making process based on knowledge and modeling of an appropriate technological flow chart. This paper also describes the features of the construction of the corresponding ontological model, the pattern of choice of a nonlinear model with "switching" to different conditions. Relevant experimental studies have also been conducted to confirm the effectiveness of the proposed approach.
本文考虑了建立城市不同地区二氧化氮浓度动态数学模型的问题。考虑了在定期测量有害物质浓度的基础上建立这种模型和根据所获得的测量结果进行鉴定的特点。本文还提出了一种本体论方法作为控制工具,大大简化了系统标准化的模型存储方法、模型构建过程和在实践中的合理使用。本体模型的使用使相关知识的获取、存储和使用过程形式化,适用于更智能的系统,例如基于模型的明显错误解决方案的识别、模型的预测控制、基于知识的决策过程优化以及适当的技术流程图的建模。本文还介绍了相应本体模型的构造特点,以及非线性模型在不同条件下的“切换”选择模式。相关的实验研究也证实了所提出方法的有效性。
{"title":"Control of mathematical modeling process of dynamics of harmful substances concentrations on the basis of ontological approach","authors":"M. Dyvak, A. Melnyk, A. Pukas, L. Dostálek","doi":"10.23939/jcpee2022.01.007","DOIUrl":"https://doi.org/10.23939/jcpee2022.01.007","url":null,"abstract":"The problem of building a mathematical model of the dynamics of nitrogen dioxide concentrations at different parts of the city is considered in the paper. The peculiarities of the construction of such models on the basis of periodic measurement of concentrations of harmful substances and identification on the basis of the measurements obtained are considered. This paper also proposes an ontological approach as a control tool that greatly simplifies the systematic standardized methods of the models storage, the process of their construction and appropriate usage in practice. The use of the ontological model allows formalizing the process of obtaining, storing and using relevant knowledge and is suitable for more intelligent systems, such as identification of obviously erroneous solutions based on the model, predictive control of the model, optimization of the decision-making process based on knowledge and modeling of an appropriate technological flow chart. This paper also describes the features of the construction of the corresponding ontological model, the pattern of choice of a nonlinear model with \"switching\" to different conditions. Relevant experimental studies have also been conducted to confirm the effectiveness of the proposed approach.","PeriodicalId":325908,"journal":{"name":"Computational Problems of Electrical Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122868975","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
Transport phenomena in copper doped cadmium telluride: calculation from the first principles 铜掺杂碲化镉的输运现象:从第一性原理计算
Pub Date : 2022-06-02 DOI: 10.23939/jcpee2022.01.037
O. Malyk, I. Petrovych, H. Kenyo
In the presented work, the method of determining the energy spectrum, the wave function of the heavy hole and the crystal potential in CdTe at an arbitrarily given temperature is considered. Using this approach within the framework of the supercell method the temperature dependences of the ionization energies of various types of defects caused by the introduction of copper impurity in cadmium telluride are calculated. Also the proposed method makes it possible to define the temperature dependence of the optical and acoustic deformation potentials, as well as the temperature dependence of the scattering parameters of heavy holes on ionized impurities, polar optical, piezooptical and piezoacoustic phonons. Within the framework of short-range scattering models, the temperature dependences of the heavy hole mobility and Hall factor are considered.
