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Deep learning techniques for detection of covid-19 using chest x-rays 利用胸部x光检测新冠肺炎的深度学习技术
Q3 Engineering Pub Date : 2021-06-30 DOI: 10.25728/assa.2021.21.2.1009
A. Naveen, B. Manoj, G. Akhila, M. B. Nakarani, J. Sreekar, P. Beriwal, N. Gupta, S. Narayanan
The COVID-19 pandemic situation keeps on ruining and affecting the wellbeing and prosperity of the worldwide population and due to this situation, the doctors around the world are working restlessly, as the coronavirus is increasing exponentially and the situation for testing has become quite a problematic and with restricted testing units, it’s impossible for every patient to be tested with available facilities. Effective screening of infected patients through chest X-ray images is a critical step in combating COVID-19. With the help of deep learning techniques, it is possible to train various radiology images and detect COVID-19. The dataset used in our research work is gathered from different sources and a specific new dataset is generated. The proposed methodology implemented is beneficial to the medical practitioner for the diagnosis of coronavirus infected patients where predictions can be done automated using deep learning. The deep learning algorithms that are used to predict the COVID with the help of chest X-ray images are evaluated for their prediction based on performance metrics such as accuracy, precision, Recall, and F1-score. In this work, the proposed model has used deep learning techniques for COVID-19 prediction and the results have shown superior performance in prediction of COVID-19. © 2021, International Institute for General Systems Studies. All rights reserved.
新冠肺炎疫情持续破坏和影响全球人口的福祉和繁荣,由于这种情况,世界各地的医生都在不安地工作,因为冠状病毒呈指数级增长,检测情况变得相当困难,检测单位受到限制,不可能用现有的设施对每个病人进行检测。通过胸部X光图像对感染患者进行有效筛查是抗击新冠肺炎的关键一步。借助深度学习技术,可以训练各种放射学图像并检测新冠肺炎。我们研究工作中使用的数据集是从不同的来源收集的,并生成了一个特定的新数据集。所实施的拟议方法有利于医生诊断冠状病毒感染的患者,其中可以使用深度学习自动进行预测。用于借助胸部X射线图像预测新冠肺炎的深度学习算法基于准确性、精确度、召回率和F1分数等性能指标进行预测评估。在这项工作中,所提出的模型将深度学习技术用于新冠肺炎预测,结果在新冠肺炎预测中显示出优异的性能。©2021,国际通用系统研究所。保留所有权利。
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引用次数: 1
Mathematical Modeling of Color Printing Devices: Color Gamut Visualization and Colorimetric Measurements Regularization 彩色印刷设备的数学建模:色域可视化和比色测量正则化
Q3 Engineering Pub Date : 2021-06-30 DOI: 10.25728/ASSA.2021.21.2.1077
D. V. Tunitsky
The article concerns a piecewise linear modeling of a vast range of color printing devices: various printers of different kind and nature, presses, etc. The central purpose is not a presentation of ready to use computational algorithms, or, moreover, accomplished software solutions. The point is to reveal some aspects of mathematical modeling, which could serve as both a guideline for creation of practical and robust engineer solutions and an example of nontrivial application of piecewise linear topology.
这篇文章涉及一系列彩色打印设备的分段线性建模:不同种类和性质的各种打印机、印刷机等。其中心目的不是演示现成的计算算法,也不是演示已完成的软件解决方案。重点是揭示数学建模的一些方面,这既可以作为创建实用和稳健的工程师解决方案的指南,也可以作为分段线性拓扑的非平凡应用的例子。
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引用次数: 0
On Uniform Convergence Property of Solutions for Periodic Differential Inclusions with Asymptotically Stable Sets 具有渐近稳定集的周期微分包含解的一致收敛性
Q3 Engineering Pub Date : 2021-03-31 DOI: 10.25728/ASSA.2021.21.1.1037
M. Morozov
The paper considers a periodic differential inclusion with an asymptotically stable set. The uniform character of convergence of solutions to an asymptotically stable set is established. An exponential estimate is obtained for solutions of a periodic differential inclusion homogeneous in state vector. Examples of control systems leading to consideration of periodic differential inclusions are given. These results can find applications in the stability analysis of control systems with periodic parameters, in particular, servomechanisms whose elements operate on AC, control systems with pulse amplitude modulation, and systems used to solve problems related to investigating vibrations of milling machines.
