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IEEE EUROCON 2021 - 19th International Conference on Smart Technologies最新文献

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A Performance Comparison of Pre-trained Deep Learning Models to Classify Brain Tumor 预训练深度学习模型在脑肿瘤分类中的性能比较
Pub Date : 2021-07-06 DOI: 10.1109/EUROCON52738.2021.9535636
A. Diker
The brain tumor classification and detection are significant problems in computer-assisted diagnosis (CAD) for medical applications. In this study, the performance comparison of pre-trained deep learning models which are AlexNet, GoogleNet ,and ResNet-18 for the classification of brain MRI images was made. The performances of these models are compared with each other. Experimental results show that the AlexNet model achieves the highest accuracy at 96%. It is followed by the GoogleNet and ResNet-18 model with an accuracy of 90.66% and 88% respectively.
脑肿瘤的分类与检测是医学计算机辅助诊断(CAD)中的一个重要问题。本研究对预训练深度学习模型AlexNet、GoogleNet和ResNet-18在脑MRI图像分类方面的性能进行了比较。对这些模型的性能进行了比较。实验结果表明,AlexNet模型达到了96%的最高准确率。其次是GoogleNet和ResNet-18模型,准确率分别为90.66%和88%。
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引用次数: 1
An Epidemiological-based Regression Analysis of Alzheimer’s disease and Mild Cognitive Impairment Converts in the Female Population 女性人群中阿尔茨海默病和轻度认知障碍转换的流行病学回归分析
Pub Date : 2021-07-06 DOI: 10.1109/EUROCON52738.2021.9535564
A. Khan, S. Zubair, Samreen Khan
Detection and prediction of Alzheimer's Disease (AD) conversion from the stage of Mild Cognitive Impairment (MCI) have remained a challenging task. Regression analysis is a method that sorts those essential features/biomarkers that have a strong impact on the overall prediction. This study centres on delivering an individualized regression analysis of cognitively normal and MCI converts over the twenty independent biomarkers that leverage clinical data. Out of the 1713 male and female subjects, 768 female subjects were studied to investigate the prevalence of AD and MCI, those diagnosed with AD and MCI and their associated risk factors. The study data were gathered from the Alzheimer's Disease Neuroimaging Initiative (ADNI). Twenty potential clinical features were included; comprised of a combination of demographic, cerebral spinal fluid, cognitive, diffusion tensor imaging, electroencephalography, genetic, magnetic resonance imaging, and positron emission tomography testing variables. The regression analysis metrics R-squared, F-statistic, Omnibus, Durbin-Watson, Coefficient and Standard error, were used to evaluate the model. Our results showed that cognitive assessment metrics were highly significant among the other testing biomarkers. Additionally, we determined the significance of each clinical variable. Our performed analysis could impact the clinical setting as a means to further develop a machine learning model in predicting the conversion of MCI to AD or to detect principle subjects for clinical trials.
从轻度认知障碍(MCI)阶段检测和预测阿尔茨海默病(AD)转换仍然是一项具有挑战性的任务。回归分析是一种对整体预测有强烈影响的基本特征/生物标志物进行分类的方法。本研究的重点是对认知正常和轻度认知障碍转化者进行个性化回归分析,这些转化者使用了20种独立的生物标志物来利用临床数据。在1713名男性和女性受试者中,研究了768名女性受试者,以调查AD和MCI的患病率,诊断为AD和MCI的患者及其相关危险因素。研究数据来自阿尔茨海默病神经影像学倡议(ADNI)。包括20个潜在的临床特征;包括人口统计学、脑脊液、认知、弥散张量成像、脑电图、遗传、磁共振成像和正电子发射断层扫描测试变量的组合。采用回归分析指标r平方、f统计量、Omnibus、Durbin-Watson、系数和标准误差对模型进行评价。我们的研究结果表明,认知评估指标在其他测试生物标志物中非常重要。此外,我们确定了每个临床变量的重要性。我们进行的分析可能会影响临床环境,作为进一步开发机器学习模型的一种手段,用于预测MCI向AD的转化,或检测临床试验的主要受试者。
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引用次数: 0
Heun-King-Werner Method’s based approaches for the solution of the Load Flow Problem 基于Heun-King-Werner方法的潮流问题求解方法
Pub Date : 2021-07-06 DOI: 10.1109/EUROCON52738.2021.9535618
Laice Neves de Oliveira, F. Freitas, A. P. Oliveira
This paper presents approaches to the calculation of the solution of the load flow problem in ill-conditioned systems based on Newton’s Continuous philosophy. Two approaches to the Heun-King-Werner method are proposed with the objective of obtaining a better computational cost from the reduction of the number of calculations and factorizations of the Jacobian matrices. The methods performance were compared in terms of convergence with the standard Newton-Raphson and the original Heun-King-Werner method. Experiments carried out in ill-conditioned power system models demonstrated that the proposed approaches can significantly reduce the computational cost employed by the original Heun-King-Werner method.
