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POLYNOMIAL ESTIMATION OF DATA MODEL PARAMETERS WITH NEGATIVE KURTOSIS 具有负峰度的数据模型参数的多项式估计
Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2023-10-17 DOI: 10.15588/1607-3274-2023-3-7
V. V. Chepynoha, A. V. Chepynoha, V. V. Palahin
Context. The paper focuses on the problem of estimating the center of distribution of the random component of experimental data for density models with a negative kurtosis. Objective. The goal of this research is to develop methods to improve the efficiency of polynomial estimation of parameters of experimental data with a negative kurtosis coefficient. Method. The study applies a relatively new approach to obtaining estimates for the center of the probability distribution from the results of experimental data with a stochastic component. This approach is based on polynomial estimation methods that rely on the mathematical apparatus of Kunchenko's stochastic polynomials and the description of random variables by higher-order statistics (moments or cumulants). A number of probability density distributions with a negative kurtosis coefficient are used as models of the random component. As a measure of efficiency, the ratio of variance of the estimates for the center of the distribution found using polynomial and classical methods based on the parameter of amount of information obtained is used. The relative accuracy of polynomial estimates in comparison with the estimates of the mean, median and quantile estimates (center of curvature) is researched using the Monte Carlo method for multiple tests. Results. Polynomial methods for estimating the distribution center parameter for data models of probability distribution density with a negative kurtosis coefficient have been constructed. Conclusions. The research carried out in this paper confirms the potentially high efficiency of polynomial estimates of the coordinates of the center of the experimental data, which are adequately described by model distributions with a negative kurtosis. Statistical modeling has confirmed the effectiveness of the obtained estimates in comparison with the known non-parametric estimates based on the statistics of the mean, median, and quantile, even with small sample sizes.
上下文。本文主要研究具有负峰度的密度模型的实验数据随机分量的中心分布估计问题。 目标。本研究的目的是开发提高对具有负峰度系数的实验数据参数的多项式估计效率的方法。 方法。该研究采用了一种相对较新的方法,从实验数据的结果中获得随机分量的概率分布中心的估计。该方法基于多项式估计方法,该方法依赖于昆琴科随机多项式的数学装置和高阶统计量(矩量或累积量)对随机变量的描述。许多具有负峰度系数的概率密度分布被用作随机分量的模型。 作为效率的度量,使用基于获得的信息量参数的多项式和经典方法得到的分布中心估计的方差之比。 利用蒙特卡罗方法研究了多项式估计与均值、中位数和分位数(曲率中心)估计的相对精度。 结果。对于具有负峰度系数的概率分布密度数据模型,构造了估计分布中心参数的多项式方法。 结论。本文的研究证实了实验数据中心坐标的多项式估计可能具有很高的效率,这是由具有负峰度的模型分布充分描述的。统计建模证实了与已知的基于平均值、中位数和分位数统计的非参数估计相比,即使在小样本量下,所获得的估计也是有效的。
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 Objective. The goal of this research is to develop methods to improve the efficiency of polynomial estimation of parameters of experimental data with a negative kurtosis coefficient.
 Method. The study applies a relatively new approach to obtaining estimates for the center of the probability distribution from the results of experimental data with a stochastic component. This approach is based on polynomial estimation methods that rely on the mathematical apparatus of Kunchenko's stochastic polynomials and the description of random variables by higher-order statistics (moments or cumulants). A number of probability density distributions with a negative kurtosis coefficient are used as models of the random component.
 As a measure of efficiency, the ratio of variance of the estimates for the center of the distribution found using polynomial and classical methods based on the parameter of amount of information obtained is used.
 The relative accuracy of polynomial estimates in comparison with the estimates of the mean, median and quantile estimates (center of curvature) is researched using the Monte Carlo method for multiple tests.
 Results. Polynomial methods for estimating the distribution center parameter for data models of probability distribution density with a negative kurtosis coefficient have been constructed.
 Conclusions. The research carried out in this paper confirms the potentially high efficiency of polynomial estimates of the coordinates of the center of the experimental data, which are adequately described by model distributions with a negative kurtosis. Statistical modeling has confirmed the effectiveness of the obtained estimates in comparison with the known non-parametric estimates based on the statistics of the mean, median, and quantile, even with small sample sizes.","PeriodicalId":43783,"journal":{"name":"Radio Electronics Computer Science Control","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136038643","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
USING ESP32 MICROCONTROLLER FOR PHYSICAL SIMULATION OF THE WIRELESS REMOTE CONTROL MODEM 采用esp32单片机对无线遥控调制解调器进行物理仿真
Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2023-10-14 DOI: 10.15588/1607-3274-2023-3-20
T. A. Vakaliuk, O. V. Andreiev, T. M. Nikitchuk, V.V. Osadchyi, O. F. Dubyna
Context. Due to the need for practical implementation of the theoretical provisions of the proposed method of the wireless transmission of the commands for controlling a moving object in conditions of intentional interference. Objective of the work is a practical verification of the possibility of using a phase-pulse modulation of the linear-frequencymodulated signal for transmission a control commands through physical modeling using microcontrollers. Method. Analytical calculations of the change in time of the voltage at the input and output of the device for optimal processing of the linear frequency-modulated signal were carried out exclusively using the computing capabilities of the microcontroller. The graphs of changes in time of the relevant parameters were built with the help of Excel using the data output to the monitor of the serial port of the Arduino IDE software environment. A digital oscilloscope with a USB host was used to monitor the operation of a wireless modem to transmit control commands to a moving object. Results. Analytical calculations and physical modeling using a modern microcontroller proved the operability of the lowfrequency part the wireless remote control modem with using phase-pulse modulation of the linear frequency-modulated signal. Conclusions. The possibility of using phase-pulse modulation of the linear-frequency modulated signal for the transmission of control commands is considered. This method of transmitting the information component, unlike the existing methods, does not require changing the parameters of the linear frequency modulated signal. The use in the receiver of optimal processing of a linearfrequency-modulated signal of sufficiently big base will allow of the wireless transmission of the commands for controlling a moving object in conditions of the intentional interference. The use of modern microcontrollers made it possible to conduct a practical test of the functionality of the low-frequency part the wireless remote control modem with phase-pulse modulation of the linear-frequency modulated signal through physical modeling.
上下文。由于实际实施理论规定的需要,所提出的无线传输命令的方法用于在故意干扰条件下控制移动物体。 该工作的目的是实际验证使用线性调频信号的相位脉冲调制的可能性,通过使用微控制器的物理建模来传输控制命令。 方法。为了优化线性调频信号的处理,对器件输入和输出电压的时间变化进行了分析计算,并利用微控制器的计算能力进行了专门的计算。将数据输出到Arduino IDE软件环境的串口监视器,借助Excel绘制相关参数的时间变化率图。使用带USB主机的数字示波器监测无线调制解调器向移动物体发送控制命令的操作。 结果。利用现代单片机进行分析计算和物理建模,验证了无线遥控modem低频部分采用线性调频信号的相位脉冲调制的可操作性。 结论。考虑了用线性调频信号的相位脉冲调制来传输控制命令的可能性。这种传输信息分量的方法,与现有的方法不同,不需要改变线性调频信号的参数。在接收机中使用足够大基数的线性调频信号的最佳处理将允许在有意干扰的条件下无线传输用于控制移动物体的命令。现代微控制器的使用使得通过物理建模对线性-频率调制信号进行相位脉冲调制的无线遥控调制解调器的低频部分的功能进行实际测试成为可能。
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 Objective of the work is a practical verification of the possibility of using a phase-pulse modulation of the linear-frequencymodulated signal for transmission a control commands through physical modeling using microcontrollers.