本文考虑一个具有渐近稳定集的周期微分包含。建立了渐近稳定集解的一致收敛性。得到了状态向量中齐次周期微分包含解的指数估计。给出了考虑周期微分包含的控制系统的例子。这些结果可以应用于具有周期参数的控制系统的稳定性分析,特别是其元件在AC上操作的伺服机构、具有脉冲幅度调制的控制系统以及用于解决与研究铣床振动相关的问题的系统。
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引用次数: 0
Software for Testability Analysis of Aviation Systems 航空系统可测试性分析软件
Q3 Engineering Pub Date : 2021-03-31 DOI: 10.25728/ASSA.2021.21.1.1052
V. S. Viktorova, A. S. Stepanyants
This paper describes models, methods and software tool for testability analysis of aviation systems. It comprises analytical and programing aspects of calculations of main testability, reliability and availability indices. It presents general description of the software, XML schema of input data and technique of their mapping to the database structure. The procedure for generating the initial data for testability analysis based on the line replaceable units failure modes report is described. Fault tree model for analysis of the built-in test conformity is suggested. Markov models have been created for analyzing reliability and availability, taking into account the features of the built-in test and the specifics of the aircraft operation. An approach to the construction of trends in the operative availability of aviation systems in the inter-maintenance interval is proposed.
本文介绍了航空系统可测试性分析的模型、方法和软件工具。它包括主要可测试性、可靠性和可用性指标计算的分析和编程方面。它介绍了软件的一般描述、输入数据的XML模式以及它们映射到数据库结构的技术。描述了基于线路可更换单元故障模式报告生成可测试性分析初始数据的过程。提出了用于分析内置测试一致性的故障树模型。已经创建了马尔可夫模型来分析可靠性和可用性,同时考虑了内置测试的特点和飞机运行的具体情况。提出了一种构建维护间隔内航空系统运行可用性趋势的方法。
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引用次数: 0
The Optimal Control of the Vessel’s Automatic Dynamic Positioning System Under Deviation 船舶自动动态定位系统在偏离状态下的最优控制
Q3 Engineering Pub Date : 2021-03-31 DOI: 10.25728/ASSA.2021.21.1.808
V. Kramar, V. Alchakov, A. Osadchenko
An optimal algorithm for linear control of the unmanned vessel dynamic positioning system with provision for vessel characteristics, equipment, and the process has been developed. A block diagram for the automatic dynamic positioning system has been suggested which allows presenting a necessary set of devices for its technical implementation.
针对无人船动态定位系统的特点、设备和过程,提出了一种线性控制的优化算法。已经提出了用于自动动态定位系统的框图,其允许呈现用于其技术实现的必要的一组设备。
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引用次数: 1
Design and Comparison of Plasma H∞ Loop Shaping and RGA-H∞ Double Decoupling Multivariable Cascade Magnetic Control Systems for a Spherical Tokamak 球形托卡马克等离子体H∞回路成形和RGA-H∞双解耦多变量串级磁控制系统的设计与比较
Q3 Engineering Pub Date : 2021-03-31 DOI: 10.25728/ASSA.2021.21.1.942
Y. Mitrishkin, E. Pavlova, M. Patrov
The article aims to present an approach to design and compare cascade Hinf loop shaping and essentially new cascade RGA-Hinf double decoupling magnetic control systems for a multivariable dynamical plant, specifically plasma in a vertically elongated tokamak. Identification of the present control closed-loops containing a plasma linear model of a relatively high order for the spherical Globus-M tokamak (Ioffe Institute, St Petersburg, Russia) to derive a low order linear model (without the application of reduction algorithms) as a plant under control is undertaken. A robust H¥ loop shaping method was applied to the identified model to design a plasma position, current, and shape (6 gaps between the first wall and plasma separatrix) multivariable controller. A structural analysis was done to get the most effective structure of the square plant with the 3rd gap eliminated in the feedback and a separate loop for the plasma current control. The methodology of the relative gain array (RGA) was applied to this structure to choose the proper correspondences between inputs and outputs (pairing), which brought the plant model closer to a decoupling plant (first decoupling in the open plant model). Further, the Hinf adjustment of the control system with the pairing plant and an additional feedback decoupling matrix (second decoupling of the plant model in the feedback) and PI controllers in the feedback gave increased control system accuracy while tracking references. Comparison of the two control systems designed has shown that double decoupling gives higher performance accuracy and a less robust stability margin, while the robust loop shaping method allows the stability margin to be increased but gave less accurate control of the gaps.
