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Automatic Identification of banana quality with Deep Neural Network Classification (DNN) 基于深度神经网络分类的香蕉品质自动识别
Pub Date : 2022-12-21 DOI: 10.18682/cyt.vi22.4609
Deyner Julian Navarro Ortiz, Silvia Alejandra Martinez Lopez
The industrialization of agriculture has gradually taken place in Colombia, because of the need to optimize the time and effort required for the processes involved from growing fruits and vegetables to their distribution and commercialization, whether they are meant for exportation or commercialization within the country. Fruit classification is a very important process before they are being taken out as a final product, since predetermined guidelines issued by regulatory entities that define the quality of the harvested product must be followed. The authors propose a low-cost prototype for the automatic classification of bananas according to the NTC 1190 standard (Colombian normative), using a convolutional neural network (CNN) of MobileNetV2 architecture trained through transfer learning and implemented in a Raspberry Pi 3B+ with a camera to monitor the specimens and an easy interface for interaction with the user, as well as a case designed to contain the hardware and allow access to its ports in the most compact way possible. The datasets utilized in this work for training, validation, and testing, consists of images taken from two free access fruit database and others acquired by the researchers. The achieved precision is 87 %, enough to ensure reliability and low computational cost.
由于需要优化从种植水果和蔬菜到其分销和商业化所涉及的过程所需的时间和精力,无论是用于出口还是在国内商业化,哥伦比亚已经逐步实现了农业工业化。水果在作为最终产品被取出之前进行分类是一个非常重要的过程,因为必须遵循监管机构发布的确定收获产品质量的预定准则。作者根据NTC 1190标准(哥伦比亚规范)提出了一种低成本的香蕉自动分类原型,使用经过迁移学习训练的MobileNetV2架构的卷积神经网络(CNN),并在树莓派3B+上实现,带有摄像头来监控样本和一个简单的与用户交互的界面,以及一个设计用于包含硬件的案例,并允许以最紧凑的方式访问其端口。本工作中用于训练、验证和测试的数据集包括来自两个免费访问的水果数据库和其他研究人员获取的图像。计算精度达到87%,保证了系统的可靠性和较低的计算成本。
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引用次数: 0
Diseño y fabricación experimental de placas cemento-PET para ser utilizadas en la construcción de muros no portantes en ecoviviendas 用于生态住宅非承重墙建设的水泥- pet板的设计和实验制造
Pub Date : 2022-12-21 DOI: 10.18682/cyt.vi22.7058
V. Taccone, N. Oviedo, S. Montenegro, M. J. Ganiele, Melanie Melo, Luciana Quinteros, M. Artaza, G. Gonzalez, Luciana Abadie, S. Fabbro, Luciano Attorresi, Lucio M. E. Ponzoni
Este trabajo busca investigar la factibilidad de fabricación de placas de hormigón con plástico tipo polietileno tereftalato (PET) como sustituto parcial de la arena. Actualmente, el PET no es biodegradable y contribuye con la problemática ambiental de gestión de residuos, por su complejo reciclado y su extensa generación debida a su tendencia a utilizarse para contenedores de un solo uso. Para llevar a cabo la investigación, se evaluaron niveles de sustitución del 20% y 35%; y dos granulometrías de PET conseguidas a través de distintas cooperativas de reciclado. A estas variantes se les realizaron ensayos en fresco de densidad y trabajabilidad, y ensayos en seco de resistencia al fuego y aptitud para perforación. Los resultados experimentales demostraron que la sustitución óptima para utilizar en construcciones futuras corresponde a la del 20%, con una granulometría fina.
本研究旨在探讨用聚对苯二甲酸乙二醇酯(PET)塑料制造混凝土板作为部分沙子替代品的可行性。目前,PET是不可生物降解的,由于其复杂的回收和广泛的产生,由于其倾向于用于一次性容器,有助于废物管理的环境问题。为了进行研究,评估了20%和35%的替代水平;以及通过不同的回收合作社获得的两种PET粒度。对这些改型进行了密度和加工性的新鲜试验,以及防火和钻孔适用性的干试验。实验结果表明,未来建筑的最佳替代率为20%,粒度较细。
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引用次数: 0
An IoT architecture for smart cities based on the FIWARE platform 基于FIWARE平台的智慧城市物联网架构
Pub Date : 2022-10-31 DOI: 10.36995/j.recyt.2022.38.003
Dalia M. Berbes Villalón, Laura Sánchez Jiménez, Manuel de la Iglesia Campos, María E. Díaz Aguirre, Tatiana Delgado Fernández
The Internet of Things (IoT) is a concept that has been gaining considerable popularity today. It attempts to represent everyday things that are connected to the internet, but in reality it is much more than that. The overall aim is to interconnect the physical with the digital world, as the physical world is measured by sensors which translates into actionable data, and also the data can be translated into commands to be executed by actuators.Currently, the number of designed IoT architectures has increased considerably as a result of different approaches, standards and use cases. This leads to difficulties in understanding, selecting and using these architectures. In this work, an IoT architecture based on the FIWARE platform is proposed with the aim of facilitating the development of smart cities. With the proposal made, it was possible to integrate the main elements to be considered in this technology, thus offering a basis that serves as a guide, both for developing IoT systems and for creating more specific architectures that respond to the particular characteristics of a given application.
