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Analysis of multi-class classification performance metrics for remote sensing imagery imbalanced datasets 遥感影像不平衡数据集的多类分类性能指标分析
Pub Date : 2021-06-30 DOI: 10.35429/jqsa.2021.22.8.11.17
Andrea González-Ramírez, Josué López, Deni Torres, Israel Yañez-Vargas
Remote sensing imaging datasets for classification generally present high levels of imbalance between classes of interest. This work presented a study of a set of performance evaluation metrics for an imbalance dataset. In this work, a support vector machine (SVM) was used to perform the classification of seven classes of interest in a popular dataset called Salinas-A. The performance evaluation of the classifier was performed using two types of metrics: 1) Metrics for multi-class classification, and 2) Metrics based on the binary confusion matrix. In the results, a comparison of the scores of each metric is developed, some being more optimistic than others due to the bias that they present given the imbalance. In addition, our case study helps to conclude that the Matthews correlation coefficient (MCC) presents the lowest bias in imbalanced cases and is regarded to be robust metric. These results can be extended to any imbalanced dataset taking into account the equations developed by Luque.
用于分类的遥感成像数据集通常在感兴趣的类别之间存在高度不平衡。这项工作提出了一组不平衡数据集的性能评估指标的研究。在这项工作中,使用支持向量机(SVM)在一个名为Salinas-A的流行数据集中对七个感兴趣的类别进行分类。使用两种类型的指标对分类器进行性能评估:1)多类分类指标,2)基于二元混淆矩阵的指标。在结果中,对每个指标的分数进行比较,由于它们在不平衡的情况下呈现的偏见,一些指标比其他指标更乐观。此外,我们的案例研究有助于得出结论,马修斯相关系数(MCC)在不平衡情况下表现出最低的偏差,被认为是一个稳健的指标。考虑到Luque开发的方程,这些结果可以扩展到任何不平衡数据集。
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引用次数: 3
Use of the effectiveness of cuachalalate from healing plants in Mezquitic, Jalisco 在哈利斯科州梅兹基蒂克的治疗植物中使用有效的甲草酸盐
Pub Date : 2021-06-30 DOI: 10.35429/jqsa.2021.22.8.25.30
Arcelia González-García, Claudia Hernández-Salas, Rosa María Martínez-Ortiz, Lilia González-Martínez
Cuachalalate is (Amphiterigium adstringens )an arboreal species of the low deciduous forest whose bark has been used since pre-Hispanic times in traditional medicine because it is one of the products of greatest demand of Mexican herbalism and the economic importance for the communities that live in this ecosystem in the inifap Since 1989, research has been carried out to improve its management, which currently allows its sustainable and legal use. This study was carried out in Jalisco Zacatecas whose objective was to know the use of the curative plants of cuachalalate with traditional medicine as preventive of a scarring of some of the wounds as well as the most frequently consumed and the results indicate that the main areas or fronts of the cortex are from the State of Jalisco for the human
Cuachalalate (Amphiterigium adstringens)是一种低矮落叶林中的树栖物种,其树皮自前西班牙时代以来一直用于传统医学,因为它是墨西哥草药需求量最大的产品之一,对生活在inifap生态系统中的社区具有经济重要性。自1989年以来,开展了改善其管理的研究,目前允许其可持续和合法使用。这项研究是在哈利斯科州萨卡特卡斯州进行的,其目的是了解传统医学中治疗植物cuachalalate的使用,以预防一些伤口的疤痕以及最常消耗的伤口,结果表明,皮层的主要区域或前部来自哈利斯科州
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引用次数: 0
Analysis and automatic segmentation of images for lungs regions extraction in X-ray chest x线胸片肺区提取图像分析与自动分割
Pub Date : 2020-12-31 DOI: 10.35429/JQSA.2020.21.7.18.27
J. Quintanilla-Domínguez, J. I. Yáñez-Vargas, Miriam Butanda-Serrano, Enrique Sánchez-Torrecitas
One of the main disease caused by the COVID-19 in the humans is the pneumonia. This disease mainly attacks the lungs and one of the effective methods for diagnosis is through X-ray chest analysis. Due this in this work a methodology that allow the segmentation and analysis of regions that belong to the lungs in images of X-ray chest is presented. This methodology is based mainly in the implementation of some digital image processing techniques such as: contrast enhancement, segmentation, binarization and the application of morphological operations as the erosion and dilatation.