 Method. Analytical calculations of the change in time of the voltage at the input and output of the device for optimal processing of the linear frequency-modulated signal were carried out exclusively using the computing capabilities of the microcontroller. The graphs of changes in time of the relevant parameters were built with the help of Excel using the data output to the monitor of the serial port of the Arduino IDE software environment. A digital oscilloscope with a USB host was used to monitor the operation of a wireless modem to transmit control commands to a moving object.
 Results. Analytical calculations and physical modeling using a modern microcontroller proved the operability of the lowfrequency part the wireless remote control modem with using phase-pulse modulation of the linear frequency-modulated signal.
 Conclusions. The possibility of using phase-pulse modulation of the linear-frequency modulated signal for the transmission of control commands is considered. This method of transmitting the information component, unlike the existing methods, does not require changing the parameters of the linear frequency modulated signal. The use in the receiver of optimal processing of a linearfrequency-modulated signal of sufficiently big base will allow of the wireless transmission of the commands for controlling a moving object in conditions of the intentional interference. The use of modern microcontrollers made it possible to conduct a practical test of the functionality of the low-frequency part the wireless remote control modem with phase-pulse modulation of the linear-frequency modulated signal through physical modeling.","PeriodicalId":43783,"journal":{"name":"Radio Electronics Computer Science Control","volume":"234 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135803327","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
IMPROVED MULTI-OBJECTIVE OPTIMIZATION IN BUSINESS PROCESS MANAGEMENT USING R-NSGA-II 使用r-nsga-ii改进了业务流程管理中的多目标优化
Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2023-10-14 DOI: 10.15588/1607-3274-2023-3-18
V. O. Filatov, M. A. Yerokhin
Context. Business process management is a critical component in contemporary organizations for maintaining efficiency and achieving operational objectives. Optimization of these processes in terms of time and cost can lead to significant improvements in overall business performance. However, traditional optimization techniques often face challenges in handling multi-objective problems with a known time-cost trade-off, necessitating more effective solutions. The integration of a business process model and notation for a stochastic process simulation provides a robust foundation for analyzing these business processes and complies with stateof-the-art business process management. In prior studies, we applied several heuristic algorithms, including the evolutionary NSGAII, to find a Pareto-optimal set of solutions. We defined a solution as a pair of cost and time associated with a specific resource allocation. For one of the selected processes, the performance of NSGA-II was subpar compared to other techniques. Objective. The goal of this study is to improve upon the NSGA-II’s performance and, in turn, enhance the efficiency of multiobjective business process optimization. Specifically, we aim to incorporate reference points into NSGA-II. Our goal is to identify an optimized set of solutions that represent a trade-off between process execution time and the associated cost. We expect this set to have a higher spread and other quality metrics, compared to the prior outputs. Method. To accomplish our objective, we adopted a two-step approach. Firstly, we modified the original genetic algorithm by selecting and integrating the reference points that served to guide the search towards the Pareto-optimal front. This integration was designed to enhance the exploration and exploitation capabilities of the algorithm. Secondly, we employed the improved algorithm, namely R-NSGA-II, in the stochastic simulations of the business processes. The BPMN provided the input for these simulations, wherein we altered the resource allocation to observe the impact on process time and cost. Results. Our experimental results demonstrated that the R-NSGA-II significantly outperformed the original NSGA-II algorithm for the given process model, derived from the event log. The modified algorithm was able to identify a wider and more diverse Pareto-optimal front, thus providing a more comprehensive set of optimal solutions concerning cost and time. Conclusions. The study confirmed and underscored the potential of integrating the reference points into NSGA-II for optimizing business processes. The improved performance of R-NSGA-II, evident from the better Pareto-optimal front it identified, highlights its efficacy in multi-objective optimization problems, as well as the simplicity of the reference-based approaches in the scope of BPM. Our research poses the direction for the further exploration of the heuristics to improve the outcomes of the optimization tec
上下文。业务流程管理是当代组织中保持效率和实现操作目标的关键组件。在时间和成本方面对这些流程进行优化可以显著改善整体业务绩效。然而,传统的优化技术在处理具有已知时间成本权衡的多目标问题时往往面临挑战,需要更有效的解决方案。业务流程模型和随机流程模拟符号的集成为分析这些业务流程提供了坚实的基础,并符合最先进的业务流程管理。在之前的研究中,我们使用了几种启发式算法,包括进化NSGAII,来寻找帕累托最优解集。我们将解决方案定义为与特定资源分配相关的一对成本和时间。对于其中一种选择的工艺,NSGA-II的性能低于其他工艺。 目标。本研究的目的是改善NSGA-II的性能,进而提高多目标业务流程优化的效率。具体来说,我们的目标是将参考点纳入NSGA-II。我们的目标是确定一组优化的解决方案,这些解决方案代表流程执行时间和相关成本之间的权衡。与之前的输出相比,我们希望这一组具有更高的传播和其他质量指标。 方法。为了实现我们的目标,我们采取了两步走的方法。首先,对原有的遗传算法进行改进,选择并积分用于引导搜索到帕累托最优前沿的参考点;这种集成旨在增强算法的探索和开发能力。其次,我们将改进后的R-NSGA-II算法应用于业务流程的随机模拟中。BPMN为这些模拟提供了输入,其中我们改变了资源分配,以观察对流程时间和成本的影响。 结果。我们的实验结果表明,对于给定的过程模型,R-NSGA-II显著优于原始NSGA-II算法,该算法源自事件日志。改进后的算法能够识别更广泛、更多样化的帕累托最优前沿,从而提供更全面的考虑成本和时间的最优解集。 结论。该研究证实并强调了将参考点集成到NSGA-II中以优化业务流程的潜力。R-NSGA-II的改进性能,从它识别的更好的帕累托最优前沿可以看出,突出了它在多目标优化问题中的有效性,以及在BPM范围内基于参考的方法的简单性。我们的研究为进一步探索启发式方法以改善优化技术的结果或其执行性能提供了方向。
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 Objective. The goal of this study is to improve upon the NSGA-II’s performance and, in turn, enhance the efficiency of multiobjective business process optimization. Specifically, we aim to incorporate reference points into NSGA-II. Our goal is to identify an optimized set of solutions that represent a trade-off between process execution time and the associated cost. We expect this set to have a higher spread and other quality metrics, compared to the prior outputs.
 Method. To accomplish our objective, we adopted a two-step approach. Firstly, we modified the original genetic algorithm by selecting and integrating the reference points that served to guide the search towards the Pareto-optimal front. This integration was designed to enhance the exploration and exploitation capabilities of the algorithm. Secondly, we employed the improved algorithm, namely R-NSGA-II, in the stochastic simulations of the business processes. The BPMN provided the input for these simulations, wherein we altered the resource allocation to observe the impact on process time and cost.
 Results. Our experimental results demonstrated that the R-NSGA-II significantly outperformed the original NSGA-II algorithm for the given process model, derived from the event log. The modified algorithm was able to identify a wider and more diverse Pareto-optimal front, thus providing a more comprehensive set of optimal solutions concerning cost and time.
