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Prediction and Early Diagnosis of Bronchial Asthma in Workers Specializing in Argon Welding Based on Fuzzy Mathematical Models 基于模糊数学模型的氩气焊接工人支气管哮喘预测与早期诊断
И. Ю. Григоров, Л. В. Стародубцева, Станислав Петрович Серегин, Л. В. Шульга, I. Y. Grigorov, Lilia V. Starodubtseva, S. P. Seregin, L. V. Shulga
   The purpose of research is to develop fuzzy mathematical models for predicting and early diagnosis of bronchial asthma developing under the influence of toxic substances released during argon welding providing an acceptable quality of decision-making for practical medicine   Methods. The paper uses the method of synthesis of fuzzy mathematical models of forecasting and early diagnosis of occupational diseases provoked by the action of industrial pesticides developed in the South-Eastern Federal University on the basis of the methodology of synthesis of hybrid fuzzy decision rules allowing to take into account the multiplicative nature of the links between the risk of occurrence and development of occupational diseases with the concentration and time of exposure to harmful chemicals.   Results. Using the chosen method, fuzzy hybrid models of forecasting and early diagnosis of industrial bronchial asthma in welding workers were obtained in which, in addition to the effects of ozone, dust and fibrogenic risk factors on the human body, unfavorable environmental and ergonomic factors combined with individual health characteristics are taken into account. In the course of modeling and expert evaluation, it was shown that the obtained mathematical model provides confidence in the correct prognosis of the occurrence of industrial bronchial asthma in welding workers at least 0.85, and early diagnosis at least 0.9.   Conclusion. Hybrid fuzzy models of forecasting and early diagnosis of industrial bronchial asthma in welding workers caused by the presence of ozone and fibrogenic dust in combination with individual, environmental and ergonomic risk factors were obtained, the quality of which was tested on representative control samples. During the control check, it was shown that the prognostic model provides diagnostic specificity and sensitivity at the level of 0.87, and the early diagnosis model - at the level of 0.92, which is a good result for the class of tasks under consideration.
研究的目的是建立预测和早期诊断氩焊接有毒物质影响下支气管哮喘的模糊数学模型,为实际医学方法提供可接受的决策质量。本文在混合模糊决策规则综合方法的基础上,采用综合模糊数学模型的方法,对东南联邦大学开发的工业农药作用引起的职业病进行预测和早期诊断,考虑到职业病的发生和发展风险与接触有害物质的浓度和时间之间的联系具有乘法性质化学物质。结果。利用所选择的方法,建立了焊接工人工业支气管哮喘预测与早期诊断的模糊混合模型,该模型除考虑臭氧、粉尘和纤维性危险因素对人体的影响外,还考虑了不利的环境因素和人体工程学因素,并结合个体健康特征。在建模和专家评估过程中,结果表明,所获得的数学模型对焊接工人工业支气管哮喘发生的正确预后的置信度至少为0.85,早期诊断的置信度至少为0.9。结论。建立了臭氧和纤维性粉尘对焊接工人职业性支气管哮喘个体、环境和工效学危险因素综合影响的预测和早期诊断的混合模糊模型,并对具有代表性的对照样本进行了质量检测。在对照检查中,预后模型的诊断特异性和敏感性为0.87,早期诊断模型的诊断特异性和敏感性为0.92,这对于所考虑的任务类别来说是一个很好的结果。
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引用次数: 0
Self-Assessment of the Quality of Life and the Formation of a Healthy Lifestyle of Medical Students 医学生生活质量自我评价与健康生活方式的形成
O. Shepeleva, L. P. Lazurina, M. P. Kurkina, G. Mal, V. Dotsenko, K. V. Zavidovskaya
   The purpose of research is to analyze sample data on self-assessment of health and formation of healthy lifestyle attitudes of medical students.   Methods. The sample structure is characterized by the distribution of respondents by gender, the course of study at a university and college, and the age of 15–18 years. Data collection was carried out by a questionnaire method using a direct survey of respondents. Anthropometry was performed with the subsequent calculation of the body mass index (BMI) of the respondents. The assessment of the quality of life was carried out using the SF-36 questionnaire on indicators of physical and mental components of health, general health, vital activity and mental health.   Results. The respondents were divided into 4 groups: 1 – boys studying at a university, 2 – girls studying at a university, 3 – boys studying at a college and 4 – girls studying at a college. It was found that the surveyed girls have a lower self-assessment of health, more than 30 % of university and college students rate their health as mediocre and poor, and among young men this indicator was 25,0 % and 20,0 %, respectively. The physical component of health differed slightly in the groups. The psychological component of health in girls was: 32,98 ± 1.35 (in high school) and 38,98 ± 1,14 (in college) versus 41,10 ± 2,22 for boys in high school and 44,61 ± 2,12 in college. The indicator of the general state of health was 66,50 ± 4,01; 58,12 ± 2,86; 65,40 ± 4,48 and 63,85 ± 1,95 in representatives of the analyzed groups, respectively; mental health – 63,38 ± 3,83; 49,09 ± 2,63; 64,6 ± 4,48 and 60,34 ± 2,21.   Conclusion. Analysis of the data obtained indicates that there are gender differences in self-assessment of health, represented by lower indicators in girls. Moreover, students at the university show this more clearly, which requires more in-depth study. It has been established that first-year students of KSMU have motivation to lead a healthy lifestyle and promote it among the population, and it can be traced more clearly among students of the university.