本文讨论了在任意给定温度下确定碲镉能谱、重空穴波函数和晶体势的方法。利用这种方法,在超级单体方法的框架内,计算了碲化镉中铜杂质引入引起的各类缺陷电离能的温度依赖性。此外,该方法还可以定义光学和声学变形势的温度依赖性,以及重空穴散射参数对电离杂质、极性光学、压电光学和压电声子的温度依赖性。在短程散射模型的框架内,考虑了重空穴迁移率和霍尔因子的温度依赖性。
{"title":"Transport phenomena in copper doped cadmium telluride: calculation from the first principles","authors":"O. Malyk, I. Petrovych, H. Kenyo","doi":"10.23939/jcpee2022.01.037","DOIUrl":"https://doi.org/10.23939/jcpee2022.01.037","url":null,"abstract":"In the presented work, the method of determining the energy spectrum, the wave function of the heavy hole and the crystal potential in CdTe at an arbitrarily given temperature is considered. Using this approach within the framework of the supercell method the temperature dependences of the ionization energies of various types of defects caused by the introduction of copper impurity in cadmium telluride are calculated. Also the proposed method makes it possible to define the temperature dependence of the optical and acoustic deformation potentials, as well as the temperature dependence of the scattering parameters of heavy holes on ionized impurities, polar optical, piezooptical and piezoacoustic phonons. Within the framework of short-range scattering models, the temperature dependences of the heavy hole mobility and Hall factor are considered.","PeriodicalId":325908,"journal":{"name":"Computational Problems of Electrical Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132755507","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
Quantum accumulation of electrical energy at interfacial boundaries in heterophase inorganic / organic clathrates 异相无机/有机包合物界面边界处电能的量子积累
Pub Date : 2022-06-02 DOI: 10.23939/jcpee2022.01.030
V. Maksymych, R. Shvets, F. Ivashchyshyn
The work is devoted to the current problem of finding new ways and mechanisms of high-density electric energy accumulation. As a result of the conducted researches the system which allows to accumulate an electric charge at the expense of quantum effects and the phenomena without use of chemical reactions is offered. The basic idea was to form a material with a colossal area of the inner active surface with a sharply anisotropic chemical bonding character. Accordingly, the main goal was to create and study electrode materials based on intercalant heterophase structures with different types of hierarchy, capable of storing electrical energy at the quantum level. Based on the results of impedance spectroscopy, it was found that the obtained clathrate structures are promising for use as a cavitand electrode in a quantum battery, and, most importantly, can significantly increase its capacity
本工作致力于寻找高密度电能积累的新途径和新机制。根据所进行的研究,提供了一种不使用化学反应而以牺牲量子效应和现象为代价来积累电荷的系统。其基本思想是形成一种具有巨大内活性表面面积的材料,具有明显的各向异性化学键特性。因此,主要目标是创建和研究基于具有不同类型层次的插层异相结构的电极材料,能够在量子水平上存储电能。阻抗谱分析结果表明,所制备的包合物结构不仅可以作为量子电池的空腔和电极,而且可以显著提高量子电池的容量
{"title":"Quantum accumulation of electrical energy at interfacial boundaries in heterophase inorganic / organic clathrates","authors":"V. Maksymych, R. Shvets, F. Ivashchyshyn","doi":"10.23939/jcpee2022.01.030","DOIUrl":"https://doi.org/10.23939/jcpee2022.01.030","url":null,"abstract":"The work is devoted to the current problem of finding new ways and mechanisms of high-density electric energy accumulation. As a result of the conducted researches the system which allows to accumulate an electric charge at the expense of quantum effects and the phenomena without use of chemical reactions is offered. The basic idea was to form a material with a colossal area of the inner active surface with a sharply anisotropic chemical bonding character. Accordingly, the main goal was to create and study electrode materials based on intercalant heterophase structures with different types of hierarchy, capable of storing electrical energy at the quantum level. Based on the results of impedance spectroscopy, it was found that the obtained clathrate structures are promising for use as a cavitand electrode in a quantum battery, and, most importantly, can significantly increase its capacity","PeriodicalId":325908,"journal":{"name":"Computational Problems of Electrical Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132710946","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
Ways and methods of improving the effciency of overhead power line 提高架空电力线路效率的途径和方法
Pub Date : 2021-11-30 DOI: 10.23939/jcpee2021.02.018
Artem Savieliev
At this article, existing methods and ways to increase the efficiency of electricity transmission in over-head power lines were analyzed. The role and place of electric energy in the general structure of energy consu-mption, methods of its transportation, types of losses that occur during transportation of electric energy and ways to reduce these losses were considered. On the basis of literature sources the structure of losses in transmission lines was investigated. A literature review indicates that a certain type of losses has been overlooked, that is, losses occurring due to the mismatch of the load with the line. The ways of achieving and possibilities of maintaining the operation of lines in a matched load mode were analyzed. New method of reducing losses by creating a matched load mode in power lines is proposed.