COVID-19在人类中引起的主要疾病之一是肺炎。本病主要侵袭肺部,x线胸部分析是诊断的有效方法之一。因此,在这项工作中,提出了一种方法,允许分割和分析x线胸部图像中属于肺部的区域。该方法主要基于一些数字图像处理技术的实现,如:对比度增强、分割、二值化和应用形态学操作作为侵蚀和扩张。
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引用次数: 0
Relationship between electrostatic powder coating thickness measurements at different points on uneven surfaces 不均匀表面上不同点静电粉末涂层厚度测量的关系
Pub Date : 2020-12-31 DOI: 10.35429/jqsa.2020.21.7.28.33
O. L. Luévano-Cabrales, Francisco Guillermo Salas-Pérez, Raymundo Juárez-del Toro, Julio César Morales-Villa
Measure relation of electrostatic powder coating thickness at diferent points on irregular surfaces. In this work, we found the relation between the thickness measures at diferent areas of a irregular surface, by the electrostatic powder coating on pieces with five diferent geometries and varyin slightly parameters like potential and application distance. At the products where the electrostatic powder coating are used, the thickness measure is an importante quality characteristic, however on the irregular surfaces is so noticeable when the thickness measure is not uniform on the entire piece. But when it is known that the thickness ratio varies from one area to another of the same piece, it is easier to establish a methodology that allows the process to have a measure of uniform thickness.
测量不规则表面上不同点静电粉末涂层厚度的关系。在这项工作中,我们通过静电粉末涂层在五种不同几何形状的零件上,并在电位和应用距离等参数上略有变化,发现了不规则表面不同区域的厚度测量之间的关系。在使用静电粉末涂料的产品中,厚度测量是一项重要的质量特性,但在不规则表面上,当厚度测量在整个工件上不均匀时,就会非常明显。但是,当我们知道同一块材料的厚度比例在不同区域之间是不同的,就更容易建立一种方法,使该过程具有均匀厚度的测量。
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引用次数: 0
Methodology to calculate the intensity of the electric field generated in a double circuit High Voltage Alternating Current overhead transmission line 双回路高压交流架空输电线路电场强度的计算方法
Pub Date : 2020-12-31 DOI: 10.35429/JQSA.2020.21.7.1.8
Jorge Luis Aguilar-Marin, J. Vergara-Vázquez, Jorge Gabriel Padilla-Cantero, D. Hernández-González
One of the parameters considered in the design of transmission lines is the distribution of its generated electric field. The following article presents a reference methodology that allows obtaining the electric field on the right-of-way of a High Voltage Alternating Current (HVAC) overhead transmission line, the methodology is developed based on the Load Simulation Method (MSC) and the Image Method. The results obtained present a difference of less than 2%. In this way a case study of a 230 kV HVAC double circuit transmission line presented, an optimization of the phases of the transmission line circuits is carried out to determine the most efficient configuration for obtaining the electric field density. The results obtained allow a configuration of n circuits, admitting the different nominal voltages of the HVAC lines.
输电线路设计中要考虑的参数之一是其产生的电场分布。下面的文章提出了一种参考方法,可以获得高压交流电(HVAC)架空输电线路的路权上的电场,该方法是基于负载模拟方法(MSC)和图像方法开发的。所得结果的差异小于2%。以230kv HVAC双回输电线为例,对输电线回路的相位进行了优化,以确定获得电场密度的最有效配置。得到的结果允许n个电路的配置,允许不同的HVAC线路标称电压。
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引用次数: 0
Change points in space-time, methodology and applications 时空、方法和应用的变化点
Pub Date : 2019-12-31 DOI: 10.35429/jqsa.2019.19.6.17.28
Lucila Muñiz –Merino, Bulmaro Juárez-Hernandez, Hugo Adan Cruz-Suares
In this work, we review publications which analyze, develop and apply concepts of change points, in general, the formulation of the problem of the change point, and different problems, including some of its applications are presented. Applications include temporal, spatial and temporal-space change points, parametric and non-parametric methods are used.
在这项工作中,我们回顾了分析、发展和应用变化点概念的出版物,一般来说,变化点问题的表述,以及不同的问题,包括它的一些应用。应用包括时间,空间和时空变化点,参数和非参数方法的使用。
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引用次数: 0
Synthesis of polar copolymers by the process of emulsion via free radicals (FRP) 自由基乳液法合成极性共聚物(FRP)
Pub Date : 2019-06-30 DOI: 10.35429/jqsa.2019.18.6.1.5
Luis Mario Magaña-Maldonado, D. Contreras-López
At present, the polymer industry has gained increasing importance due to the versatility of its properties, as well as the impact they have on the environment. The present investigation provides the determination of optimal operating conditions for the polymerization of styrene and vinyl propionate in a Batch reactor, as well as the copolymerization of styrene with propionate monomers by the process of emulsion via free radicals, allowing to observe the variations with respect to Reaction yields and molecular weights. Another important factor is the activation of the initiator so that the polymerization process begins within each of the micelles. Likewise, it was found that, in the copolymerizations, there are considerable variations with respect to reaction yields and molecular weights as the concentrations are modified. In addition, it was found that there are higher yields in styrene polymerizations per solution than emulsion.