本研究旨在分析医学生健康自我评价与健康生活方式态度形成的样本数据。方法。样本结构的特点是受访者按性别、在大学和学院的学习课程以及15-18岁的年龄分布。数据收集采用问卷法,采用直接调查的方式进行。进行人体测量,随后计算受访者的身体质量指数(BMI)。生活质量的评估使用SF-36问卷进行,问卷涉及健康的身心组成部分、一般健康、生命活动和精神健康等指标。结果。被调查者被分为4组:1组在大学读书的男生,2组在大学读书的女生,3组在大学读书的男生,4组在大学读书的女生。调查发现,被调查的女孩对健康的自我评价较低,超过30%的大学生认为自己的健康状况一般和较差,在年轻男子中,这一指标分别为25.0%和20.0%。各组健康的身体成分略有不同。女生健康心理分项分别为:高中32,98±1.35、大学38,98±1.14,高中男生为41,10±2.22、大学男生为44,61±2.12。总体健康状况指标为66,50±4,01;58,12±2,86;分析组分别为65,40±4,48和63,85±1,95;心理健康- 63,38±3,83;49,09±2,63;64,6±4,48和60,34±2,21。结论。对所获得数据的分析表明,在自我健康评估方面存在性别差异,表现为女孩的指标较低。此外,大学里的学生表现得更清楚,这需要更深入的研究。已经确定,KSMU的一年级学生有动机过健康的生活方式,并在人群中推广它,这在大学的学生中可以更清楚地追溯到。
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引用次数: 0
Electronic Auscultation System: a Method for Measuring the Amplitude-Frequency Characteristics of Stethoscopes 电子听诊系统:一种测量听诊器幅频特性的方法
А. О . Макалов, Вадим Алексеевич Смирнов, А. В. Прохорцов, A. O. Makalov, V. A. Smirnov, A. Prokhortsov
   The purpose of research is increasing the diversity of designs of electronic auscultation systems with measured characteristics and testing.   A series of articles includes the development of a model of an electronic auscultation system, the development of an electronic stethoscope design, the manufacture of an experimental sample, the development of a method for measuring the amplitude-frequency characteristics of electronic and classical stethoscopes, testing the proposed models and methods, and analyzing auscultatory data. The article proposes a method for measuring the frequency response of classical and electronic stethoscopes. The proposed method was tested. The frequency response of classical and electronic stethoscopes was measured. The design of the head of the electronic stethoscope has been improved, the frequency response of the original and improved designs has been compared.   Methods. The studies were based on methods for measuring the frequency characteristics of electroacoustic transducers proposed in interstate standards. On the basis of methods in interstate standards, a simplified method for measuring the amplitude-frequency characteristics of electronic stethoscopes has been developed. The following equipment was used in the study: Type 4227 "Artificial Mouth" emitter from Bruel & Kjaer; measuring condenser microphone "Artificial ear" Type 4146 with a 2CC reference chamber from Bruel & Kjaer; Type 2118 analyzer from Bruel & Kjaer.   Results. The amplitude-frequency characteristics of classical and electronic stethoscopes are obtained. The design of the electronic stethoscope head has  been improved, the amplitude-frequency characteristics of the original and improved designs have been compared.   Conclusion. A method for measuring the parameters of the frequency characteristics of the sound pressure level of classical and electronic stethoscopes is proposed. The method is as close as possible to the standardized methods for monitoring acoustic parameters, while being sufficiently simple and cheap compared to the pressure measurement method, demonstrating the qualitative similarity of the measurement results.