本文对现有的提高架空输电效率的方法和途径进行了分析。考虑了电能在能源消费总体结构中的作用和地位、电能运输的方法、电能运输过程中发生的损失类型以及减少这些损失的方法。在文献资料的基础上,对输电线路的损耗结构进行了研究。文献综述表明,某一类损耗被忽略了,即由于负载与线路不匹配而产生的损耗。分析了实现线路匹配负载运行的途径和保持线路匹配负载运行的可能性。提出了通过在电力线中建立匹配负载模式来降低损耗的新方法。
{"title":"Ways and methods of improving the effciency of overhead power line","authors":"Artem Savieliev","doi":"10.23939/jcpee2021.02.018","DOIUrl":"https://doi.org/10.23939/jcpee2021.02.018","url":null,"abstract":"At this article, existing methods and ways to increase the efficiency of electricity transmission in over-head power lines were analyzed. The role and place of electric energy in the general structure of energy consu-mption, methods of its transportation, types of losses that occur during transportation of electric energy and ways to reduce these losses were considered. On the basis of literature sources the structure of losses in transmission lines was investigated. A literature review indicates that a certain type of losses has been overlooked, that is, losses occurring due to the mismatch of the load with the line. The ways of achieving and possibilities of maintaining the operation of lines in a matched load mode were analyzed. New method of reducing losses by creating a matched load mode in power lines is proposed.","PeriodicalId":325908,"journal":{"name":"Computational Problems of Electrical Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131108167","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
Correlation of the glass transition temperature and average energetic connectivity in network chalcogenide glasses 网络硫系玻璃的玻璃化转变温度与平均能连通性的关系
Pub Date : 2021-11-30 DOI: 10.23939/jcpee2021.02.032
M. Shpotyuk, O. Shpotyuk
A correlation ratio between a glass transition temperature Tg and average bond energy E (obtained for chalcogenide glasses in L. Tichý & H. Tichá [J. Non-Cryst. Solids, 189, 1995]) was critically analyzed in this paper. As a result, this ratio was shown to have been obtained using incorrect calculations of the average bond energy E through inappropriate application of different averaging procedures for different terms of this parameter and, therefore, it cannot be used in practice. A mathematical algorithm for calculating the average energy bonding was adjusted by the atom-averaging procedure for the both energy of the “network part of a matrix” Ec (energy of heteropolar bonds) and energy of a "residual matrix" Erm (energy of homopolar bonds), as well as considering the impossibility of forming covalent chemical bonds between cations of different type. It was stated that the linear ratio between the glass transition temperature Tg and energy bonding E can be obtained by the ratio Tg ≅ 326∙(E – 0.94) and this claim was proved for 145 typical representatives of the covalent-bonded network chalcogenide glasses (Ge-As-S/Se-type systems).
硫系玻璃的玻璃化转变温度Tg与平均键能E(的相关比值Tichý & H. tich [J]。Non-Cryst。固体,189,1995])在本文中进行了批判性分析。结果表明,该比率是通过对该参数的不同项不适当地应用不同的平均程序而对平均键能E进行不正确的计算而获得的,因此,它不能在实践中使用。在考虑不同类型阳离子之间不可能形成共价键的情况下,采用原子平均法对“矩阵的网络部分”Ec(异极键能)和“剩余矩阵”Erm(均极键能)的能量进行了调整,并对计算平均能键的数学算法进行了调整。指出玻璃化转变温度Tg与能键E之间的线性比值为Tg = 326∙(E - 0.94),并对145种典型的共价键网络硫系玻璃(Ge-As-S/ se型体系)进行了验证。
{"title":"Correlation of the glass transition temperature and average energetic connectivity in network chalcogenide glasses","authors":"M. Shpotyuk, O. Shpotyuk","doi":"10.23939/jcpee2021.02.032","DOIUrl":"https://doi.org/10.23939/jcpee2021.02.032","url":null,"abstract":"A correlation ratio between a glass transition temperature Tg and average bond energy E (obtained for chalcogenide glasses in L. Tichý & H. Tichá [J. Non-Cryst. Solids, 189, 1995]) was critically analyzed in this paper. As a result, this ratio was shown to have been obtained using incorrect calculations of the average bond energy E through inappropriate application of different averaging procedures for different terms of this parameter and, therefore, it cannot be used in practice. A mathematical algorithm for calculating the average energy bonding was adjusted by the atom-averaging procedure for the both energy of the “network part of a matrix” Ec (energy of heteropolar bonds) and energy of a \"residual matrix\" Erm (energy of homopolar bonds), as well as considering the impossibility of forming covalent chemical bonds between cations of different type. It was stated that the linear ratio between the glass transition temperature Tg and energy bonding E can be obtained by the ratio Tg ≅ 326∙(E – 0.94) and this claim was proved for 145 typical representatives of the covalent-bonded network chalcogenide glasses (Ge-As-S/Se-type systems).","PeriodicalId":325908,"journal":{"name":"Computational Problems of Electrical Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127885737","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
Criterion modelling of the process of redundancy of renewable energy sources power generation instability by electrochemical accumulators 电化学蓄能器对可再生能源发电不稳定冗余过程的准则建模
Pub Date : 2021-11-30 DOI: 10.23939/jcpee2021.02.012
P. Lezhniuk, V. Komar, O. Rubanenko
The paper analyzes the methods and ways for the redundancy of renewable energy sources (RESs) instability in electric power systems (PS). It is shown that these can be maneuverable capacities, in particular, thermal and hydropower plants, accumulators, hydrogen technologies, biogas plants. It is substantiated that, for various reasons, for the RESs to be developed and their capacity to be increased in power systems, electrochemical accumulators and highly maneuverable capacities existing in the PS are the most prepared for implementation. Mathematical models based on similarity theory and the criterion method have been developed for them. This approach is preferable due to the fact that with the minimum available information, it provides the opportunity to compare different ways of compensation of RESs generation instability, to assess their proportionality, as well as to determine the sensitivity of costs to the capacity of the redundancy methods. Criterion models which allow us to design dependences of the costs for the redundancy of RESs generation instability on the capacity of electrochemical accumulators, on the capacity of the system reserve, as well as on the capacity of power lines have been formed. Such dependencies make it possible to more reasonably choose certain methods of redundancy in accordance with the characteristics and requirements of PS.