本文旨在为多变量动力装置,特别是垂直细长托卡马克中的等离子体,提供一种设计和比较级联Hinf回路成形和本质上新的级联RGA-Hinf双解耦磁控制系统的方法。对包含球形Globus-M托卡马克(Ioffe Institute,St Petersburg,Russia)的相对高阶等离子体线性模型的当前控制闭环进行识别,以导出作为受控对象的低阶线性模型(不应用归约算法)。将鲁棒H?回路成形方法应用于所识别的模型,以设计等离子体位置、电流和形状(第一壁和等离子体分界线之间的6个间隙)多变量控制器。对方形装置进行了结构分析,以获得最有效的结构,其中消除了反馈中的第三个间隙,并为等离子体电流控制提供了一个单独的回路。将相对增益阵列(RGA)的方法应用于该结构,以选择输入和输出之间的适当对应关系(配对),这使工厂模型更接近解耦工厂(开放工厂模型中的第一个解耦)。此外,具有配对对象的控制系统的Hinf调节和附加的反馈解耦矩阵(反馈中对象模型的第二次解耦)以及反馈中的PI控制器在跟踪参考的同时提高了控制系统的精度。对所设计的两个控制系统的比较表明,双重解耦提供了更高的性能精度和较低的鲁棒稳定裕度,而鲁棒环路成形方法允许增加稳定裕度但对间隙的控制精度较低。
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引用次数: 1
Formularization Method for Calculating the Breakaway and Break-in Points and the Corresponding Gain of Root Locus Graphs 计算根轨迹图的断点、断点及相应增益的公式化方法
Q3 Engineering Pub Date : 2021-03-31 DOI: 10.25728/ASSA.2021.21.1.1012
H. Shibly, Orwah H. Shibly
Break points, break-away and break-in points, are an essential part in root locus technique for single input single output linear invariant control systems. The importance of Break points comes from the fact that at the Break points at least two roots of the characteristic equation of the closed loop control system change their type from real to a complex at the break away point, and from complex to real at break-in point. This change affects the response of the system which can be crucial for some of systems’ applications. The conditions for being a Break point are analysed and a new formulated systematic method for finding the Break points and their corresponding gains is presented. An efficient algorithm was developed and can be solved analytically. There is no mathematical differentiation during calculation, and the algorithm can be programmed easily. The developed algorithm is applicable for any order of transfer function of a linear invariant control system. This method is compared with other common methods to show its merits and effectiveness.
在单输入单输出线性不变控制系统的根轨迹技术中,断点、断点和断点是一个重要的组成部分。断点的重要性来自于这样一个事实,即在断点处,闭环控制系统的特征方程的至少两个根在断点处从实数变为复数,在断点处由复数变为实数。这种变化会影响系统的响应,这对某些系统的应用程序来说至关重要。分析了成为断点的条件,并提出了一种新的系统方法来寻找断点及其相应的增益。开发了一种有效的算法,该算法可以解析求解。在计算过程中没有数学微分,并且算法可以很容易地编程。该算法适用于线性不变控制系统的任意阶传递函数。将该方法与其他常用方法进行了比较,以表明其优点和有效性。
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引用次数: 0
Enhanced Results on Stability Criteria for Linear Time Delay Systems with Distributed Delay via Relaxed Double Integral Inequality 利用松弛二重积分不等式增强了具有分布时滞的线性时滞系统稳定性判定的结果
Q3 Engineering Pub Date : 2021-03-31 DOI: 10.25728/ASSA.2021.21.1.1044
Jeetendra Rajagopal, Jeevanandan Balamurugan
This paper investigates the matter of stability criteria for linear time delay systems with distributed delay. Firstly, a relaxed double integral inequality is established to estimate the double integral terms appearing within the derivative of Lyapunov-Krasovskii functionals (LKFs) with a triple integral term. Unlike the recently introduced Jensen's inequalities, Wirtinger based integral inequalities, refined Jensen's inequalities and therefore the auxiliary function based integral inequalities the proposed relaxed integral inequality provides large feasible solution region and fewer conservative results. Secondly, by constructing an augmented Lyapunov-Krasovskii functional with a triple integral term, the robust stability criteria for linear time delay systems with distributed delay are given in terms of linear matrix inequalities (LMIs), which may be easily computed by the LMI toolbox of MATLAB. Finally, two numerical examples are performed to indicate the effectiveness of the proposed criterion.