研究的目的是增加具有测量特性和测试的电子听诊系统设计的多样性。一系列文章包括电子听诊系统模型的开发,电子听诊器设计的开发,实验样品的制作,电子听诊器和经典听诊器的幅频特性测量方法的开发,所提出的模型和方法的测试,以及听诊数据的分析。本文提出了一种测量经典听诊器和电子听诊器频率响应的方法。对该方法进行了验证。测量了经典听诊器和电子听诊器的频率响应。对电子听诊器头部的设计进行了改进,并对原设计和改进设计的频率响应进行了比较。方法。这些研究是基于州际标准中提出的测量电声换能器频率特性的方法。在州际标准方法的基础上,提出了一种测量电子听诊器幅频特性的简化方法。研究中使用了以下设备:Bruel & Kjaer公司4227型“人工口”发射器;测量电容麦克风“人造耳”型4146与2CC参考室从Bruel & Kjaer;Bruel & Kjaer公司2118型分析仪。结果。得到了经典听诊器和电子听诊器的幅频特性。对电子听诊器头的设计进行了改进,对原设计和改进设计的幅频特性进行了比较。结论。提出了一种测量经典听诊器和电子听诊器声压级频率特性参数的方法。该方法尽可能接近于声学参数监测的标准化方法,但与压力测量方法相比,该方法足够简单和便宜,表明测量结果具有定性相似性。
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引用次数: 0
System Analysis and Mathematical Modeling of Infection Safety Human Caused by COVID-19 Coronavirus Strains COVID-19冠状病毒株致人感染安全性的系统分析与数学建模
С. Н. Костарев, Р. А. Файзрахманов, Н. А. Татарникова, О. В. Новикова, Т. Г. Середа, S. Kostarev, R. Fayzrakhmanov, N. A. Tatarnikova, Oksana V. Novikova, T. Sereda
   The purpose of research is to develop models characterizing the "Cell–Virus–Habitat" system.   Methods. The ability of coronaviruses to exit the cell without its apoptosis is an important factor providing the possibility of moderate infection. A description of the complete 2019-nCoV gene can be found in the GenBank Virus Genome bank: MN908947.3. Currently, information about the epidemiology, clinical features, prevention and treatment of this disease is being studied by scientists all over the world. Theoretical approaches in the study were based on the theory of virology, system analysis, differential integral calculus and probability theory. The materials were immunogram indicators for the period 2020-2021. According to studies of the effect of coronavirus infection on residents of the Perm Region. Data on the activity of the coronavirus and the number of sick residents were taken from open sources. Data on the number of residents living in the Perm Region were taken from the population census. The structure of the SARS-CoV-2 genome is reflected in the GenBank data-base: MN908947.3. The SARS-CoV-2 mutation tracker was studied by the repository: https://users.math.msu.edu/users/weig/SARS-CoV-2 Mutation Tracker.html .   Results: the "Cell–Virus–Habitat" model was developed and investigated; a system of differential empirical equations characterizing changes in immunogram parameters among underage and child-aged residents of the Perm Region was constructed and investigated; a system of Kolmogorov equations describing the dynamics of the pandemic in the Perm Region was constructed and investigated.   Conclusion. One of the consequences of a new coronavirus infection may be a change in the immune system of the human population. A detailed analysis of the immunological status of various racial groups, different ages and gender characteristics under the influence of a new coronavirus infection is currently poorly understood.
