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Clasificación automática de nódulos mamográficos basada en fusión de información visual multi-vista 基于多视图视觉信息融合的乳房x线照相术结节自动分类
Pub Date : 1900-01-01 DOI: 10.7476/9789978104910.0009
Fabián Narváez
Correct mammography assessment and interpretation demands great expertise of radiologist observer and depends directly on a suitable visual analysis of mammographic findings and their correlation with radiographic features extracted from different mammographic views. In this paper, an automatic classification scheme for mammographic nodules contained on Regions of Interest (ROIs) is presented, which is based on an information fusion approach by using RoIs extracted from two different mammographic views of the same breast, a Mediolateral Oblique (MLO) view and a craniocaudal (CC) view, respectively. Once the expert radiologist selects a RoI from the two mammographic projections, those are characterized by using a multiresolution and multiscale decomposition approaches. For doing so, each RoI is projected into two different spaces defined by Zernike moments and Curvelet transform, respectively. Finally, this extracted heterogeneous information is optimally fused by using a Multiple Kernel Learning strategy based on Support vector machine scheme. The performance of the herein proposed strategy, for classifying benign and malignant nodules, was evaluated respect to the classical mammographic analysis based on only mammographic view, for which a set of 980 ROIs extracted from 490 cases and other set of 216 RoI extracted from 108 cases, which were extracted from DDSM and INBreast databases, respectively. The obtained results reported a sensitivity of 98.3% and a specificity of 94.5% respect to 96.2% and 93.1% of sensibility and specificity, respectively, and obtained by the analysis based on an only mammographic view. These results suggest that the herein proposed strategy could be useful in real clinic scenarios and could be contributing to the training of new radiologists.
正确的乳房x光检查评估和解释需要放射科医生观察者的专业知识,并直接依赖于对乳房x光检查结果的适当视觉分析及其与从不同乳房x光检查视图中提取的放射特征的相关性。本文提出了一种基于信息融合方法的包含感兴趣区域(roi)的乳腺结节自动分类方案,该方法分别使用从同一乳房的两个不同的乳房x线照片中提取的roi,即中外侧斜位(MLO)视图和颅侧(CC)视图。一旦放射科专家从两个乳房x线照相术投影中选择RoI,就可以使用多分辨率和多尺度分解方法。为此,每个RoI被投影到两个不同的空间中,分别由Zernike矩和Curvelet变换定义。最后,利用基于支持向量机的多核学习策略对提取的异构信息进行优化融合。本文提出的良恶性结节分类策略的性能与仅基于乳房x线图像的经典乳房x线图像分析进行比较,其中从490例中提取了980个RoI,从DDSM和INBreast数据库中分别提取了108例的216个RoI。所获得的结果报告敏感性为98.3%,特异性为94.5%,敏感性和特异性分别为96.2%和93.1%,并且仅基于乳房x线片视图进行分析。这些结果表明,本文提出的策略可能在实际的临床场景中有用,并可能有助于培训新的放射科医生。
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引用次数: 0
Diseño de una arquitectura heterogénea para la gestión eficiente de recursos FPGA en un cloud privado 设计异构架构,高效管理私有云中的FPGA资源
Pub Date : 1900-01-01 DOI: 10.7476/9789978104910.0007
Julio Proaño Orellana, María Blanca Caminero, Carmen Carrión
The efficient use of resources in cloud computing environments is one of the many topics that have attracted many scientists in recent years. Today there is a wide variety of computing resources available in Cloud Computing infrastructures, such as multi-core CPUs, GPUs and FPGAs. In particular, accelerator-based architectures using FPGAs can provide Julio Proaño Orellana, María Blanca Caminer y Carmen Carrión 166 Diseño de una arquitectura heterogénea para la gestión eficiente de recursos FPGA en un cloud privado significant business value in Cloud environments. FPGA devices offer better performance due to their high processing capacity with predictable latency and low power consumption. However, the management of these resources in a Cloud environment is not trivial. In this work, an architecture designed to integrate FPGAs as accelerators in a private Cloud is presented. The proposal takes into account quality of service (QoS) requirements. Thus, the QoS indicators are related to the requirements of the users. The proposed architecture seeks the right combination between CPUs and FPGAs in a Cloud environment.