本文研究了具有分布时滞的线性时滞系统的稳定性准则问题。首先,建立了一个松弛的二重积分不等式来估计Lyapunov-Krasovskii泛函导数中出现的二重积分项。与最近引入的Jensen不等式、基于Wirtinger的积分不等式以及基于辅助函数的积分不等式不同,所提出的松弛积分不等式提供了大的可行解区域和较少的保守性结果。其次,通过构造具有三积分项的增广Lyapunov-Krasovskii泛函,用线性矩阵不等式(LMI)给出了具有分布时滞的线性时滞系统的鲁棒稳定性准则,该准则可以很容易地用MATLAB的LMI工具箱计算。最后,通过两个算例验证了该准则的有效性。
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引用次数: 0
Decoupling Model-Based Fuzzy Logic Control of Room Temperature and Humidity 基于解耦模型的室内温湿度模糊控制
Q3 Engineering Pub Date : 2021-03-31 DOI: 10.25728/ASSA.2021.21.1.963
S. Yordanova
The control of room temperature and humidity is important for ensuring of the necessary indoor human comfort for optimal work capacity and effective rest. The plant nonlinearity and the variables coupling require intelligent control techniques in order to satisfy the high performance demands. The present paper suggests a procedure for the design of a simple for industrial implementation fuzzy logic controller on the principle of parallel distributed compensation (PDC) that consists of linear local decoupling two-variable controllers. It is based on a Takagi-Sugeno-Kang (TSK) plant model, derived from experimentally obtained plant step responses using expert knowledge and parameter optimisation via genetic algorithms. The design is applied for the control of the temperature and the relative humidity of a laboratory air-conditioning system. The PDC system outperforms an existing Mamdani two-variable control system with adaptive properties in shorter settling time, higher robustness and reduced overshoot, estimated from simulations.
室内温度和湿度的控制对于确保最佳工作能力和有效休息所需的室内人体舒适度至关重要。为了满足高性能要求,植物非线性和变量耦合需要智能控制技术。本文提出了一种基于并行分布式补偿(PDC)原理的简单工业实现模糊逻辑控制器的设计方法,该控制器由线性局部解耦双变量控制器组成。它基于Takagi-Sugeno Kang(TSK)工厂模型,该模型使用专家知识和遗传算法的参数优化从实验获得的工厂阶跃响应中导出。该设计应用于实验室空调系统的温度和相对湿度控制。根据仿真估计,PDC系统优于现有的Mamdani双变量控制系统,具有更短的稳定时间、更高的鲁棒性和减少过冲的自适应特性。
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引用次数: 0
Application of the Minimum Principle of a Tikhonov Smoothing Functional in the Problem of Processing Thermographic Data Tikhonov平滑泛函最小值原理在热成像数据处理中的应用
Q3 Engineering Pub Date : 2021-03-31 DOI: 10.25728/ASSA.2021.21.1.1055
E. Laneev, N. Chernikova, O. Baaj
The paper considers a method for correcting thermographic images. Mathematical processing of thermograms is based on the analytical continuation of the stationary temperature distribution as a harmonic function from the surface of the object under study to the heat sources. The continuation is performed by solving an ill posed mixed problem for the Laplace equation in a cylindrical region of rectangular cross-section. The cylindrical area is bounded by an arbitrary surface and plane. The Cauchy conditions are set on the surface-the boundary values of the desired function and its normal derivative. Inhomogeneous conditions of the first kind are set on the side faces of the cylinder. The problem is the inverse of the corresponding mixed problem for the Poisson equation. In this paper, an approximate solution of the problem is obtained that is stable with respect to the error in the Cauchy data and inhomogeneity in the boundary conditions. In the course of constructing an approximate solution, the problem is reduced to the Fredholm integral equation of the first kind, which is solved using the minimum smoothing functional principle. The convergence of the approximate solution of the problem is proved when the regularization parameter is matched to the error in the data.
本文研究了一种校正热成像图像的方法。热图的数学处理是基于从被研究物体表面到热源的稳定温度分布作为调和函数的解析延拓。该延拓是通过在矩形截面的圆柱形区域内求解拉普拉斯方程的病态混合问题来实现的。圆柱形区域由任意曲面和平面限定。柯西条件被设定在曲面上——期望函数的边值和它的法向导数。第一类非均匀条件设置在圆柱体的侧面上。这个问题是泊松方程对应的混合问题的逆。本文得到了该问题的近似解,该解相对于柯西数据的误差和边界条件的非均匀性是稳定的。在构造近似解的过程中,将问题简化为第一类Fredholm积分方程,利用最小平滑泛函原理求解。当正则化参数与数据误差匹配时,证明了问题近似解的收敛性。
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引用次数: 5
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Advances in Systems Science and Applications
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