研究的目的是建立表征“细胞-病毒-生境”系统的模型。方法。冠状病毒离开细胞而不使其凋亡的能力是提供中度感染可能性的重要因素。完整的2019-nCoV基因描述可在GenBank病毒基因组库:MN908947.3中找到。目前,世界各地的科学家正在研究该病的流行病学、临床特征、预防和治疗等方面的信息。本研究的理论方法基于病毒学理论、系统分析理论、微分积分理论和概率论。这些材料是2020-2021年期间的免疫图指标。根据对冠状病毒感染对彼尔姆地区居民影响的研究。有关冠状病毒活动和患病居民人数的数据来自公开来源。居住在彼尔姆地区的居民人数数据来自人口普查。SARS-CoV-2基因组的结构反映在GenBank数据库:MN908947.3中。研究SARS-CoV-2突变跟踪器的知识库:https://users.math.msu.edu/users/weig/SARS-CoV-2 mutation tracker .html。结果:建立并验证了“细胞-病毒-生境”模型;构建并研究了彼尔姆地区未成年人和儿童居民免疫图参数变化的微分经验方程系统;建立并研究了一个描述彼尔姆地区流行病动态的柯尔莫哥洛夫方程系统。结论。新型冠状病毒感染的后果之一可能是人类免疫系统的变化。目前对不同种族、不同年龄和性别特征在新型冠状病毒感染影响下的免疫状况的详细分析尚不清楚。
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引用次数: 0
Electronic Auscultation System: Processing of Auscultatory Data 电子听诊系统:听诊数据的处理
А. О . Макалов, Владимир Алексеевич Смирнов, А. В. Прохорцов, A. O. Makalov, V. A. Smirnov, A. Prokhortsov
   The purpose of research is to increase the diversity of electronic auscultation system designs with measured characteristics and testing.   The series of articles includes the development of a model of the electronic auscultation system, the design of an electronic stethoscope, the manufacture of an experimental sample, the development of a methodology for measuring the amplitude-frequency characteristics of electronic and classical stethoscopes, testing of the proposed models and methods, analysis of auscultative data. The article considers mathematical methods of primary analysis of auscultative data. Recordings of normal and hard breathing were used for the experiment. Frequency, time-frequency and autocorrelation analysis of respiratory sounds was performed.   Methods. The research was based on the theory of digital signal processing. The study uses auscultative data obtained from an experimental sample of an electronic auscultation system. Electronic records of hard (pathological) and normal human breathing over the left middle lung were used. Respiratory noises were converted into digital form with the following parameters: sampling frequency fd = 48 kHz; bit depth n = 24 bits; number of channels 1. To analyze the frequency information content of the recordings, their spectra were constructed. A fast Fourier transform was used to calculate the values in the spectra.  Results. In the presented work, the frequency characteristics of recordings of hard and normal breathing are analyzed. The values of autocorrelation functions are obtained. An author-regression model of the process of normal breathing is obtained. The problem of analytical determination of the model order remains open and requires a separate solution. The resulting model allows you to generate an equivalent breathing noise of inhalation or exhalation when a signal with a uniform is applied to its input.   Conclusion. A sample of the electronic auscultation system has been tested, methods of simplified primary analysis of auscultative data have been proposed. The difference in the results of the treatment of hard and normal breathing has no statistical significance due to the small sample.