 Conclusions. The study confirmed and underscored the potential of integrating the reference points into NSGA-II for optimizing business processes. The improved performance of R-NSGA-II, evident from the better Pareto-optimal front it identified, highlights its efficacy in multi-objective optimization problems, as well as the simplicity of the reference-based approaches in the scope of BPM. Our research poses the direction for the further exploration of the heuristics to improve the outcomes of the optimization tec","PeriodicalId":43783,"journal":{"name":"Radio Electronics Computer Science Control","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135803329","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
APPLICATION OF BLOW-UP THEORY TO DETERMINE THE SERVICE LIFE OF SMALL-SERIES AND SINGLE ITEMS 应用爆破理论确定小系列和单品的使用寿命
Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2023-10-14 DOI: 10.15588/1607-3274-2023-3-19
V. V. Nahornyi
Context. The actual task of developing a method for determining the service life of small-series and single items based on the blow-up modes theory has been solved. Objective. Application of the blow-up theory in conditions where there are no statistical data on the dynamics of behaviour during the operation of small-series and single items. Method. To determine the service life of a particular product manufactured in large series, information obtained for a set of similar products of the same type is used. This information is based on numerous experiments, mathematical statistics and probability theory. When operating small-series and single items, such information is not available. In this case, it is necessary to determine the individual resource of an individual product based on the results of an analysis of its behaviour in the past. The method presented in the article is based on the application for such an analysis of the method used when considering systems operating in blow-up mode. The essence of the technique is to extract the periodic component from the temporal realization of the control parameter. This component is modelled by a Fourier series consisting of log-periodic functions. The main coefficients of these functions are the time equal to the operating time of the product until the end of its service life. Results. The method under consideration has been successfully tested in determining the service life of the transport-dumping bridge, related to products that are actually single items. Conclusions. An analysis of the experimental data on the behaviour of the load-bearing elements of a transport-dump bridge confirms the assumption about the behaviour of the bridge structure as a system operating in a blow-up mode. This made it possible to determine in advance the service life of the power units of the bridge and obtain the result directly in units of time, without requiring information about the maximum permissible value of the controlled parameter to obtain this information. For the first time, the possibility is shown to consider the behaviour of small-series and single items as dynamic systems operating in a blow-up mode. Practical significance. A solution to the topical problem of determining the service life of small-series and single items is proposed.
上下文。解决了基于爆破模态理论确定小系列和单件使用寿命方法的实际任务。 目标。爆破理论在没有统计数据的情况下在小系列和单项目运行过程中行为动力学的应用。 方法。为了确定大批量生产的特定产品的使用寿命,使用了一组相同类型的类似产品的信息。这些信息是基于大量的实验、数理统计和概率论。当操作小系列和单项目时,这些信息是不可用的。在这种情况下,有必要根据对其过去行为的分析结果确定单个产品的单个资源。本文中提出的方法是基于在考虑在爆破模式下运行的系统时所使用的方法的这种分析的应用。该技术的核心是从控制参数的时间实现中提取周期分量。该分量由由对数周期函数组成的傅立叶级数建模。这些函数的主要系数是等于产品使用寿命结束前的工作时间。 结果。所考虑的方法已成功地用于确定运输-倾倒桥的使用寿命,涉及的产品实际上是单个项目。结论。对运输-倾卸桥承载构件性能的实验数据分析证实了桥梁结构作为一个爆破模式下运行的系统的性能假设。这使得提前确定桥架动力单元的使用寿命成为可能,并直接以时间为单位获得结果,而不需要获得有关被控参数的最大允许值的信息来获得该信息。第一次证明了将小系列和单个项目的行为考虑为在爆炸模式下运行的动态系统的可能性。现实意义。针对小系列、单项目使用寿命确定的热点问题,提出了一种解决方案。
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 Objective. Application of the blow-up theory in conditions where there are no statistical data on the dynamics of behaviour during the operation of small-series and single items.
 Method. To determine the service life of a particular product manufactured in large series, information obtained for a set of similar products of the same type is used. This information is based on numerous experiments, mathematical statistics and probability theory. When operating small-series and single items, such information is not available. In this case, it is necessary to determine the individual resource of an individual product based on the results of an analysis of its behaviour in the past. The method presented in the article is based on the application for such an analysis of the method used when considering systems operating in blow-up mode. The essence of the technique is to extract the periodic component from the temporal realization of the control parameter. This component is modelled by a Fourier series consisting of log-periodic functions. The main coefficients of these functions are the time equal to the operating time of the product until the end of its service life.
 Results. The method under consideration has been successfully tested in determining the service life of the transport-dumping bridge, related to products that are actually single items.
 Conclusions. An analysis of the experimental data on the behaviour of the load-bearing elements of a transport-dump bridge confirms the assumption about the behaviour of the bridge structure as a system operating in a blow-up mode. This made it possible to determine in advance the service life of the power units of the bridge and obtain the result directly in units of time, without requiring information about the maximum permissible value of the controlled parameter to obtain this information.
 For the first time, the possibility is shown to consider the behaviour of small-series and single items as dynamic systems operating in a blow-up mode.