分析了电力系统中可再生能源冗余不稳定性的处理方法和途径。它表明,这些可以是可操作的能力,特别是,热电厂和水电站,蓄能器,氢技术,沼气厂。事实证明,由于各种原因,要发展RESs并提高其在电力系统中的能力,PS中现有的电化学蓄电池和高度可操作的容量是最适合实施的。建立了基于相似理论和判据法的数学模型。这种方法是可取的,因为它提供了最少的可用信息,它提供了机会,比较不同的补偿方式发电不稳定,评估其比例,以及确定成本对冗余方法的能力的敏感性。已经形成了标准模型,使我们能够根据电化学蓄电池的容量、系统储备的容量以及电力线的容量来设计RESs发电不稳定性冗余成本的依赖性。这种依赖关系使得根据PS的特点和要求更合理地选择某些冗余方法成为可能。
{"title":"Criterion modelling of the process of redundancy of renewable energy sources power generation instability by electrochemical accumulators","authors":"P. Lezhniuk, V. Komar, O. Rubanenko","doi":"10.23939/jcpee2021.02.012","DOIUrl":"https://doi.org/10.23939/jcpee2021.02.012","url":null,"abstract":"The paper analyzes the methods and ways for the redundancy of renewable energy sources (RESs) instability in electric power systems (PS). It is shown that these can be maneuverable capacities, in particular, thermal and hydropower plants, accumulators, hydrogen technologies, biogas plants. It is substantiated that, for various reasons, for the RESs to be developed and their capacity to be increased in power systems, electrochemical accumulators and highly maneuverable capacities existing in the PS are the most prepared for implementation. Mathematical models based on similarity theory and the criterion method have been developed for them. This approach is preferable due to the fact that with the minimum available information, it provides the opportunity to compare different ways of compensation of RESs generation instability, to assess their proportionality, as well as to determine the sensitivity of costs to the capacity of the redundancy methods. Criterion models which allow us to design dependences of the costs for the redundancy of RESs generation instability on the capacity of electrochemical accumulators, on the capacity of the system reserve, as well as on the capacity of power lines have been formed. Such dependencies make it possible to more reasonably choose certain methods of redundancy in accordance with the characteristics and requirements of PS.","PeriodicalId":325908,"journal":{"name":"Computational Problems of Electrical Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130399538","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
Electrical interaction of electron-proton tandem 电子-质子串联的电相互作用
Pub Date : 2021-11-30 DOI: 10.23939/jcpee2021.02.038
Vasyl Tchaban
Based on the adapted Coulomb's law for the case of moving masses, taking into account the finite velocity of electric field propagation, differential equations of the electromechanical state of the electron-proton tandem are obtained. The real states are simulated, as well as a number of unreal transition states of electron capture by a proton into its own orbit. Cont­rary to the prohibitions of quantum physics in the field of microworld, the mathematical concept of an electro­me­chanical black hole with a radius m similar to that taking place in celestial mecha­nics has been introduced. The transients indicating the collapse of the laws of electricity and mechanics at distances r(t) < rem are simulated. A discussion has been started on this issue.