研究的目的是增加具有测量特性和测试的电子听诊系统设计的多样性。该系列文章包括电子听诊系统模型的开发,电子听诊器的设计,实验样品的制作,测量电子听诊器和经典听诊器的幅频特性的方法的开发,所提出的模型和方法的测试,听诊数据的分析。本文探讨了听诊数据初步分析的数学方法。实验中使用了正常呼吸和呼吸困难的记录。对呼吸音进行频率、时频和自相关分析。方法。该研究以数字信号处理理论为基础。该研究使用了从电子听诊系统的实验样本中获得的听诊数据。采用左中肺硬(病理)呼吸和正常呼吸的电子记录。采用以下参数将呼吸噪声转换为数字形式:采样频率fd = 48 kHz;位深度n = 24位;通道数1。为了分析记录的频率信息含量,构造了它们的频谱。利用快速傅里叶变换计算光谱值。结果。在本工作中,分析了硬呼吸和正常呼吸记录的频率特征。得到了自相关函数的取值。得到了正常呼吸过程的作者回归模型。分析确定模型顺序的问题仍然悬而未决,需要单独解决。当一个均匀的信号被应用到它的输入时,由此产生的模型允许你产生吸入或呼出的等效呼吸噪声。结论。对电子听诊系统进行了测试,提出了简化听诊数据初步分析的方法。由于样本量小,治疗呼吸困难和呼吸正常的结果差异无统计学意义。
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引用次数: 0
Information Support for Decision-Making According to the Assessment of Fire-Fighting Distances from the Borders of Open Areas for PBX Storage 基于PBX存储开放区域边界消防距离评估的决策信息支持
… ДенисовА.НИнформационнаяподдержкапринятиярешения, Alexey A. Voloshenko, M.V. Shevtsov, A. Denisov
   The purpose of research. Information support has been developed for decision-making on the assessment of fire-fighting distances from the boundaries of open storage areas for PBX to various objects of protection, taking into account the effects of heat flow.   The object of the study is an assessment of the fire-fighting distance from the boundaries of open areas of motor vehicles.   The subject of the study is information support for making a management decision on the compliance of the object of protection with fire safety requirements, aimed at limiting the consequences of the spread of fire in the form of a fire-fighting distance from the boundaries of open storage areas for PBX to buildings (structures) of I-V degrees of fire resistance of functional fire hazard classes F.1-F.5.   The purpose of this work is to create and application of individual calculation formulas to determine the maximum permissible distances from the boundaries of open areas of vehicles to various buildings (structures) based on the use of a computer software product.   Methods. Methods of system analysis, management theory and decision-making, and numerical experiment were used to solve the tasks.   Results. The article proposes an assessment of the risk of harm to someone else's property and the determination of the value of the safe distance from the boundaries of open areas for storing PBX to various objects of protection by using the software product «Assessment of the safe distance from the boundaries of open areas of motor vehicles», aimed at improving the scientific and experimental and educational and material base of research, expert and educational organizations. The proposed calculation-based assessment of the compliance of the object of protection with fire safety requirements to prevent the spread of fire is aimed for practical application in the organization of activities and the exercise of powers by employees of the FPS of the Ministry of Emergency Situations of Russia, experts, as well as owners of protection objects.   Conclusion. The proposed information support for decision-making on the assessment of fire-fighting distances from the boundaries of open storage areas for PBX will allow you to establish the risk of harm to someone else's property.
研究的目的。考虑到热流的影响,为评估从PBX开放式储存区域边界到各种保护对象的灭火距离的决策提供了信息支持。本研究的目的是评估与机动车辆开放区域边界的消防距离。该研究的主题是为保护对象是否符合消防安全要求做出管理决策提供信息支持,旨在以从PBX开放式存储区域边界到功能性火灾危险等级f - 1- f - 5的耐火等级为I-V的建筑物(结构)的消防距离的形式限制火灾蔓延的后果。本工作的目的是在使用计算机软件产品的基础上,创建和应用单个计算公式,以确定车辆开放区域边界到各种建筑物(结构)的最大允许距离。方法。运用系统分析、管理理论与决策、数值实验等方法对任务进行求解。结果。本文建议使用软件产品“机动车开放区域边界安全距离评估”来评估对他人财产的危害风险和确定从存储PBX的开放区域边界到各种保护对象的安全距离的值,旨在改善研究、专家和教育机构的科学、实验、教育和物质基础。拟议的基于计算的评估保护对象是否符合防止火灾蔓延的消防安全要求的方法,旨在实际应用于俄罗斯紧急情况部FPS的雇员、专家以及保护对象的所有者组织活动和行使权力。结论。建议的信息支持用于评估从PBX开放存储区域边界的消防距离的决策,将使您能够确定对他人财产造成伤害的风险。
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引用次数: 0
Assessment of the Effectiveness of Monitoring the Technical Condition of a Complex Technical Object, Taking Into Account Expert Assessments 评估监测复杂技术对象的技术状况的有效性,并考虑到专家的评估
S. A. Nesterovich, A. Brezhneva
   The purpose of the research is to develop a method for evaluating the effectiveness of monitoring the technical condition of a complex technical object, taking into account expert assessments.   Methods. Evaluation of the effectiveness of the application of a complex technical object is carried out with the help of appropriate performance indicators that characterize the degree of fulfillment of the tasks assigned to them. When choosing performance indicators, the following basic requirements should be taken into account: the indicator should have a quantitative expression and be calculated simply enough; the indicator should be selected taking into account the specifics of the task being solved and reflect the main characteristics of the phenomenon being evaluated; theindicator should be representative and ensure comparability of the evaluation results by the degree of preference, i. e. to prevent incomparable (indifferent) decisions.   Results. A method for evaluating the effectiveness of monitoring the technical condition of a complex technical object is presented, taking into account an additional expanded information description with qualitative features (expert assessments).   Conclusion. The effectiveness of the control directly depends on the accuracy and completeness of the control. The accuracy of existing control systems is quite high, but the completeness of control does not always take into account qualitative (expert) assessments about the object of control. Improving the efficiency of control systems should go not only at the expense of accuracy and speed, but also at the expense of completeness of control. As a criterion for evaluating the effectiveness of the control system, an assessment of the probability of a functional state of a controlled complex technical object is proposed. The calculation of the effectiveness of the control system is proposed, taking into account the additional expanded information description by qualitative signs (expert assessments) about the object of control. It is shown that it is possible to more accurately assess the operational state of the object of control if the completeness of control is higher, with an irreducible accuracy of control.