 Practical significance. A solution to the topical problem of determining the service life of small-series and single items is proposed.","PeriodicalId":43783,"journal":{"name":"Radio Electronics Computer Science Control","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135803328","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
MODIFIED GENETIC ALGORITHM APPROACH FOR SOLVING THE TWO-STAGE LOCATION PROBLEM 求解两阶段定位问题的改进遗传算法
Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2023-10-13 DOI: 10.15588/1607-3274-2023-3-16
O. S. Serhieiev, S. A. Us
Context. Optimization of logistics processes is one of the important tasks of supply chain management in various fields, including medicine. Effective coordination in medical logistics is essential to ensure public health and prosperity. This is especially essential during global emergencies when the rapid and efficient distribution of medicines is critical. In addition, professional logistics management is critical to delivering humanitarian aid, where the timely transportation of medical supplies and resources can be lifesaving. The most advanced technologies and algorithms are being used to improve medical logistics processes. This paper considers modifying the genetic algorithm for solving the two-stage location problem in supply chain management in the distribution of medicines and medical equipment. Objective. The work aims to build a model and develop an algorithm for solving a two-stage location problem in the context of the medical logistics problem with further analysis of their applications and performance. Method. We propose to use a genetic algorithm to solve a two-stage logistics problem. The peculiarities of this algorithm are the modification of evaluation procedures and the use of mixed mutation, which allows for solving the problem effectively, considering irregularities in the statement regarding the subject – the limits on the centers’ location at several stages of the logistic process. Results. The paper deals with a two-stage location problem with constraints on the maximum number of centers. Considering the specific requirements of medical logistics in the transportation context of medicines and medical equipment, a mathematical model and modification of the genetic algorithm are proposed. The developed algorithm is tested on model tasks and can produce effective solutions for problems ranging in size from 25 to 1000. The solution process takes longer for larger problems with dimensions from 1001 to 2035. Additionally, the influence of increasing the maximum generations number on the time of execution is investigated. When the maximum generation value increases from 50 to 100 and from 100 to 150 generations, the algorithm’s execution time increases by 45.69% and 51.68%, respectively. 73% of the total execution time is dedicated to the evaluation procedure. The algorithm is applied to the medical logistics problem in the Dnipropetrovsk region (Ukraine). An efficient solution is obtained within an acceptable execution time. Conclusions. A mathematical model for a two-stage location problem in the context of medical logistics is introduced. It considers the peculiarities of the medical field. A solution algorithm based on a genetic approach is developed and applied to the medical logistics problem. The algorithm has been tested on model tasks of varying sizes, with a comprehensive analysis conducted on the correlation between the problem size and the algorithm’s running time. In addition, it is investig
上下文。物流过程的优化是包括医药在内的各个领域供应链管理的重要任务之一。医疗后勤的有效协调对保障公众健康和繁荣至关重要。这在全球紧急情况下尤其重要,因为迅速和有效地分发药物至关重要。此外,专业后勤管理对于提供人道主义援助至关重要,及时运输医疗用品和资源可以挽救生命。最先进的技术和算法被用于改善医疗后勤流程。本文考虑对遗传算法进行改进,以解决药品和医疗设备配送供应链管理中的两阶段定位问题。 目标。本工作旨在建立医疗后勤问题背景下的两阶段定位问题的模型和算法,并进一步分析其应用和性能。 方法。我们建议使用遗传算法来解决一个两阶段物流问题。该算法的特点是对评估程序的修改和混合突变的使用,这允许有效地解决问题,考虑到关于主题的陈述中的不规则性-在物流过程的几个阶段对中心位置的限制。 结果。本文研究了一个有最大中心数约束的两阶段定位问题。针对药品和医疗设备运输环境下医疗物流的具体要求,提出了一种数学模型,并对遗传算法进行了改进。所开发的算法在模型任务上进行了测试,可以为规模从25到1000不等的问题产生有效的解决方案。对于维度从1001到2035的较大问题,解决过程需要更长时间。此外,还研究了增加最大代数对执行时间的影响。当最大生成值从50代增加到100代和从100代增加到150代时,算法的执行时间分别增加了45.69%和51.68%。总执行时间的73%用于评估过程。该算法应用于第聂伯罗彼得罗夫斯克地区(乌克兰)的医疗物流问题。在可接受的执行时间内获得有效的解决方案。 结论。介绍了医疗物流中两阶段定位问题的数学模型。它考虑了医学领域的特殊性。提出了一种基于遗传方法的求解算法,并将其应用于医疗物流问题。在不同规模的模型任务上对算法进行了测试,全面分析了问题规模与算法运行时间的相关性。此外,还研究了最大代数对算法执行时间的影响。研究了遗传算法研究的各个阶段对算法整体有效性的作用。计算结果表明,所提出的数学模型和算法具有较高的效率和广泛的应用前景。该方法具有较高的性能和可靠性。
{"title":"MODIFIED GENETIC ALGORITHM APPROACH FOR SOLVING THE TWO-STAGE LOCATION PROBLEM","authors":"O. S. Serhieiev, S. A. Us","doi":"10.15588/1607-3274-2023-3-16","DOIUrl":"https://doi.org/10.15588/1607-3274-2023-3-16","url":null,"abstract":"Context. Optimization of logistics processes is one of the important tasks of supply chain management in various fields, including medicine. Effective coordination in medical logistics is essential to ensure public health and prosperity. This is especially essential during global emergencies when the rapid and efficient distribution of medicines is critical. In addition, professional logistics management is critical to delivering humanitarian aid, where the timely transportation of medical supplies and resources can be lifesaving. The most advanced technologies and algorithms are being used to improve medical logistics processes. This paper considers modifying the genetic algorithm for solving the two-stage location problem in supply chain management in the distribution of medicines and medical equipment.
 Objective. The work aims to build a model and develop an algorithm for solving a two-stage location problem in the context of the medical logistics problem with further analysis of their applications and performance.
 Method. We propose to use a genetic algorithm to solve a two-stage logistics problem. The peculiarities of this algorithm are the modification of evaluation procedures and the use of mixed mutation, which allows for solving the problem effectively, considering irregularities in the statement regarding the subject – the limits on the centers’ location at several stages of the logistic process.
 Results. The paper deals with a two-stage location problem with constraints on the maximum number of centers. Considering the specific requirements of medical logistics in the transportation context of medicines and medical equipment, a mathematical model and modification of the genetic algorithm are proposed. The developed algorithm is tested on model tasks and can produce effective solutions for problems ranging in size from 25 to 1000. The solution process takes longer for larger problems with dimensions from 1001 to 2035. Additionally, the influence of increasing the maximum generations number on the time of execution is investigated. When the maximum generation value increases from 50 to 100 and from 100 to 150 generations, the algorithm’s execution time increases by 45.69% and 51.68%, respectively. 73% of the total execution time is dedicated to the evaluation procedure. The algorithm is applied to the medical logistics problem in the Dnipropetrovsk region (Ukraine). An efficient solution is obtained within an acceptable execution time.
 Conclusions. A mathematical model for a two-stage location problem in the context of medical logistics is introduced. It considers the peculiarities of the medical field. A solution algorithm based on a genetic approach is developed and applied to the medical logistics problem. The algorithm has been tested on model tasks of varying sizes, with a comprehensive analysis conducted on the correlation between the problem size and the algorithm’s running time. In addition, it is investig","PeriodicalId":43783,"journal":{"name":"Radio Electronics Computer Science Control","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135922788","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
ON THE RECURSIVE ALGORITHM FOR SOLVING THE TRAVELING SALESMAN PROBLEM ON THE BASIS OF THE DATA FLOW OPTIMIZATION METHOD 基于数据流优化方法求解旅行商问题的递归算法
Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2023-10-13 DOI: 10.15588/1607-3274-2023-3-14
E. V. Ivohin, V. V. Gavrylenko, K. E. Ivohina
