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Method and Decision Support Subsystem for Mueller-Matrix Laser Polarization Diagnosis of Biological Tissues 生物组织穆勒矩阵激光偏振诊断方法及决策支持子系统
Pub Date : 2022-12-28 DOI: 10.31649/1681-7893-2022-43-1-43-52
N. Zabolotna, V. Sholota
A method and decision support subsystem based on the principles of fuzzy logic for Mueller-matrix polarization diagnostics of biological tissues have been developed. On the basis of statistical, correlation and spectral analysis of invariant Muller-matrix images of biological tissues and their superpositions, informative signs of diagnosis are determined. Mathematical models of functions belonging to the "normal" and "pathology" states of the studied samples for the decisive rule in the system have been developed.
提出了一种基于模糊逻辑原理的生物组织穆勒矩阵极化诊断方法和决策支持子系统。在统计、相关和光谱分析的基础上不变的穆勒矩阵图像的生物组织和他们的叠加,确定信息的诊断标志。研究了系统中决定性规则的“正常”和“病理”状态下的函数的数学模型。
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引用次数: 0
Automated System for Monitoring the State of Vegetation Cover Based on Satellite Images Recognition 基于卫星图像识别的植被覆盖状态自动监测系统
Pub Date : 2022-12-28 DOI: 10.31649/1681-7893-2022-43-1-94-101
A.G. Gergelezhyu, M. Talakh, V. Dvorzhak, O. Ushenko
Based on the study of approaches and techniques for assessing the state of vegetation, an automated information system has been developed. It allows to perform vegetation indices’ monitoring of the territory on the basis of satellite images. The automation of their handling with the binding of temperature data is carried out. The program gives the ability to visualize the dynamics of vegetation indices and temperature and to evaluate existing connections and type of connections between the investigated factors.
在研究植被状态评价方法和技术的基础上,开发了植被状态评价自动化信息系统。该系统可根据卫星图像对全港进行植被指数监测。通过对温度数据的绑定,实现了对其处理的自动化。该程序提供了可视化植被指数和温度动态的能力,并评估所调查因素之间的现有联系和联系类型。
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引用次数: 0
Practical Aspects of Forming Training/Test Samples for Convolutional Neural Networks 形成卷积神经网络训练/测试样本的实践方面
Pub Date : 2022-12-28 DOI: 10.31649/1681-7893-2022-43-1-24-35
Y. Tomka, M. Talakh, V. Dvorzhak, O. Ushenko
The most common approaches to assessing the quality of training neural networks in the context of the problem of "small training sets" are analyzed. A review of the code implementation of the most universal approaches and ways of extending training/testing samples is carried out. The logic of the work of STN-module is analyzed. It can be inserted into existing convolutional architectures, giving neural networks the ability to actively spatially transform feature maps, conditional on the feature map itself, without any extra training supervision or modification to the optimization process.
分析了在“小训练集”问题背景下评估训练神经网络质量的最常见方法。对最通用的方法和扩展训练/测试样本的方法的代码实现进行审查。分析了stn模块的工作逻辑。它可以插入到现有的卷积架构中,使神经网络能够主动地对特征映射进行空间变换,以特征映射本身为条件,无需任何额外的训练监督或对优化过程进行修改。
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引用次数: 0
Analysis of development state of the thermal flow sensors of general, biomedical and ecological designation 分析了通用型、生物医学型和生态型热流传感器的发展现状
Pub Date : 2022-12-28 DOI: 10.31649/1681-7893-2022-43-1-82-93
S. Pavlov, W. Wójcik, R. Holyaka, O. D. Azarov, S. V. Bohomolov, Yang Longyin
The paper analyzed the characteristics of microelectronic flow sensors, which made it possible to draw a number of important conclusions, namely: modern microelectronic thermal flow sensors, and in particular biomedical sensors, are characterized by a significant variety of principles of signal formation - from elementary linear converters based on one sensitive element to non-linear ones ( generation, time-dependent) converters based on matrices of functionally integrated elements. The problem of energy consumption of thermal flow sensors remains relevant. This is especially characteristic when powering destination sensors from autonomous, i.e., small-sized, low-power, low-voltage electrochemical cells. A decrease in energy consumption (power and heating temperature) leads to the parasitic effect of signal line resistances and, as a result, to the deterioration of functional characteristics, in particular, to a decrease in the accuracy of flow rate measurement.