基于运动质量情况下的库仑定律,考虑电场传播速度有限,得到了电子-质子串联机电态的微分方程。模拟了真实的状态,以及质子捕获电子进入自己轨道的一些不真实的过渡状态。与量子物理学在微观世界领域的限制相反,引入了与天体力学类似的半径为m的电-机电黑洞的数学概念。模拟了电学和力学定律在距离r(t) < rem处崩溃的瞬态。关于这个问题的讨论已经开始了。
{"title":"Electrical interaction of electron-proton tandem","authors":"Vasyl Tchaban","doi":"10.23939/jcpee2021.02.038","DOIUrl":"https://doi.org/10.23939/jcpee2021.02.038","url":null,"abstract":"Based on the adapted Coulomb's law for the case of moving masses, taking into account the finite velocity of electric field propagation, differential equations of the electromechanical state of the electron-proton tandem are obtained. The real states are simulated, as well as a number of unreal transition states of electron capture by a proton into its own orbit. Cont­rary to the prohibitions of quantum physics in the field of microworld, the mathematical concept of an electro­me­chanical black hole with a radius m similar to that taking place in celestial mecha­nics has been introduced. The transients indicating the collapse of the laws of electricity and mechanics at distances r(t) < rem are simulated. A discussion has been started on this issue.","PeriodicalId":325908,"journal":{"name":"Computational Problems of Electrical Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114892543","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
Research into machine learning algorithms for the construction of mathematical models of multimodal data classification problems 多模态数据分类问题数学模型构建的机器学习算法研究
Pub Date : 2021-11-30 DOI: 10.23939/jcpee2021.02.001
N. Boyko
Currently, machine learning algorithms (ML) are increasingly integrated into everyday life. There are many areas of modern life where classification methods are already used. Methods taking into account previous predictions and errors that are calculated as a result of data integration to obtain forecasts for obtaining the classification result are investigated. A general overview of classification methods is conducted. Experiments on machine learning algorithms for multimodal data are performed. It is important to consider all the characteristics of metrics and features when using ML algorithms to predict multimodal data. The main advantages and disadvantages of Gradient Boosting, Random Forest, Logistic Regression and XGBoost algorithms are analyzed in the work.
目前,机器学习算法(ML)越来越多地融入日常生活。现代生活的许多领域都已经使用了分类方法。研究了综合以往预测和数据整合后计算的误差来获得分类结果预测的方法。对分类方法进行了概述。对多模态数据的机器学习算法进行了实验研究。在使用ML算法预测多模态数据时,考虑度量和特征的所有特征是很重要的。分析了梯度增强、随机森林、逻辑回归和XGBoost算法的主要优缺点。
{"title":"Research into machine learning algorithms for the construction of mathematical models of multimodal data classification problems","authors":"N. Boyko","doi":"10.23939/jcpee2021.02.001","DOIUrl":"https://doi.org/10.23939/jcpee2021.02.001","url":null,"abstract":"Currently, machine learning algorithms (ML) are increasingly integrated into everyday life. There are many areas of modern life where classification methods are already used. Methods taking into account previous predictions and errors that are calculated as a result of data integration to obtain forecasts for obtaining the classification result are investigated. A general overview of classification methods is conducted. Experiments on machine learning algorithms for multimodal data are performed. It is important to consider all the characteristics of metrics and features when using ML algorithms to predict multimodal data. The main advantages and disadvantages of Gradient Boosting, Random Forest, Logistic Regression and XGBoost algorithms are analyzed in the work.","PeriodicalId":325908,"journal":{"name":"Computational Problems of Electrical Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128324062","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
Sputtering rate of lead, tin and germanium tellurides with low energy argon ions 低能氩离子对碲化铅、锡和锗的溅射速率研究
Pub Date : 2021-04-25 DOI: 10.23939/jcpee2021.01.036
D. Zayachuk, Vasyl E. Slynko, A. Csík
Sputtering of PbTe, SnTe, and GeTe crystal samples by low-energy Ar+ ions are investigated, and the sputtering rate vsp of the studied compounds, as well as its dependence on both the composition of crystal matrix and the sputtering energy are determined. It is found that under the same conditions the sputtering rate in the sequence of GeTe-SnTe-PbTe telluride compounds increases when their average atomic weight increases. This phenomenon is explained by changes in the surface binding energy of metal atoms in lead, tin and germanium tellurides. It is shown that for all compounds the sputtering rate also increases with the increase in the sputtering energy. In the energy range from 160 to 550 eV,this increase is almost linear. The coefficients of change in the sputtering rate with energy dvsp/dE are calculated. The surface density of Ar+ ion-induced structures and the relative area of the sputtered surface covered by these structures are determined for the natural lateral surfaces of a PbTe crystal grown from melt by the Bridgman method as a function of sputtering energy. It is shown that both studied parameters decrease exponentially with increasing the sputtering energy.