物联网(IoT)是当今越来越受欢迎的一个概念。它试图表现与互联网相连的日常事物,但实际上它远不止于此。总体目标是将物理世界与数字世界连接起来,因为物理世界是由传感器测量的,这些传感器可以转换为可操作的数据,并且这些数据也可以转换为执行器执行的命令。目前,由于不同的方法、标准和用例,设计的物联网架构的数量大大增加。这导致了理解、选择和使用这些体系结构的困难。本文提出了一种基于FIWARE平台的物联网架构,旨在促进智慧城市的发展。通过提出建议,可以将该技术中要考虑的主要元素集成在一起,从而为开发物联网系统和创建响应给定应用程序的特定特征的更具体架构提供指导基础。
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引用次数: 1
Evaluation of sorption isotherms in snacks with pregelatinized cassava 预糊化木薯零食吸附等温线的评价
Pub Date : 2022-10-31 DOI: 10.36995/j.recyt.2022.38.004
A. Cazzaniga, M. Brousse, R. A. Linares
Sorption characteristics are studied for their influence on the storage stability of dehydrated products and their effect on water vapour diffusion. In the present work, the adsorption curves of snacks with and without substitution of wheat flour by dehydrated cassava puree (PDM) were analysed using saturated salt solutions at 10, 30 and 50 ºC.Type III curves were obtained for the samples with PDM and type II for the control sample. Mathematical modelling was then performed using 8 different equations, obtaining the best fits for the Peleg (R2adjust =0.999-0.988), Ferro Fontan (R2adjust =0.998-0.970) and GAB (R2adjust =0.999-0.955) models. The values of the model constants in some cases turned out to be formulation and temperature dependent, and in general do not show a definite trend.This can be seen graphically as crossovers between the curves. This crossover of curves has been attributed to the increased exposure of hydrophilic groups due to increased molecular mobility at high humidity and occurrence of the glass transition in the system and/or endothermic dissolution of sugars.
研究了吸附特性对脱水产物贮存稳定性的影响及其对水蒸气扩散的影响。在10、30和50℃的饱和盐溶液中,分析了脱水木薯泥(PDM)替代小麦粉和不替代小麦粉对零食的吸附曲线。PDM样本为III型曲线,对照样本为II型曲线。采用8个不同的方程进行数学建模,得到Peleg (r2 - adjust =0.999 ~ 0.988)、Ferro Fontan (r2 - adjust =0.998 ~ 0.970)和GAB (r2 - adjust =0.999 ~ 0.955)模型的最佳拟合。在某些情况下,模式常数的值与公式和温度有关,一般不显示出明确的趋势。这可以从图形上看到曲线之间的交叉。这种曲线的交叉归因于高湿度下分子迁移率的增加以及系统中玻璃化转变和/或糖的吸热溶解导致亲水基团暴露的增加。
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引用次数: 1
Extraction of Stevioside and Rebaudioside A from Stevia rebaudiana by percolation with ethanol-water solvents 乙醇-水溶剂浸提甜菊糖苷和甜菊糖苷A
Pub Date : 2022-10-31 DOI: 10.36995/j.recyt.2022.38.007
L. Celaya, D. Ferreyra, Eugenio Kolb, Nicolás Kolb Koslobsky
The aim of this study was to analyze the optimum temperature and percentage of ethanol to extract steviol glycosides (Stevioside and Rebaudioside A) from stevia leaves in a percolation extractor. The experiments were performed in broad ranges of binary solvent (0-100 % ethanol) and temperature (30–70 °C) in order to investigate their effects on steviol glycosides recovery and purity. The optimal extraction conditions, which gave a best steviol glycosides extraction kinetic were 70 °C and 35% of ethanol. In addition, the optimal extraction condition giving maximum purity was 70% of ethanol between 30 and 70°C.
本研究的目的是分析甜菊叶中甜菊糖苷(甜菊糖苷和莱鲍迪糖苷A)的最佳提取温度和乙醇的比例。实验在较宽的二元溶剂(0- 100%乙醇)和温度(30-70℃)范围内进行,以研究它们对甜菊糖苷回收率和纯度的影响。最佳提取条件为:70℃,35%乙醇,甜菊醇苷提取动力学最佳。在30 ~ 70℃条件下,乙醇含量为70%,提取纯度最高。
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引用次数: 0
Urban Solid Waste Characterization of the Misiones Metropolitan Area Misiones大都市区城市固体废物特性研究
Pub Date : 2022-10-31 DOI: 10.36995/j.recyt.2022.38.005
C. G. Sambiasi, A. E. Pascual Barrera, M. Sambiasi
This paper reports the behaviour of solid urban waste generation in the Metropolitan Area of Misiones, during a period of seven days. The waste analysed came from collection routes by household sampling points determined according to the land use and socioeconomic level of the population in the study area. The methodology consisted of visualising the sample universe, selecting the household waste collection routes and then classifying and analysing their composition according to ASTM D5231-92 (2016). This strategy was considered valid, given that the habits and customs of the population are closely related to the socioeconomic levels that directly affect consumption and consequently the quality of waste. Organic matter (51.80%) was the most representative, followed by materials with recycling potential, such as plastic (13.90%), glass (7.90%), paper and cardboard (7.80%), metals/aluminium (2.20%) and tetrabrik (2.60%). The quality of MSW was not uniform between cities, with Garupá (61.50%) being the city that generated the most organic waste, followed by Posadas (57.50%) and ending with Candelaria (29.00%) with a marked decrease. As a limitation of the method, it was determined that the results are representative of each city and of the winter season.