本文提出了基于牛顿连续原理的病态系统负荷流问题解的计算方法。提出了Heun-King-Werner方法的两种方法,目的是通过减少雅可比矩阵的计算次数和分解来获得更好的计算成本。将该方法的收敛性能与标准Newton-Raphson和Heun-King-Werner方法进行了比较。在病态电力系统模型中进行的实验表明,所提出的方法可以显著降低原始Heun-King-Werner方法所使用的计算成本。
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引用次数: 0
Method for indirect measurement of the phase capacitance of a distribution substation and the single-phase earth fault current 配电变电所相容和单相接地故障电流的间接测量方法
Pub Date : 2021-07-06 DOI: 10.1109/EUROCON52738.2021.9535640
A. Neftissov, A. Biloshchytskyi, A. Novozhilov, A. Kislov
This paper presents a theoretical justification for the possibility of determining the current of a single-phase earth fault in an indirect way, as well as a method for determining the line capacitance. An experiment was carried out to measure the current of a single-phase earth fault through a capacitive shunt. Comparison of calculated data and measured results is presented.
本文提出了用间接方法确定单相接地故障电流的可能性的理论依据,以及确定线路电容的方法。进行了通过容性并联装置测量单相接地故障电流的实验。给出了计算数据与实测结果的比较。
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引用次数: 0
Design of a Digital Following System of Welding Robot With a Visual Sensor 带有视觉传感器的焊接机器人数字跟随系统设计
Pub Date : 2021-07-06 DOI: 10.1109/EUROCON52738.2021.9535643
B. Pryymak, S. Korol, M. Ostroverkhov
This paper proposes a variant of solving the problem of synthesis of a digital following system of the welding robot when using a visual sensor as the meter of the relative position of the torch and the parts being welded. A discrete mathematical model of the controlled plant was derived. Structural and parametric synthesis of the control algorithm was performed, which includes a state observer and a modal combined regulator of welding robot link position. The performance of the proposed digital following system of welding robot link was studied.
本文提出了一种以视觉传感器作为焊枪与被焊件相对位置测量仪表的焊接机器人数字跟随系统综合问题的解决方案。建立了被控对象的离散数学模型。对焊接机器人连杆位置的状态观测器和模态组合调节器进行了结构和参数综合。对所提出的焊接机器人连杆数字跟随系统的性能进行了研究。
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引用次数: 0
Fine-Tuning Convolutional Neural Network Based Railway Damage Detection 基于微调卷积神经网络的铁路损伤检测
Pub Date : 2021-07-06 DOI: 10.1109/EUROCON52738.2021.9535585
A. Aydin, Mehmet Umut Salur, I. Aydin
Due to the rapid development of the railway industry, the task of checking the fit and defects of rails has become of high importance. The train tracks, which are kilometers long, are obtained with hours of video recording. It is almost impossible to examine the images obtained by one or more human eyes. Even if factors that may affect people (such as discomfort, fatigue) are ignored, we can easily state that the time required for the completion of damage assessment will take weeks or months. During the period of investigation, the condition of serious damage may worsen and undesirable results may occur. Therefore, it will save time and cost if the flaws on the rails are made by a deep learning model instead of being made by humans. At the same time, safety in rail transport will be ensured. We propose a high-performance fine-tuning convolutional neural network model that can be improved with negligible losses by using image data to detect defects that occur depending on time or impact on the rail surfaces they use for the transportation of trains. In our study, a two-step approach is followed. In the first stage, we get cropped images focused on the train tracks instead of the rail image captured with a large area. In the second stage, various convolutional neural network models were applied using the cropped images and the classification was provided. While our model continues to work with high success, it works with increasing parameters that accelerate training, such as batch size, and it works very little or even without any loss of success. Experimental results show that our model is better than previous studies.