本文分析了微电子流量传感器的特点,从而得出了一些重要的结论,即:现代微电子热流传感器,特别是生物医学传感器,具有多种信号形成原理的特点-从基于一个敏感元件的基本线性变换器到基于功能集成元件矩阵的非线性(生成,时变)变换器。热流传感器的能量消耗问题仍然是相关的。这在为目标传感器供电时尤其具有特点,即小尺寸、低功耗、低压电化学电池。能量消耗(功率和加热温度)的降低会导致信号线电阻的寄生效应,从而导致功能特性的恶化,特别是导致流量测量精度的降低。
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引用次数: 0
Advantages and Disadvantages of Learning a Multilayer Neural Network Using a Genetic Algorithm 利用遗传算法学习多层神经网络的优缺点
Pub Date : 2022-12-28 DOI: 10.31649/1681-7893-2022-43-1-19-23
M.L. Kovalchuk, P.I. Ushtan, Y. Ushenko, I. Soltys
The advantages and disadvantages of learning a multilayer neural network using genetic algorithm are studied. Investigation was conducted on the basis of the developed software, which allows to detect indications of diseases by analyzing photographs of human organs` tissues. The Java programming language was used to implement the project. The software product consists of modules that implement: multilayer neural network, genetic algorithm and mechanism for reading and processing images from the file system. The genetic algorithm is used to calculate the initial values of synaptic weights, which are specified by the error propagation algorithm.
研究了遗传算法学习多层神经网络的优缺点。调查是在开发的软件的基础上进行的,该软件可以通过分析人体器官组织的照片来检测疾病的迹象。使用Java编程语言来实现该项目。该软件产品由以下模块组成:多层神经网络、遗传算法和从文件系统读取和处理图像的机制。遗传算法用于计算突触权值的初始值,由误差传播算法指定。
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引用次数: 0
Interval nonlinear model of information signal amplitude distribution in the task of detection and localization of the recurrent laryngeal nerve during surgical operations 手术过程中喉返神经检测定位任务中信息信号振幅分布的区间非线性模型
Pub Date : 2022-12-28 DOI: 10.31649/1681-7893-2022-43-1-65-75
V. I. Manzhula, M. Dyvak
The work proposes an approach to the construction of an interval model for solving the problems of localization of the recurrent laryngeal nerve in the process of surgery on the neck organs of the human. The interval model reflects the distribution of the amplitude of the information signal - the reaction to stimulation of the tissues of the surgery area with an alternating current of limited amplitude. The technical and software means of detection and visualization of the recurrent laryngeal nerve were analyzed. A method of identifying the specified mathematical model is proposed, which is based on the procedures for solving a nonlinear optimization problem. The proposed method simplifies the procedure for identifying the parameters of the interval model, in particular, due to the analytical representation of the objective function of the optimization problem, in contrast to the known method, where this function is discrete. The model was verified on experimental data obtained during the thyroid surgery. The developed interval nonlinear model makes it possible to detect and visualize the placement of the laryngeal nerve in the area of surgical intervention during the operation and, accordingly, ensures a reduction in the risk damage of its.
为解决人体颈部器官手术过程中喉返神经的定位问题,提出了一种区间模型的构建方法。区间模型反映了信息信号的幅值分布——对有限幅值交流电刺激手术区域组织的反应。分析了喉返神经检测和可视化的技术手段和软件手段。在求解非线性优化问题的基础上,提出了一种识别指定数学模型的方法。该方法简化了识别区间模型参数的过程,特别是由于优化问题的目标函数的解析表示,而不是已知的方法,其中该函数是离散的。用甲状腺手术中获得的实验数据对模型进行了验证。所建立的区间非线性模型可以在手术过程中检测和可视化喉神经在手术干预区域的位置,从而保证降低喉神经损伤的风险。
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引用次数: 1
Criterion of Absolute Stability of Solutions of Stochastic Diffusion Dynamic Information Systems of Automatic Regulation With External Disturbances 具有外部扰动的自动调节随机扩散动态信息系统解的绝对稳定性判据
Pub Date : 2022-12-28 DOI: 10.31649/1681-7893-2022-43-1-5-10
A. Dovgun, Y. Ushenko, M. Gorsky
The conditions of asymptotic stability of the trivial solution of stochastic diffusion dynamic systems of automatic regulation with external disturbances are obtained. In work is to find criteria for the absolute stability of solutions of stochastic diffusion dynamic systems of automatic regulation (SAR) with external disturbances. The problem of determining sufficient algebraic conditions for the stability of stochastic diffusion dynamic SARs with aftereffect and taking into account external disturbances is relevant, since its solution makes it possible to study complex stochastic systems using matrix calculations.