目前,聚合物工业由于其特性的多功能性以及对环境的影响而变得越来越重要。本研究提供了在间歇式反应器中聚合苯乙烯和丙酸乙烯的最佳操作条件的确定,以及苯乙烯与丙酸单体通过自由基的乳液过程的共聚,允许观察反应产率和分子量的变化。另一个重要因素是引发剂的活化,使聚合过程在每个胶束内开始。同样地,我们发现,在共聚反应中,随着浓度的改变,反应产率和分子量也有相当大的变化。此外,还发现溶液中苯乙烯聚合的产率高于乳液。
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引用次数: 0
Influence of zinc oxide in a polar polymer matrix 氧化锌对极性聚合物基体的影响
Pub Date : 2019-06-30 DOI: 10.35429/jqsa.2019.18.6.6.10
Francisco Javier Gaytán-Lara, D. Contreras-López, Rosario Galindo-González
The creation of films constituted by semiconductor oxides of zinc oxide (ZnO) incorporated into a polar polymer matrix was proposed, looking for such films to be easy to apply, friendly to the environment and compatible with materials. Within the experimental process, the synthesis of styrene copolymers with a polar monomer (methyl methacrylate) was carried out through the suspension and emulsion polymerization processes.
提出了将氧化锌(ZnO)的半导体氧化物结合到极性聚合物基体中形成薄膜,寻找易于应用,对环境友好且与材料兼容的薄膜。在实验过程中,通过悬浮和乳液聚合工艺合成了苯乙烯与极性单体(甲基丙烯酸甲酯)的共聚物。
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引用次数: 0
Obtaining conductive composites of PANI and thermoplastic polymers 制备聚苯胺与热塑性聚合物导电复合材料
Pub Date : 2019-06-30 DOI: 10.35429/jqsa.2019.18.6.11.15
Diana Nelly Contreras-Zarazúa, D. Contreras-López, R. Fuentes-Ramírez, Rosario Galindo-González
Currently, the polymers industry has gained increasing importance due to the versatility of its properties. In this work were synthesized copolymers of styrene with vinyl acetate at different concentrations through a process polymerization of suspension, which are the starting points for obtaining of composites with polyaniline synthesized PANI chemical oxidative polymerization process, used for doping HCl at a concentration of 1.5 M and ammonium persulfate 0.5 M in a mass radio of 1:1. The conductivity was evaluated by means of cyclic voltammetry and impedance spectroscopy, in order to determine the effect of the concentration of the polar monomer in the composite founded that increase concentration of polar comonomer the conductivity also too.
目前,聚合物工业由于其特性的多功能性而变得越来越重要。本论文通过悬浮液的工艺聚合合成了不同浓度的苯乙烯与醋酸乙烯共聚物,这是用聚苯胺合成聚苯胺复合材料的化学氧化聚合工艺的起点,采用浓度为1.5 M的HCl和0.5 M的过硫酸铵以1:1的质量比掺杂。采用循环伏安法和阻抗谱法对复合材料的电导率进行了评价,以确定极性单体浓度对复合材料电导率的影响,发现极性单体浓度的增加对复合材料的电导率也有影响。
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引用次数: 0
Impact of the quality costs applied in automotive and metal-mechanical manufacturing SMEs in the North of Aguascalientes Municipality of Rincon de Romos 林孔德罗莫斯市阿瓜斯卡连特斯市北部汽车和金属机械制造业中小企业的质量成本影响
Pub Date : 2019-06-30 DOI: 10.35429/jqsa.2019.18.6.16.24
R. Vazquez-Gutierrez, Mauricio Flores-Aguilar, Juan Manuel Núñez-Montalvo
This research is the result of 4 investigations carried out in the northern region of Aguascalientes. The municipalities on which this research is based are Aguascalientes, San Francisco de los Romo, Rincon de Romos, and Jesús María. The objective of this study is to investigate the costs incurred by companies in carrying out their operations in the municipality of Rincon de Romos. The realization of this research allows us to know the costs incurred by these surveyed companies in order to know in what percentage the highest quality costs applied, whether in prevention costs, evaluation costs, internal failure costs and external failure costs.
这项研究是在阿瓜斯卡连特斯北部地区进行的4项调查的结果。这项研究基于Aguascalientes, San Francisco de los Romo, Rincon de Romos和Jesús María。本研究的目的是调查各公司在林孔·德·罗莫斯市开展业务所产生的费用。本研究的实现使我们能够了解这些被调查公司所产生的成本,以便了解最高质量成本的比例,无论是预防成本,评估成本,内部失效成本还是外部失效成本。
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引用次数: 0
期刊
Journal of Quantitative and Statistical Analysis
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