由于铁路工业的快速发展,对钢轨的配合和缺陷的检查工作变得非常重要。这些铁轨长达数公里,是通过数小时的视频记录得来的。用一只或多只眼睛来检查获得的图像几乎是不可能的。即使忽略可能影响人们的因素(如不适、疲劳),我们也可以很容易地说,完成损害评估所需的时间将需要数周或数月。在调查期间,严重损坏的情况可能会恶化,并可能产生不良后果。因此,如果轨道上的缺陷由深度学习模型制造,而不是由人工制造,将节省时间和成本。同时,确保铁路运输安全。我们提出了一种高性能的微调卷积神经网络模型,该模型可以通过使用图像数据来检测根据时间或对用于火车运输的轨道表面的影响而发生的缺陷,从而在可忽略不计的损失下进行改进。在我们的研究中,遵循两步方法。在第一阶段,我们获得聚焦在火车轨道上的裁剪图像,而不是用大面积捕获的铁路图像。第二阶段,对裁剪后的图像应用各种卷积神经网络模型进行分类;虽然我们的模型继续以很高的成功率工作,但它可以使用越来越多的参数来加速训练,例如批处理大小,并且它的工作非常少,甚至没有任何成功的损失。实验结果表明,我们的模型优于以往的研究。
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引用次数: 2
The Power Components Distribution Investigating in Idle Mode of Three-Phase Transformer with Damage Winding 绕组损坏三相变压器怠速工况下功率分量分布研究
Pub Date : 2021-07-06 DOI: 10.1109/EUROCON52738.2021.9535558
I. Reva, O. Bialobrzheskyi, O. Todorov, M. Bezzub
Transformers in today's network are increasingly affected by distribution generation. Due to significant fluctuations in source primary energy flow arise idling mode in transformer, increasing loss of saturated magnetic circuit. In this regard, the transformer condition monitoring problems arise and are solve, taking into account its power distribution, especially in damages case. Existing studies in most cases are based on the power distribution analysis, or its harmonic components for normal operating condition. The rules for power distribution determining process of three-phase transformer with inter-turn fault in the windings group of one of the phases is proposed. An experimental study the three-phase transformer idling mode was performed on the laboratory equipment. Developed the primary sequence of the conducting an experiment for research and monitoring of three-phase transformer energy performance in idle mode with a damaged winding. The method was used for this purpose - the power harmonic componets distribution analysis of three-phase transformer provided that the determination location of the damage is by infrared measurement. It is noted that the power of harmonics current and voltage, significantly different from the power harmonics in each of the phases transformer and between phases in general. This allows to apply previously known criteria for evaluating the power distortion character as transformer damage indicators. The results of the study can be used as components for a hybrid monitoring and expert system in SmartGrid.
在当今的电网中,变压器越来越多地受到配电系统的影响。由于源一次能流波动较大,变压器出现空转模式,增加了饱和磁路的损耗。为此,变压器的状态监测问题出现并得到解决,要考虑到其配电情况,特别是在损坏情况下。现有的研究大多是基于功率分布分析,或其谐波分量为正常运行状态。提出了三相变压器某一相绕组组匝间故障时的配电判定规则。在实验设备上对三相变压器空转模式进行了实验研究。制定了在绕组损坏的情况下进行三相变压器空转工况能量性能研究与监测实验的基本流程。该方法用于三相变压器电力谐波分量分布分析,采用红外测量法确定损坏位置。值得注意的是,电流和电压的功率谐波,明显不同于变压器各相和一般相间的功率谐波。这允许应用以前已知的标准来评估功率失真特性作为变压器损坏指标。研究结果可作为智能电网混合监测和专家系统的组成部分。
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引用次数: 0
Control of PV Distributed Systems Based on Three-Phase Triple Inverters to Support Grids with Unbalanced Loads 基于三相三联逆变器支持电网不平衡负荷的光伏分布式系统控制
Pub Date : 2021-07-06 DOI: 10.1109/EUROCON52738.2021.9535568
V. Pires, D. Foito, A. Cordeiro, J. F. Silva
This paper is focused on the control system for photovoltaic (PV) generators using three-phase triple inverters. These inverters allow for a distributed PV system, and at the same time, they provide AC multilevel operation. The proposed controller is designed to allow the operation of the inverter in a way that it can extend support to the grid with ancillary services. One of the ancillary services that the three-phase triple inverter can support is the injection of unbalanced currents in order to eliminate or attenuate grid load unbalances. Therefore, the proposed topology will be extended to accommodate four wires. The capability of the system to support the grid with ancillary services, especially the compensation of unbalanced loads, the four-wire multilevel topology operation and the proposed controller will be verified through several simulation tests.