得到了具有外部扰动的自动调节随机扩散动力系统平凡解的渐近稳定条件。本文的工作是寻找具有外部扰动的自动调节随机扩散动力学系统解的绝对稳定性判据。考虑外部扰动的带后效应的随机扩散动力学sar稳定性的充分代数条件的确定问题是有意义的,因为它的解使得用矩阵计算研究复杂随机系统成为可能。
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引用次数: 0
Photonic integrated circuits for optical matrix-vector multiplication 用于光学矩阵向量乘法的光子集成电路
Pub Date : 2022-12-28 DOI: 10.31649/1681-7893-2022-43-1-11-18
V. Borovytsky, I.I. Avdieionok, S.E. Tuzhanskyi, H. Lysenko
The article proposes a classification of photonic integrated circuits (PICs) for optical multiplication of vectors on matrices. According to this classification, such PIC can be divided into two groups. The first group combines multilayer photonic integrated circuits, in which active elements that perform multiplication are located in one layer, and optical waveguides for input and output signals are located in other layers. The second group covers planar PIC, in which active elements are placed in one layer together with optical waveguides. The article describes the construction, principles of operation of FIS of both groups and contains an analysis of their advantages and disadvantages.
本文提出了一种用于矩阵上矢量光学乘法的光子集成电路的分类。根据这种分类,这种PIC可以分为两类。第一组组合了多层光子集成电路,其中执行乘法的有源元件位于一层,用于输入和输出信号的光波导位于其他层。第二组涵盖平面PIC,其中有源元件和光波导一起放置在一层。本文阐述了两类金融信息系统的结构、运作原理,并对其优缺点进行了分析。
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引用次数: 0
Review of Intelligent Data Analysis to Web-Development Applications 面向web开发应用的智能数据分析综述
Pub Date : 2022-12-28 DOI: 10.31649/1681-7893-2022-43-1-36-42
O. M. Yatsko, Y. Ushenko, O. Olar
The essence of intelligent data analysis (data mining), methods of intelligent data analysis are considered. The field of application of intelligent data analysis and existing systems are analyzed. Conclusions were made regarding the prospects of using methods of intelligent data analysis in web development.
分析了智能数据分析(数据挖掘)的本质,分析了智能数据分析的方法。对智能数据分析的应用领域和现有系统进行了分析。最后对智能数据分析方法在web开发中的应用前景进行了展望。
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引用次数: 0
Comparative analysis of the coefficients of aerodynamic nasal resistance according to the data of front and back active rhinomanometry 根据前后主动测鼻数据对气动鼻阻力系数进行对比分析
Pub Date : 2022-12-28 DOI: 10.31649/1681-7893-2022-43-1-53-64
Ibrahim Younouss Abdelhamid, Y. Nosova, Oleg Avrunin, Olena Y. Prisych, Alofy Bander Ali Saleh
The paper deals with a comparative analysis of aerodynamic nose drag coefficients based on the data of front and rear active rhinomanometry. Functional disorders of nasal breathing in the future lead to further complications of the upper and lower respiratory system, reduce the quality of life and lead to other pathological conditions. The diagnosis of such disorders is complicated by the low prevalence of nasal breathing testing tools (rhinomanometers) in medical practice and the peculiarities of functional research methods, which are particularly related to the low repeatability of results and the lack of a clear correlation between diagnostic data and the patient's objective feelings. The obtained data on the total coefficients of aerodynamic nasal resistance, which are determined using the methods of front and rear active rhinomanometry, correspond quite clearly to each other within 12%. The values of the total coefficients of nasal resistance, obtained by the method of posterior rhinomanometry, in all typical cases differ to a lesser extent. The perspective of the work is to gather statistical data to determine the features of nasal breathing testing to obtain accurate personalized values of nasal resistance coefficients in different breathing modes, taking into account individual variability.
本文基于前、后主动鼻测数据,对气动鼻阻力系数进行了对比分析。未来鼻呼吸功能障碍会导致上下呼吸系统的进一步并发症,降低生活质量并导致其他病理状况。由于鼻呼吸测试工具(鼻压力计)在医疗实践中的低流行率和功能研究方法的特殊性,特别是与结果的低可重复性以及诊断数据与患者客观感受之间缺乏明确的相关性有关,因此此类疾病的诊断变得复杂。采用前后主动测鼻法测得的气动鼻阻力总系数数据吻合度在12%以内。在所有典型病例中,通过后测鼻量法获得的鼻阻力总系数值差异较小。本工作的角度是收集统计数据,确定鼻腔呼吸检测的特征,在考虑个体差异的情况下,获得不同呼吸方式下鼻腔阻力系数的准确个性化值。
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Optoelectronic information-power technologies
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