Context. The article considers a technique for the sequential application of flow schemes for distributing a homogeneous resource for solving the traveling salesman problem, which is formulated as the problem of finding a route to visit a given number of cities without repetitions with a minimum duration of movement. The task of formalizing the algorithm for solving the traveling salesman problem by the method of streaming resource distribution using the backtracking scheme is posed. The use of Orlin’s method to optimize the flow distribution on the graph is proposed. Objective. The goal of the work is to develop an algorithm for solving the traveling salesman problem based on the implementation of the method of streaming resource distribution and the backtracking scheme with the minimum duration of movement along the route. Method. This paper proposes a method for solving the traveling salesman problem by the method of streaming resource distribution with the backtracking scheme. A scheme for formalizing the procedure for solving the traveling salesman problem with the minimum duration of movement along the route is described. A variant of accelerating the speed of the developed algorithm is proposed, which consists in using a greedy technique in the procedure for selecting route sections: planning each subsequent stage of movement is determined based on the choice of the fastest direction of movement. The results of the proposed algorithm for calculating solutions to the traveling salesman problem with minimization of the duration of movement are presented, the obtained solutions are compared with the solutions found by other exact and heuristic methods. Results. The method for solving the traveling salesman problem using the method of streaming resource allocation and using the backtracking scheme is developed. A variant of accelerating the speed of the developed algorithm is proposed, which consists in using a greedy technique in the procedure for selecting route sections: planning each subsequent stage of movement is determined based on the choice of the fastest direction of movement. The application of the greedy approach makes it possible to obtain a constructive scheme for solving the traveling salesman problem. The results of the proposed algorithm for calculating solutions to the traveling salesman problem with minimization of the duration of movement are presented, the obtained solutions are compared with the solutions found by other exact and heuristic methods. Conclusions. The paper considers a method for formalizing the algorithm for solving the traveling salesman problem using the method of streaming resource allocation and the backtracking scheme. The use of Orlin’s method to optimize the flow distribution on the graph is proposed. The scheme of formalization of the procedure for using the method with the implementation of the backtracking scheme for solving the traveling salesman problem with the minimum d
上下文。本文考虑了一种顺序应用流方案的技术,用于分配同质资源,以解决旅行推销员问题,该问题被表述为寻找一条路线访问给定数量的城市,没有重复,运动时间最短的问题。提出了一种基于回溯的流资源分配方法求解旅行商问题的形式化算法。提出了利用Orlin方法在图上优化流量分布的方法。 目标。本工作的目标是开发一种基于实现流资源分配方法和沿路线移动时间最短的回溯方案的求解旅行商问题的算法。 方法。本文提出了一种基于回溯方案的流资源分配方法来解决旅行商问题。描述了一种形式化求解路线上运动时间最小的旅行商问题的程序的方案。提出了一种提高算法速度的方法,即在路段选择过程中采用贪心技术,根据选择最快的移动方向来确定后续各阶段的运动规划。给出了该算法求解运动时间最小的旅行商问题的结果,并将所得解与其他精确启发式方法的解进行了比较。 结果。提出了利用流资源分配方法和回溯方法求解旅行商问题的方法。提出了一种提高算法速度的方法,即在路段选择过程中采用贪心技术,根据选择最快的移动方向来确定后续各阶段的运动规划。贪心方法的应用使得得到求解旅行商问题的构造方案成为可能。给出了该算法求解运动时间最小的旅行商问题的结果,并将所得解与其他精确启发式方法的解进行了比较。 结论。本文提出了一种利用流资源分配方法和回溯方案形式化求解旅行商问题的算法。提出了利用Orlin方法在图上优化流量分布的方法。简要描述了用该方法求解路线上运动时间最短的旅行商问题的程序的形式化方案和回溯方案的实现。提出了一种提高算法速度的方法。
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 Objective. The goal of the work is to develop an algorithm for solving the traveling salesman problem based on the implementation of the method of streaming resource distribution and the backtracking scheme with the minimum duration of movement along the route.
 Method. This paper proposes a method for solving the traveling salesman problem by the method of streaming resource distribution with the backtracking scheme. A scheme for formalizing the procedure for solving the traveling salesman problem with the minimum duration of movement along the route is described. A variant of accelerating the speed of the developed algorithm is proposed, which consists in using a greedy technique in the procedure for selecting route sections: planning each subsequent stage of movement is determined based on the choice of the fastest direction of movement. The results of the proposed algorithm for calculating solutions to the traveling salesman problem with minimization of the duration of movement are presented, the obtained solutions are compared with the solutions found by other exact and heuristic methods.
 Results. The method for solving the traveling salesman problem using the method of streaming resource allocation and using the backtracking scheme is developed. A variant of accelerating the speed of the developed algorithm is proposed, which consists in using a greedy technique in the procedure for selecting route sections: planning each subsequent stage of movement is determined based on the choice of the fastest direction of movement. The application of the greedy approach makes it possible to obtain a constructive scheme for solving the traveling salesman problem. The results of the proposed algorithm for calculating solutions to the traveling salesman problem with minimization of the duration of movement are presented, the obtained solutions are compared with the solutions found by other exact and heuristic methods.
 Conclusions. The paper considers a method for formalizing the algorithm for solving the traveling salesman problem using the method of streaming resource allocation and the backtracking scheme. The use of Orlin’s method to optimize the flow distribution on the graph is proposed. The scheme of formalization of the procedure for using the method with the implementation of the backtracking scheme for solving the traveling salesman problem with the minimum d","PeriodicalId":43783,"journal":{"name":"Radio Electronics Computer Science Control","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135923800","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
TEST GRAPH-SCHEMES OF THE ALGORITHMS OF FINITE STATE MACHINES WORK FOR ASSESSING THE EFFICIENCY OF AUTOMATED SYNTHESIS IN XILINX VIVADO CAD 有限状态机算法的测试图方案可用于评估xilinx vivado cad中自动合成的效率
Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2023-10-13 DOI: 10.15588/1607-3274-2023-3-12
A. A. Barkalov, L. A. Titarenko, R. M. Babakov
Context. The problem of evaluating the effectiveness of the automated design of a microprogram finite state machine with the operational transformation of state codes using Xilinx Vivado CAD is considered. The object of the research was graph-schemes of control algorithms implemented by finite state machine and able to prove the effectiveness of the principle of operational transformation of state codes in comparison with standard synthesis methods built into the CAD, in the context of hardware expenses optimization. Objective. Development and research of graph-schemes of control algorithms in order to substantiate the effectiveness of the application of structure of the finite state machine with datapath of transitions in comparison with the built-in methods of synthesizing finite state machines in Xilinx Vivado CAD in the basis of programmable logic devices. Method. The research is based on the hypothetical assumption that the Xilinx Vivado CAD has built-in methods of automated design of the circuit of a finite state machine, the effectiveness of which, according to the criterion of hardware expenses, exceeds other known methods of optimizing hardware expenses in the finite state machine circuit. In order to refute this hypothesis, it is proposed to prove that in some cases known methods of hardware expenses optimization in the finite state machine circuit are more effective in comparison with the methods built into CAD. In this work, as a well-known optimization method, the method of operational transformation of state codes, which corresponds to the structure of a finite state machine with datapath of transitions, is chosen. The effectiveness of this method is demonstrated on the example of several test graph-schemes of algorithms, the structure of which is abstract and artificially adapted to the chosen optimization method. The adaptation of the selected graph-schemes of the algorithms consists in the fact that a relatively small number of transition operations is required for their implementation with the help of a finite state machine with datapath of transitions. This contributes to the simplification of the circuit of the finite state machine and the reduction of hardware costs for its implementation. At the same time, the test graph-schemes of the algorithms have the possibility of scaling, which allows to automate the construction of VHDL models of the corresponding finite state machines for graph-schemes of different sizes and to evaluate the optimization of hardware expenses for finite state machines of different complexity. Results. Using the example of several graph-schemes of algorithms, it is demonstrated that in some cases none of the finite state machine synthesis methods built into the Xilinx Vivado CAD is able to surpass the method of operational transformation of state codes according to the criterion of hardware expenses for the implementation of a finite state machine circuit. At the same time, a several-
上下文。研究了用Xilinx Vivado CAD对状态码进行操作转换的微程序有限状态机自动化设计的有效性评价问题。研究对象是有限状态机实现的控制算法的图形方案,在硬件费用优化的背景下,与CAD内置的标准综合方法相比,能够证明状态码的操作转换原理的有效性。 目标。开发和研究控制算法的图形方案,以验证基于转换数据路径的有限状态机结构与Xilinx Vivado CAD中基于可编程逻辑器件的内建有限状态机综合方法应用的有效性。 方法。本研究基于以下假设:Xilinx Vivado CAD内置了有限状态机电路的自动化设计方法,根据硬件费用标准,其有效性超过了其他已知的有限状态机电路硬件费用优化方法。为了反驳这一假设,提出证明在某些情况下,有限状态机电路中已知的硬件费用优化方法比CAD内置的方法更有效。本文选择了一种众所周知的优化方法——状态码的操作变换方法,该方法对应于具有转换数据路径的有限状态机结构。通过几种算法的测试图方案的实例验证了该方法的有效性,这些图方案的结构是抽象的,人为地适应所选择的优化方法。所选择的算法图方案的适应性在于,在具有转换数据路径的有限状态机的帮助下,实现这些算法所需的转换操作相对较少。这有助于简化有限状态机的电路,降低其实现的硬件成本。同时,该算法的测试图方案具有可伸缩的可能性,可以针对不同大小的图方案自动构建相应有限状态机的VHDL模型,并对不同复杂度的有限状态机的硬件费用优化进行评估。 结果。通过几种算法图方案的实例,证明了在某些情况下,Xilinx Vivado CAD中内置的有限状态机综合方法都不能超过按照实现有限状态机电路的硬件费用标准进行状态码运算变换的方法。同时,硬件费用可提高数倍,表明在一定条件下使用该方法的方便性。对于所考虑的和其他已知的优化方法,这些条件的正式定义是一个单独的未解决的科学问题。 结论。所进行的实验证实,在某些情况下,与使用Xilinx Vivado CAD中包含的有限状态机综合方法相比,已知的有限状态机综合方法允许以更低的硬件费用获得电路。这证明了在有限状态机电路中使用现有的和正在开发的新的硬件费用优化方法的普遍便利性,以及数字自动机综合理论作为科学方向的当前相关性。
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 Objective. Development and research of graph-schemes of control algorithms in order to substantiate the effectiveness of the application of structure of the finite state machine with datapath of transitions in comparison with the built-in methods of synthesizing finite state machines in Xilinx Vivado CAD in the basis of programmable logic devices.