研究了低能Ar+离子对PbTe、SnTe和GeTe晶体样品的溅射,测定了所研究化合物的溅射速率vsp及其与基体组成和溅射能量的关系。结果表明,在相同条件下,GeTe-SnTe-PbTe碲化化合物序列的溅射速率随其平均原子量的增加而增加。这种现象可以用铅、锡和碲化锗中金属原子表面结合能的变化来解释。结果表明,对于所有化合物,溅射速率也随溅射能量的增加而增加。在160至550 eV的能量范围内,这种增加几乎是线性的。计算了溅射速率随能量dvsp/dE的变化系数。用Bridgman方法测定了在熔体中生长的PbTe晶体的自然侧表面上,Ar+离子诱导结构的表面密度和这些结构所覆盖的相对溅射表面面积与溅射能量的函数关系。结果表明,随着溅射能量的增加,两个参数均呈指数递减。
{"title":"Sputtering rate of lead, tin and germanium tellurides with low energy argon ions","authors":"D. Zayachuk, Vasyl E. Slynko, A. Csík","doi":"10.23939/jcpee2021.01.036","DOIUrl":"https://doi.org/10.23939/jcpee2021.01.036","url":null,"abstract":"Sputtering of PbTe, SnTe, and GeTe crystal samples by low-energy Ar+ ions are investigated, and the sputtering rate vsp of the studied compounds, as well as its dependence on both the composition of crystal matrix and the sputtering energy are determined. It is found that under the same conditions the sputtering rate in the sequence of GeTe-SnTe-PbTe telluride compounds increases when their average atomic weight increases. This phenomenon is explained by changes in the surface binding energy of metal atoms in lead, tin and germanium tellurides. It is shown that for all compounds the sputtering rate also increases with the increase in the sputtering energy. In the energy range from 160 to 550 eV,this increase is almost linear. The coefficients of change in the sputtering rate with energy dvsp/dE are calculated. The surface density of Ar+ ion-induced structures and the relative area of the sputtered surface covered by these structures are determined for the natural lateral surfaces of a PbTe crystal grown from melt by the Bridgman method as a function of sputtering energy. It is shown that both studied parameters decrease exponentially with increasing the sputtering energy.","PeriodicalId":325908,"journal":{"name":"Computational Problems of Electrical Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123548877","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
Analysis of magnetic fields of electrical devices based on their circuit models 基于电路模型的电气器件磁场分析
Pub Date : 2021-04-25 DOI: 10.23939/jcpee2021.01.007
V. Horyachko, O. Hamola, Taras Ryzhyi
he article deals with an analysis of magnetic fields of electric machines and electromagnetic devices on the basis of their circuit mathematical models. The magnetic systems of electrical devices in these models are presented in the form of planar nonlinear magnetic circuits with lumped elements. The parameters of these elements are determined on the basis of geometric dimensions taking into account the design features of the devices and the physical parameters of the environment.
本文在电机和电磁器件电路数学模型的基础上,对它们的磁场进行了分析。在这些模型中,电气器件的磁系统以平面非线性磁路的形式表示。这些元件的参数是在几何尺寸的基础上确定的,同时考虑到设备的设计特征和环境的物理参数。
{"title":"Analysis of magnetic fields of electrical devices based on their circuit models","authors":"V. Horyachko, O. Hamola, Taras Ryzhyi","doi":"10.23939/jcpee2021.01.007","DOIUrl":"https://doi.org/10.23939/jcpee2021.01.007","url":null,"abstract":"he article deals with an analysis of magnetic fields of electric machines and electromagnetic devices on the basis of their circuit mathematical models. The magnetic systems of electrical devices in these models are presented in the form of planar nonlinear magnetic circuits with lumped elements. The parameters of these elements are determined on the basis of geometric dimensions taking into account the design features of the devices and the physical parameters of the environment.","PeriodicalId":325908,"journal":{"name":"Computational Problems of Electrical Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134133119","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
期刊
Computational Problems of Electrical Engineering
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1