本研究的目的是开发一种方法,在考虑专家评估的情况下,评估监测复杂技术对象技术状况的有效性。方法。对复杂技术对象的应用效果的评价是在适当的绩效指标的帮助下进行的,这些指标描述了分配给它们的任务的完成程度。在选择绩效指标时,应考虑以下基本要求:指标应具有定量表达,计算足够简单;指标的选择应考虑到正在解决的任务的具体情况,并反映正在评价的现象的主要特征;该指标应具有代表性,并通过偏好程度确保评价结果的可比性,即防止不可比较(漠不关心)的决策。结果。提出了一种评估复杂技术对象技术状况监测有效性的方法,该方法考虑了具有定性特征(专家评估)的附加扩展信息描述。结论。控制的有效性直接取决于控制的准确性和完整性。现有控制系统的精度相当高,但控制的完整性并不总是考虑到对控制对象的定性(专家)评估。提高控制系统的效率不仅要以精度和速度为代价,而且要以控制的完整性为代价。作为评价控制系统有效性的标准,提出了被控复杂技术对象功能状态概率的评估方法。考虑到控制对象的定性标志(专家评价)的附加扩展信息描述,提出了控制系统有效性的计算方法。结果表明,控制的完备性越高,控制的精度越不可约,就有可能更准确地评估控制对象的运行状态。
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引用次数: 0
Mathematical Model of Multispectral Data Processing for a Mobile Ecology Monitoring Platform 移动生态监测平台多光谱数据处理的数学模型
… ЧернецкаяИ.ВМатематическаямодельобработки, С. В. Спевакова, А. Г. Спеваков, И. В. Чернецкая, Svetlana S. Spevakova, A. Spevakov, Irina V. Chernetskaya
   The purpose of research is a mathematical justification of the process of processing multispectral data in order to detect local environmental pollution zones with the possibility of classifying the pollutant.   Methods. The fundamentals of the applied theory of stochastic systems based on equations for multidimensional characteristic functions and functionals are used as a basic mathematical apparatus. When determining a contaminant, a criterion reflecting the ability of objects obeying Lambert's law is used. To solve the problem of object classification, approaches using binary logistic regression are applied. Statistical methods of analysis were used to evaluate the results of the study.   Results. The obtained partial mathematical models allow us to take into account many factors affecting mobile environmental monitoring platforms operating in automatic mode. Substantiate the possibility of remote analysis of local environmental pollution zones, with the possibility of determining pollutants such as hydrocarbons, phosphate ions, etc., as well as searching for unauthorized locations of construction and household garbage. They increase the accuracy characteristics by 1,3 times when determining the parameters of selected objects due to the processing of data obtained in various spectral ranges. They contribute to reducing the computational complexity of the classification algorithm by 1,1 times, taking into account the volume of input data in a limited spectral range and reducing the resolution of the reference object, while not affecting the accuracy of classification.   Conclusion. A mathematical model has been developed for processing data and images obtained in several spectral ranges during the operation of a multispectral device for an autonomous mobile environmental monitoring platform, which makes it possible to identify objects in the field of view of the device from a mobile platform, to obtain a detailed image of working scene objects with spatial reference relative to the coordinate system used, a distinctive feature of which is to increase the accuracy of calculating the coordinates of local zones pollution, and increasing the reliability of the classification of objects based on the characteristics of diffusive reflectivity in various spectral ranges.