 Method. The research is based on the hypothetical assumption that the Xilinx Vivado CAD has built-in methods of automated design of the circuit of a finite state machine, the effectiveness of which, according to the criterion of hardware expenses, exceeds other known methods of optimizing hardware expenses in the finite state machine circuit. In order to refute this hypothesis, it is proposed to prove that in some cases known methods of hardware expenses optimization in the finite state machine circuit are more effective in comparison with the methods built into CAD. In this work, as a well-known optimization method, the method of operational transformation of state codes, which corresponds to the structure of a finite state machine with datapath of transitions, is chosen. The effectiveness of this method is demonstrated on the example of several test graph-schemes of algorithms, the structure of which is abstract and artificially adapted to the chosen optimization method. The adaptation of the selected graph-schemes of the algorithms consists in the fact that a relatively small number of transition operations is required for their implementation with the help of a finite state machine with datapath of transitions. This contributes to the simplification of the circuit of the finite state machine and the reduction of hardware costs for its implementation. At the same time, the test graph-schemes of the algorithms have the possibility of scaling, which allows to automate the construction of VHDL models of the corresponding finite state machines for graph-schemes of different sizes and to evaluate the optimization of hardware expenses for finite state machines of different complexity.
 Results. Using the example of several graph-schemes of algorithms, it is demonstrated that in some cases none of the finite state machine synthesis methods built into the Xilinx Vivado CAD is able to surpass the method of operational transformation of state codes according to the criterion of hardware expenses for the implementation of a finite state machine circuit. At the same time, a several-","PeriodicalId":43783,"journal":{"name":"Radio Electronics Computer Science Control","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135923805","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
PERFORMANCE ANALYSIS OF WIRELESS COMPUTER NETWORKS IN CONDITIONS OF HIGH INTERFERENCE INTENSITY 高干扰强度条件下无线计算机网络的性能分析
Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2023-10-13 DOI: 10.15588/1607-3274-2023-3-15
V. S. Khandetskyi, V. V. Gerasimov, N. V. Karpenko
Context. The decrease in the probability of successful frame transmission in the infrastructure domain of IEEE 802.11 DCF wireless network is caused both by the influence of the collision intensity and by the impact of external interference in the radio path. Using the Markov chain approach as a baseline, we explicitly expressed the dependence of the network throughput on the number of operating stations, bit error rate (BER), and the frame fragmentation factor. Objective. The purpose of this article is to study the influence of interference intensity on the throughput of a wireless network domain in a wide range of the number of operating stations when transmitting frames of various lengths in the absence and with the use of the fragmentation mechanism. Method. The performed mathematical modelling showed, that in the range of increased and high noise intensity (BER = 10–5 – 10–4), a decrease in the length of the frame data field from the standard length of 12000 bits to 3000 bits is accompanied by a decrease in the throughput for all values of the number of competing stations. At the same time, it must be noted that as the amount of the frame data decreases, the throughput becomes less susceptible to an increase in the noise intensity. Qualitatively different results are obtained in the region of very high interference intensity (BER = 2·10–4). A significant increase in the probability of frame transmission in this region observed with a decrease in the standard length of the frame data field by 2–3 times, made it possible to increase the throughput compared to the original one. This effect is especially pronounced when the length is halved. Results. The study of the standard frame transmitting process, but with a fragmented data field, showed that if for BER = 5·10–5 and less with an increase in fragmentation factor, the throughput values decrease, in the entire range of the number of stations due to the predominant increase in overhead costs, then in the region of high (BER = 10–4) and very high noise intensity (BER = 2·10–4) we have the opposite effect. To the greatest extent, the throughput increases when the frame data is transmitted in two equal fragments. We have made a comparison of the network throughput determined by simply reducing the length of the frame data field and using fragmentation of a standard frame. The comparison showed that the use of the fragmentation mechanism is more beneficial both when throughput is stabilized under conditions of increased noise intensity and when the throughput is increased under conditions of high and very high noise intensity. Conclusions. In this article, a mathematical model has been modified for direct calculation of the wireless network throughput. Using this model, we studied the changes in throughput over a wide range of BER and a number of operation stations for various values of the transmitted frame fragmentation factor. The conditions for increasing the throughput
上下文。在IEEE 802.11 DCF无线网络的基础架构域中,帧传输成功概率的降低既有碰撞强度的影响,也有无线电路径中外部干扰的影响。以马尔可夫链方法为基准,我们明确地表达了网络吞吐量对操作站数、误码率(BER)和帧碎片因数的依赖关系。 目标。本文的目的是研究在不存在和使用碎片机制传输不同长度的帧时,在广泛的操作站数范围内干扰强度对无线网络域吞吐量的影响。 方法。数学模型表明,在高噪声强度(BER = 10-5 - 10-4)范围内,帧数据场长度从标准长度12000位减少到3000位,同时竞争站数各值的吞吐量都有所下降。同时,必须注意的是,随着帧数据量的减少,吞吐量对噪声强度的增加变得不那么敏感。在非常高的干涉强度区域(BER = 2·10-4),得到了定性不同的结果。在这个区域中,帧传输的概率显著增加,帧数据字段的标准长度减少了2-3倍,这使得与原始吞吐量相比,有可能增加吞吐量。当长度减半时,这种效果尤其明显。 结果。对标准帧传输过程进行了研究,但数据场是碎片化的,结果表明,当BER = 5·10-5及以下时,随着碎片化系数的增加,吞吐量值下降,在整个台站数范围内,由于开销成本的增加占主导地位,而在高(BER = 10-4)和极高噪声强度(BER = 2·10-4)区域,吞吐量值则相反。在最大程度上,当帧数据在两个相等的片段中传输时,吞吐量增加。我们对通过简单地减少帧数据字段的长度和使用标准帧的碎片来确定的网络吞吐量进行了比较。比较表明,在噪声强度增大条件下稳定产量和在高噪声强度和极高噪声强度条件下提高产量时,使用破碎机制更为有利。 结论。在本文中,修改了一个数学模型来直接计算无线网络吞吐量。使用该模型,我们研究了在各种传输帧碎片系数值下,在广泛的误码率范围内和多个操作站的吞吐量变化。确定了提高吞吐量的条件。
{"title":"PERFORMANCE ANALYSIS OF WIRELESS COMPUTER NETWORKS IN CONDITIONS OF HIGH INTERFERENCE INTENSITY","authors":"V. S. Khandetskyi, V. V. Gerasimov, N. V. Karpenko","doi":"10.15588/1607-3274-2023-3-15","DOIUrl":"https://doi.org/10.15588/1607-3274-2023-3-15","url":null,"abstract":"Context. The decrease in the probability of successful frame transmission in the infrastructure domain of IEEE 802.11 DCF wireless network is caused both by the influence of the collision intensity and by the impact of external interference in the radio path. Using the Markov chain approach as a baseline, we explicitly expressed the dependence of the network throughput on the number of operating stations, bit error rate (BER), and the frame fragmentation factor.