云计算环境中资源的高效利用是近年来吸引众多科学家的课题之一。今天,在云计算基础设施中有各种各样的计算资源可用,例如多核cpu、gpu和fpga。特别是,使用FPGA的基于加速器的架构可以为Julio Proaño Orellana, María Blanca Caminer y Carmen Carrión 166 Diseño de una arquitectura heterognea para la gestión高效的递归FPGA和云私有在云环境中的显著商业价值。FPGA器件由于具有高处理能力、可预测的延迟和低功耗而提供更好的性能。然而,在云环境中管理这些资源并非易事。在这项工作中,提出了一种旨在将fpga集成为私有云中的加速器的架构。该建议考虑了服务质量(QoS)要求。因此,QoS指标与用户的需求有关。提出的架构寻求在云环境中cpu和fpga之间的正确组合。
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引用次数: 1
Despliegue óptimo de redes PON, usando mapas reales, para un gran número de usuarios con diversas demandas de ancho de banda PON网络的优化部署,使用真实地图,针对不同带宽需求的大量用户
Pub Date : 1900-01-01 DOI: 10.7476/9789978104910.0008
G. Arévalo, Roberto Gaudino
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引用次数: 0
Prólogo
Pub Date : 1900-01-01 DOI: 10.7476/9789978104910.0001
Esteban Mauricio Inga Ortega
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引用次数: 0
Métodos de localización de fallas en sistemas eléctricos de distribución con presencia de generación distribuida 分布式发电存在的配电系统故障定位方法
Pub Date : 1900-01-01 DOI: 10.7476/9789978104910.0004
Ramón Pérez, Carmen Vásquez, A. Viloria
The location of faults in the electrical systems, especially in distribution, is a problem that affects not only the users, but also the companies providing the electric service; with more time invested in this period, the losses due to the unbilled energy and the inconvenience in the users are increased, decreasing the quality of the service. The causes for which this time is increased are different, among them the confusion that could exist in the location systems that act under the presence of sources of distributed generation in the distribution networks. In this sense, the present investigation shows a revision of the methods used for the location of faults in electrical distribution systems that have presence of sources of distributed generation. The main characteristics of the methods are studied and their most recent applications to deal with this problem.
电力系统,特别是配电系统的故障定位问题不仅影响到用户,也影响到提供电力服务的公司。随着这段时间投入的时间越长,由于未计费电能造成的损失和给用户带来的不便也就越大,从而降低了服务质量。这一时间增加的原因是不同的,其中可能存在于配电网中分布式发电源存在下的定位系统的混乱。从这个意义上说,目前的调查显示了用于在有分布式电源存在的配电系统中定位故障的方法的修订。研究了这些方法的主要特点及其在处理这一问题上的最新应用。
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引用次数: 0
Evaluación de la cosecha de neblina como una fuente potencial para el aprovechamiento de agua 评估雾收获作为水资源利用的潜在来源
Pub Date : 1900-01-01 DOI: 10.7476/9789978104910.0005
Christian Domínguez, P. Echeverría, M. Villacís, S. Violette
The term “smart cities” is usually associate to the use of information technologies in a city infrastructure. Nevertheless, the use of natural resources, such as water, is an important aspect to satisfy the inhabitants necessities. In this sense, techniques to supply water must be sustainable and environmentally friendly, which is the case of fog water collection. In this study, we present a methodology to quantify fog water intercepted by a fog gauge system and to assess its potential as a source of water supply. This methodology is tested in an experimental site located at the highlands of San Cristobal Island (Galapagos), which included two months monitoring of the main meteorological variables and fog interception. Three fog gauges were used to quantify fog interception, a cylindrical (CFC) and two standards of 35% (SFC35) and 50% (SFC50) shading coefficient, respectively. Given that fog gauge collectors capture both fog and rainfall, we used a geometrical model to separate both variables. Results show that collectors’ CFC, SFC35 and SFC50 have an average performance of 3.7, 4.1 and 4.8 mm/day, respectively. SFC50 collector presents the best performance which can be related to its relative higher aerodynamic efficiency. The analysis of the meteorological variables evidences that fog water collection potential can be even higher at this site.
“智慧城市”一词通常与城市基础设施中信息技术的使用有关。然而,利用自然资源,如水,是满足居民需求的一个重要方面。从这个意义上说,供水技术必须是可持续和环保的,这就是雾水收集的情况。在这项研究中,我们提出了一种方法来量化雾计系统拦截的雾水,并评估其作为供水来源的潜力。该方法在位于圣克里斯托瓦尔岛(加拉帕戈斯群岛)高地的一个试验点进行了测试,其中包括两个月的主要气象变量监测和雾拦截。用3个雾计定量雾拦截,一个圆柱形(CFC),遮光系数分别为35% (SFC35)和50% (SFC50)两个标准。考虑到雾计收集器同时捕获雾和降雨,我们使用几何模型来分离这两个变量。结果表明,集热器的CFC、SFC35和SFC50的平均性能分别为3.7、4.1和4.8 mm/d。SFC50集热器表现出最好的性能,这与其相对较高的气动效率有关。气象变量分析表明,该站点的雾水收集潜力更大。
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引用次数: 1
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