研究的目的是对多光谱数据处理过程进行数学论证,以检测局部环境污染区域,并有可能对污染物进行分类。方法。基于多维特征函数和泛函方程的随机系统应用理论的基本原理被用作基本的数学工具。在确定污染物时,使用反映物体服从朗伯定律的能力的标准。为了解决目标分类问题,采用了二元逻辑回归的方法。采用统计学分析方法对研究结果进行评价。结果。得到的部分数学模型使我们能够考虑到影响移动环境监测平台在自动模式下运行的许多因素。证实对当地环境污染区域进行远程分析的可能性,具有确定碳氢化合物、磷酸盐离子等污染物的可能性,以及查找未经许可的建筑场所和生活垃圾的可能性。在确定所选对象的参数时,由于对不同光谱范围内获得的数据进行了处理,其精度特性提高了1,3倍。考虑到有限光谱范围内的输入数据量,降低了参考对象的分辨率,在不影响分类精度的前提下,将分类算法的计算复杂度降低了1.1倍。结论。建立了一个数学模型,用于处理自主移动环境监测平台多光谱设备运行期间在多个光谱范围内获得的数据和图像,从而可以从移动平台识别设备视场中的物体,从而获得相对于所使用的坐标系的空间参考的工作场景物体的详细图像。其显著特点是提高了局部污染区域坐标计算的精度,提高了基于不同光谱范围内扩散反射率特征对目标进行分类的可靠性。
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引用次数: 0
A Method for Determining the Type of Human Breathing Based on Machine Learning 一种基于机器学习的人类呼吸类型确定方法
A. V. Zubkov, A. Donsckaia, Ya. A. Marenkov, Yu. S. Gomazkova, D. A. Bolgov
   The purpose of research is to increase the effectiveness of respiratory rehabilitation through the development of automated methods for determining the type of breathing based on machine learning.   Methods. After the COVID-19 pandemic, respiratory rehabilitation became particularly important, as well as methods of home (remote) rehabilitation using the means provided by modern technologies, for which new methods and means began to be developed, including using wireless sensors or motion capture systems. Special attention during respiratory rehabilitation is paid to the type of human breathing, as well as automated methods for analyzing breathing. At the moment, the problem arises that most of the developed methods for analyzing breathing do not work with types of breathing: they either determine only one type, for example, diaphragmatic, or simply analyze the condition of the lungs. In this regard, there is a need to develop a method for analyzing and determining directly the types of human respiration. This article discusses three methods for solving the problem of determining the type of human breathing using a motion capture system and machine learning. The first method is based on static characteristics, for which the Random Forest model was used. The second method, which is based on time characteristics, used the Catch22 model. The third method, which determines the type of respiration using the characteristics of the sinusoid, used a composite model based on two models of Hist Gradient Boosting.   Results. Three methods have been developed to determine the type of human breathing. Machine learning models were trained for each of the methods to find the best accuracy result. After conducting a comparative analysis of the developed approaches, the approach with the best accuracy is determined.   Conclusion. A method for determining the type of human breathing based on machine learning has been developed, the accuracy of which is 0.81.