 Objective. The purpose of this article is to study the influence of interference intensity on the throughput of a wireless network domain in a wide range of the number of operating stations when transmitting frames of various lengths in the absence and with the use of the fragmentation mechanism.
 Method. The performed mathematical modelling showed, that in the range of increased and high noise intensity (BER = 10–5 – 10–4), a decrease in the length of the frame data field from the standard length of 12000 bits to 3000 bits is accompanied by a decrease in the throughput for all values of the number of competing stations. At the same time, it must be noted that as the amount of the frame data decreases, the throughput becomes less susceptible to an increase in the noise intensity. Qualitatively different results are obtained in the region of very high interference intensity (BER = 2·10–4). A significant increase in the probability of frame transmission in this region observed with a decrease in the standard length of the frame data field by 2–3 times, made it possible to increase the throughput compared to the original one. This effect is especially pronounced when the length is halved.
 Results. The study of the standard frame transmitting process, but with a fragmented data field, showed that if for BER = 5·10–5 and less with an increase in fragmentation factor, the throughput values decrease, in the entire range of the number of stations due to the predominant increase in overhead costs, then in the region of high (BER = 10–4) and very high noise intensity (BER = 2·10–4) we have the opposite effect. To the greatest extent, the throughput increases when the frame data is transmitted in two equal fragments. We have made a comparison of the network throughput determined by simply reducing the length of the frame data field and using fragmentation of a standard frame. The comparison showed that the use of the fragmentation mechanism is more beneficial both when throughput is stabilized under conditions of increased noise intensity and when the throughput is increased under conditions of high and very high noise intensity.
 Conclusions. In this article, a mathematical model has been modified for direct calculation of the wireless network throughput. Using this model, we studied the changes in throughput over a wide range of BER and a number of operation stations for various values of the transmitted frame fragmentation factor. The conditions for increasing the throughput","PeriodicalId":43783,"journal":{"name":"Radio Electronics Computer Science Control","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135922787","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
RECOGNITION OF REFERENCE SIGNALS AND DETERMINATION OF THEIR WEIGHTING COEFFICIENTS IF AN ADDITIVE INTERFERENCE PRESENTS 当存在加性干扰时,识别参考信号并确定其加权系数
Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2023-10-13 DOI: 10.15588/1607-3274-2023-3-8
V. V. Avramenko, M. O. Bondarenko
Context. The subject matter of the article is the recognition of a reference signal in the presence of additive interference. Objective. The recognition of the reference signal by the obtained value of its weighting factor in conditions where additive interference is imposed on the spectrum of the reference signal at unknown random frequencies. The task is the development of a method for recognizing a reference signal for the case when the interference consists of an unknown periodic signal that can be represented by a finite sum of basis functions. In addition, interference may also include deterministic signals from a given set with unknown weighting coefficients, which are simultaneously transmitted over the communication channel with the reference signal. Method. The method of approximating the unknown periodic component of the interference by the sum of basis functions is used. The current number of values of the signal that enters the recognition system depends on the number of basis functions. This signal is the sum of the basis functions and the reference signal with unknown weighting coefficients. To obtain the values of these coefficients, the method based on the properties of the disproportion functions is used. The recognition process is reduced to the calculation of the weight coefficient of the reference signal. If it is zero, it indicates that the reference signal is not part of the signal being analyzed. The recognition system is multi-level. The number of levels depends on the number of basis functions. Results. The obtained results show that, provided that the reference signal differs by at least one component from the given set of basis functions, the recognition is successful. The given examples show that the system recognizes the reference signal even in conditions where the weighting coefficient of the interference is almost 1000 times greater than the coefficient for the reference signal. The recognition system also works successfully in conditions where the interference includes the sum of deterministic signals from a given set, which are simultaneously transmitted over the communication channel. Conclusions. The scientific novelty of the obtained results is that a method for recognizing the reference signal has been developed in conditions where only an upper estimate of its maximum frequency is known for the periodic component of the interference. Also, recognition occurs when, in addition to unknown periodic interference, the signals from a given set with unknown weighting coefficients are superimposed on the reference signal. In the process of recognition, in addition to the weighting factor for the reference signal, the factors for the interference components are also obtained.
上下文。本文的主题是在存在加性干扰的情况下识别参考信号。 目标。在未知随机频率的参考信号频谱上施加加性干扰的情况下,通过其加权因子的所得值对参考信号进行识别。任务是开发一种识别参考信号的方法,当干扰由一个未知的周期信号组成时,该信号可以由基函数的有限和表示。此外,干扰还可能包括来自给定集的具有未知加权系数的确定性信号,该确定性信号与参考信号同时在通信信道上传输。 方法。采用基函数和逼近未知周期分量的方法。进入识别系统的信号的当前值的数量取决于基函数的数量。该信号是基函数和加权系数未知的参考信号的和。为了获得这些系数的值,采用了基于非比例函数性质的方法。识别过程简化为计算参考信号的权重系数。如果为零,则表示参考信号不是被分析信号的一部分。识别系统是多层次的。层数取决于基函数的个数。 结果。结果表明,只要参考信号与给定基函数集至少相差一个分量,则识别是成功的。算例表明,即使在干扰加权系数几乎大于参考信号系数1000倍的情况下,系统也能识别出参考信号。识别系统在干扰包括来自给定集合的确定性信号之和的情况下也能成功工作,这些信号同时通过通信信道传输。 结论。所获得结果的科学新颖性在于,在干扰的周期分量只知道其最大频率的上估计值的情况下,开发了一种识别参考信号的方法。此外,除了未知的周期干扰外,来自未知加权系数的给定集合的信号叠加在参考信号上时,也会发生识别。在识别过程中,除了得到参考信号的权重因子外,还得到了干扰分量的权重因子。
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 Objective. The recognition of the reference signal by the obtained value of its weighting factor in conditions where additive interference is imposed on the spectrum of the reference signal at unknown random frequencies. The task is the development of a method for recognizing a reference signal for the case when the interference consists of an unknown periodic signal that can be represented by a finite sum of basis functions. In addition, interference may also include deterministic signals from a given set with unknown weighting coefficients, which are simultaneously transmitted over the communication channel with the reference signal.