本文主要研究了采用三相三逆变器的光伏发电机组控制系统。这些逆变器允许分布式光伏系统,同时,它们提供交流多级操作。所提出的控制器被设计为允许逆变器以一种方式运行,它可以通过辅助服务扩展对电网的支持。三相三联逆变器可以支持的辅助服务之一是注入不平衡电流以消除或衰减电网负载不平衡。因此,建议的拓扑结构将被扩展以容纳四条线。系统支持电网辅助服务的能力,特别是不平衡负载的补偿,四线多电平拓扑操作和所提出的控制器将通过几个仿真测试来验证。
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引用次数: 0
Neural Network Clustering Technology for Cartographic Images Recognition 地图图像识别中的神经网络聚类技术
Pub Date : 2021-07-06 DOI: 10.1109/EUROCON52738.2021.9535544
V. Zhukovskyy, S. Shatnyi, N. Zhukovska, A. Sverstiuk
It is offered the information system of recognition of cartographic images of soil massifs and classification of landscape areas by types of soil massifs using the neural network. Here was described approaches to architecture design, teaching methods, data preparation for teaching, training and neural network testing. The functional scheme of the neural network is developed, which consists of the input, hidden and output layer, collecting and processing of data, and training algorithm. The analysis of efficiency, speed and accuracy of work of a neural network as a part of information technology is carried out.
提出了基于神经网络的土质地形图图像识别和按土质类型划分景观区的信息系统。本文介绍了体系结构设计的方法、教学方法、教学数据准备、训练和神经网络测试。提出了神经网络的功能方案,包括输入层、隐藏层和输出层,数据的采集和处理,以及训练算法。对作为信息技术一部分的神经网络的工作效率、速度和准确性进行了分析。
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引用次数: 5
Numerical Investigation of the Mixing Efficiency in Square-Wave Passive Micromixers for Microfluidic Device Applications 用于微流控器件的方波无源微混合器混合效率的数值研究
Pub Date : 2021-07-06 DOI: 10.1109/EUROCON52738.2021.9535570
V. Ionescu
This numerical study investigated the mixing efficiency and pressure drop characteristics of water-based liquid flow through five different serpentine-type microchannel structures with a square cross-section, for Reynolds numbers Re between 0.5 and 40. The cost of mixing was also evaluated here in terms of pressure drop and input power required to transport the fluid through the channel. The passive micromixer models were characterized by a constant hydraulic diameter of 200 μm, with the height H and pitch Pi of the microchannel modified at the values from 0.6 to 1 mm and 1.2 to 2 mm, respectively, maintaining a constant Pi/H ratio of 2. At Re = 2, Re = 10 and Re =30, the mixing efficiency for the model with Pi = 2 mm and H = 1 mm was 1.27, 1.1 and 1.26 times the mixing indexes of the model with Pi = 1.2 mm and H = 0.6 mm, respectively. This enhanced mixing quality was obtained with the sacrifice of a lower mixing index to pressure drop ratio (1.18, 1.32 and 1.13 times lower) and a higher mixing cost in terms of input power (1.18, 1.49 and 1.15 times higher).
本文研究了在雷诺数Re为0.5 ~ 40的条件下,水基液体通过5种不同的方形截面蛇纹石微通道结构时的混合效率和压降特性。混合成本也根据压降和输送流体通过通道所需的输入功率进行了评估。无源微混合器模型的水力直径为200 μm,微通道的高度H和节距Pi分别在0.6 ~ 1 mm和1.2 ~ 2 mm范围内调整,Pi/H比值为2。在Re = 2、Re = 10和Re =30时,Pi = 2 mm和H = 1 mm模型的混合效率分别是Pi = 1.2 mm和H = 0.6 mm模型混合指数的1.27倍、1.1倍和1.26倍。这种混合质量的提高是以较低的压降比为代价(分别降低1.18、1.32和1.13倍),较高的输入功率为代价(分别提高1.18、1.49和1.15倍)。
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引用次数: 0
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IEEE EUROCON 2021 - 19th International Conference on Smart Technologies
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