研究的目的是通过开发基于机器学习的自动方法来确定呼吸类型,从而提高呼吸康复的有效性。方法。在2019冠状病毒病大流行之后,呼吸康复变得尤为重要,利用现代技术提供的手段进行家庭(远程)康复的方法也变得尤为重要,为此开始开发新的方法和手段,包括使用无线传感器或动作捕捉系统。在呼吸康复期间,特别注意人类呼吸的类型,以及分析呼吸的自动化方法。目前出现的问题是,大多数已开发的分析呼吸的方法不适用于呼吸类型:它们要么只确定一种类型,例如横膈膜呼吸,要么简单地分析肺部的状况。在这方面,有必要开发一种方法来直接分析和确定人类呼吸的类型。本文讨论了使用动作捕捉系统和机器学习来解决确定人类呼吸类型问题的三种方法。第一种方法基于静态特征,采用随机森林模型。第二种方法基于时间特征,使用Catch22模型。第三种方法是利用正弦波的特征来确定呼吸类型,该方法使用了基于Hist梯度增强两种模型的复合模型。结果。已经开发了三种方法来确定人类呼吸的类型。为每种方法训练机器学习模型以找到最佳精度结果。在对现有方法进行比较分析后,确定了精度最高的方法。结论。已经开发出一种基于机器学习的人类呼吸类型确定方法,其准确率为0.81。
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引用次数: 0
Evaluation of the Transmission Range of Videoinformation of Various Quality when Monitoring Emergency Situations from an Unmanned Aerial Vehicle 无人机监控突发事件时不同质量视频信息传输距离的评价
M. Y. Alempiev, D. S. Koptev, V. G. Dovbnya, E. V. Skripkina
   The purpose of research The aim of the study is to estimate the maximum transmission range of video information of various quality from an unmanned aerial vehicle to predict its capabilities when monitoring an emergency situation.   Methods. Research methods are based on the concepts of the theory of radio electronics, the theory of diagnostics and prognostics of the technical condition of unmanned aerial vehicles. The methods of multicriteria analysis, parametric and structural synthesis were used. The principles of transmitting video information from unmanned aerial vehicles used to monitor emergency situations are analyzed. A critical assessment of the maximum transmission range of video information from unmanned aerial vehicles during emergency monitoring has been made.   Results. Graphs of the dependence of the energy reserve in the radio communication line between the unmanned aerial vehicle and the ground control system have been obtained, allowing to estimate the maximum values of the transmission range of video information of various quality in the 2.4 and 5.8 GHz bands when monitoring emergencies. The maximum line-of-sight range between the UAV and the UAV slightly depends on the lifting height of the antenna of the mobile UAV and at the lifting height of the UAV from 100 to 500 m is from 40 to 85 km. The maximum range of HD quality video transmission with the FM-4 UAV using Turbo 7/8 turbocoding in the 2.4 and 5.8 GHz bands is 3 and 7 km, respectively, and when transmitting FHD quality video information with the CAM-16 UAV using Turbo 7/8 turbocoding in the 2.4 and 5.8 GHz bands is 1.4 and 3.3 km.   Conclusion. The development of a method for determining the maximum transmission distance of video and command-telemetry information allows for a more accurate assessment of the energy reserve in the radio communication line with an unmanned aerial vehicle. Unmanned aerial vehicles for direction finding and detection of rescue beacons of victims during search and rescue operations should be considered as promising areas of research in the field of the use of unmanned aerial vehicles in emergency situations.
研究目的本研究的目的是估计不同质量的视频信息从无人机的最大传输范围,以预测其在监测紧急情况时的能力。方法。研究方法基于无线电电子学理论、无人机技术状态诊断和预测理论的概念。采用了多准则分析、参数综合和结构综合的方法。分析了用于突发事件监控的无人机视频信息传输原理。对应急监测中无人机视频信息的最大传输距离进行了关键评估。结果。得到了无人机与地面控制系统间无线电通信线路能量储备的依赖关系图,可以估算出突发事件监控时2.4 GHz和5.8 GHz频段不同质量视频信息传输范围的最大值。UAV和UAV之间的最大视距范围稍微取决于移动式UAV的天线的提升高度,并且在UAV的提升高度从100到500米是从40到85公里。FM-4无人机使用Turbo 7/8涡轮编码在2.4和5.8 GHz频段传输高清质量视频信息的最大距离分别为3和7 km, CAM-16无人机使用Turbo 7/8涡轮编码在2.4和5.8 GHz频段传输高清质量视频信息的最大距离为1.4和3.3 km。结论。用于确定视频和命令遥测信息的最大传输距离的方法的发展允许更准确地评估使用无人驾驶飞行器的无线电通信线路中的能量储备。在搜索和救援行动中,用于测向和探测受害者救援信标的无人驾驶飞行器应被视为在紧急情况下使用无人驾驶飞行器领域的有前途的研究领域。
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引用次数: 0
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Proceedings of the Southwest State University. Series: IT Management, Computer Science, Computer Engineering. Medical Equipment Engineering
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