 Method. The method of approximating the unknown periodic component of the interference by the sum of basis functions is used. The current number of values of the signal that enters the recognition system depends on the number of basis functions. This signal is the sum of the basis functions and the reference signal with unknown weighting coefficients. To obtain the values of these coefficients, the method based on the properties of the disproportion functions is used. The recognition process is reduced to the calculation of the weight coefficient of the reference signal. If it is zero, it indicates that the reference signal is not part of the signal being analyzed. The recognition system is multi-level. The number of levels depends on the number of basis functions.
 Results. The obtained results show that, provided that the reference signal differs by at least one component from the given set of basis functions, the recognition is successful. The given examples show that the system recognizes the reference signal even in conditions where the weighting coefficient of the interference is almost 1000 times greater than the coefficient for the reference signal. The recognition system also works successfully in conditions where the interference includes the sum of deterministic signals from a given set, which are simultaneously transmitted over the communication channel.
 Conclusions. The scientific novelty of the obtained results is that a method for recognizing the reference signal has been developed in conditions where only an upper estimate of its maximum frequency is known for the periodic component of the interference. Also, recognition occurs when, in addition to unknown periodic interference, the signals from a given set with unknown weighting coefficients are superimposed on the reference signal. In the process of recognition, in addition to the weighting factor for the reference signal, the factors for the interference components are also obtained.","PeriodicalId":43783,"journal":{"name":"Radio Electronics Computer Science Control","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135923806","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
GROWING TREE METHOD FOR OPTIMISATION OF MULTIFACTORIAL EXPERIMENTS 多因子试验优化的生长树法
Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2023-10-13 DOI: 10.15588/1607-3274-2023-3-6
M. D. Koshovyi, O. T. Pylypenko, I. V. Ilyina, V. V. Tokarev
Context. The task of planning multifactorial experiments is important in science and industrial production. In the context of competition, rising costs, and increasing efficiency, it is necessary to optimize plans for multifactorial experiments in terms of cost and time. To solve this problem, there are a number of approaches and methods, the choice of which for a competitive technical task is an important and difficult task. In this regard, there is a need to develop new methods for optimizing the cost (time) of multifactorial experiment plans, compare them with existing methods, and give recommendations for practical application in the study of real objects. Objective. The purpose of the study is to develop and test the method of growing trees, to evaluate its effectiveness in comparison with other methods. The following tasks has been solved to achieve this goal: the proposed method of growing trees has been implemented in the form of software; the method has been used to optimize plans for multifactorial experiments in the study of real objects; its effectiveness has been evaluated in comparison with other methods; recommendations for its use were given. Method. The proposed method of growing trees is based on the application of graph theory. The advantage of the method is the reduction of time for solving optimization problems related to the construction of optimal plans for multifactorial experiments in terms of cost (time) expenses. Another characteristic feature is the high accuracy of solving optimization problems. Results. The results of experiments and comparisons with other optimization methods confirm the efficiency and effectiveness of the proposed method and allow us to recommend it for the study of objects with the number of significant factors k ≤ 7. It is promising to further expand the range of scientific and industrial objects for their study using this method. Conclusions. A growing tree method has been developed for the optimization of multifactorial experimental plans in terms of cost and time expenditures, along with software that implements it using the Angular framework and the TypeScript programming language. The effectiveness of the growing tree method is shown in comparison with the following methods: complete and limited enumeration, monkey search, modified Gray code application, and bacterial optimization. The growing tree method is faster than complete enumeration and can be applied to optimize multifactorial experimental plans in terms of cost (time) expenses for objects with a number of factors k ≤ 7. In solving optimization problems, the method of growing trees gives better results compared to monkey search, limited enumeration and bacterial optimization.
上下文。在科学和工业生产中,多因素实验的策划是一项重要的任务。在竞争激烈、成本不断上升、效率不断提高的背景下,有必要从成本和时间两方面对多因子实验方案进行优化。要解决这一问题,有许多途径和方法,选择其中的竞争技术任务是一个重要的和困难的任务。对此,有必要开发新的方法来优化多因子实验计划的成本(时间),并与现有方法进行比较,并提出在实际对象研究中的实际应用建议。 目标。本研究的目的是开发和测试种植树木的方法,并与其他方法进行比较,评估其有效性。为实现这一目标,解决了以下任务:将提出的种树方法以软件的形式实现;该方法已被用于多因素实验方案的优化。通过与其他方法的比较,对其有效性进行了评价;对其使用提出了建议。 方法。本文提出的树生长方法是基于图论的应用。该方法的优点是在成本(时间)费用方面减少了求解与构建多因子实验最优方案相关的优化问题的时间。另一个特点是求解优化问题的精度高。 结果。实验结果以及与其他优化方法的比较,证实了本文方法的效率和有效性,可以推荐用于研究显著因子k≤7的对象。利用该方法进一步扩大科学和工业研究对象的范围是有希望的。结论。已经开发了一种生长树方法,用于在成本和时间支出方面优化多因素实验计划,以及使用Angular框架和TypeScript编程语言实现它的软件。 通过与完全枚举法和有限枚举法、猴子搜索法、改进Gray码应用法和细菌优化法的比较,证明了生长树法的有效性。生长树法比完全枚举法更快,可用于对多个因子k≤7的对象进行成本(时间)费用的多因子实验方案优化。在解决优化问题时,与猴子搜索、有限枚举和细菌优化相比,树木生长方法具有更好的结果。
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 Objective. The purpose of the study is to develop and test the method of growing trees, to evaluate its effectiveness in comparison with other methods. The following tasks has been solved to achieve this goal: the proposed method of growing trees has been implemented in the form of software; the method has been used to optimize plans for multifactorial experiments in the study of real objects; its effectiveness has been evaluated in comparison with other methods; recommendations for its use were given.
 Method. The proposed method of growing trees is based on the application of graph theory. The advantage of the method is the reduction of time for solving optimization problems related to the construction of optimal plans for multifactorial experiments in terms of cost (time) expenses. Another characteristic feature is the high accuracy of solving optimization problems.
 Results. The results of experiments and comparisons with other optimization methods confirm the efficiency and effectiveness of the proposed method and allow us to recommend it for the study of objects with the number of significant factors k ≤ 7. It is promising to further expand the range of scientific and industrial objects for their study using this method.
 Conclusions. A growing tree method has been developed for the optimization of multifactorial experimental plans in terms of cost and time expenditures, along with software that implements it using the Angular framework and the TypeScript programming language.
 The effectiveness of the growing tree method is shown in comparison with the following methods: complete and limited enumeration, monkey search, modified Gray code application, and bacterial optimization. The growing tree method is faster than complete enumeration and can be applied to optimize multifactorial experimental plans in terms of cost (time) expenses for objects with a number of factors k ≤ 7. In solving optimization problems, the method of growing trees gives better results compared to monkey search, limited enumeration and bacterial optimization.","PeriodicalId":43783,"journal":{"name":"Radio Electronics Computer Science Control","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135922791","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
Radio Electronics Computer Science Control
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