本文报道了米西奥内斯大都市区在七天内产生的固体城市废物的行为。所分析的废物来自根据研究地区人口的土地利用和社会经济水平确定的家庭抽样点的收集路线。该方法包括可视化样本空间,选择生活垃圾收集路线,然后根据ASTM D5231-92(2016)对其成分进行分类和分析。这一战略被认为是有效的,因为人口的习惯和习俗与直接影响消费从而影响废物质量的社会经济水平密切相关。有机物质(51.80%)是最具代表性的,其次是有回收潜力的材料,如塑料(13.90%)、玻璃(7.90%)、纸和纸板(7.80%)、金属/铝(2.20%)和四布材料(2.60%)。城市间的生活垃圾质量不均匀,产生有机垃圾最多的城市是格鲁普市(61.50%),其次是波萨达斯市(57.50%),最后是坎德拉利亚市(29.00%),有机垃圾数量明显下降。作为该方法的局限性,确定结果代表每个城市和冬季。
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引用次数: 0
Location and characterization of the Misiones plinthite (Argentina) 阿根廷Misiones燧石的位置和特征
Pub Date : 2022-10-31 DOI: 10.36995/j.recyt.2022.38.006
D. A. Vigo, N. R. Siviero, C. Schvezov
Plinthite (Gr. Plinthos, brick) is a residual soil that occupies 60 million hectares on the planet. The Province of Misiones (Argentina) is the border zone of South America where this soil appears, locally called in its cemented state or petroplinthite as itácurú (stone toad in the Guarani language). Four centuries ago, it was used in the form of blocks cut from nearby deposits for the construction of the Jesuit reductions since 1601 in Loreto. Since then, there is a time jump until it is used in the construction of Coastal Route No. 2. In view of its potential and in the absence of systematic studies, this report aims to promote this mining resource for the restoration of reductions, constructions allegorical and road use. To this end, prospecting has been carried out in search of new deposits and others previously exploited that have been detected and evaluated; some used by the Jesuits. The location, size and approximate power of each of the explored deposits are presented, as well as the geotechnical values.The experimental results of the physical-mechanical properties and the effects on the properties of the different drying/wetting cycles carried out are presented and analyzed.
Plinthite (Gr. Plinthos,砖)是地球上占地6000万公顷的残余土壤。米西奥内斯省(阿根廷)是南美洲的边境地区,这种土壤出现在那里,当地称其为胶结状态或petroplinthite为itácurú(瓜拉尼语中的石蟾蜍)。四个世纪前,它被用作从附近沉积物中切割出来的石块,用于建造自1601年以来在洛雷托的耶稣会会堂。从那时起,有一个时间跳跃,直到它被用于建设沿海路线2号。鉴于其潜力,在缺乏系统研究的情况下,本报告旨在促进这种采矿资源的恢复、建筑和道路使用。为此目的,进行了勘探工作,寻找新的矿藏和以前开采过的、已被发现和评价过的其他矿藏;有些是耶稣会使用的。介绍了每个已勘探矿床的位置、大小和近似功率,以及岩土工程值。给出并分析了不同干湿循环对其物理力学性能的影响及实验结果。
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引用次数: 0
Electronic device for gait analysis 步态分析电子装置
Pub Date : 2022-10-31 DOI: 10.36995/j.recyt.2022.38.002
Alejandro A. Vistorte Salgado, F. E. Hernández Montero, Gianna Arencibia Castellanos
In order to automate the determination of gait parameters, a system capable of acquiring data from inertial units, exploiting their maximum sampling frequency, was developed. The study of gait is one of the fundamental indicators for the evaluation of physical performance. It allows the estimation of the functional deterioration of the elderly in an objective way, so several tests have been designed to evaluate it. The system developed has two fundamental elements: an electronic device and a desktop application. The electronic device has the function of collecting data from the MPU-9255 sensor using an ESP32 to set the sampling rate, transmitting the data via WiFi to the computer and monitoring the system’s battery. The desktop application allows the electronic device to be configured and controlled, as well as receiving, displaying and storing the data. As a result, a prototype capable of operating at a sampling frequency of 1 kHz was built. Tests carried out on the system demonstrate its reliability and allow the limits of sampling frequency and working distance to be set.
为了自动确定步态参数,开发了一种能够从惯性单元获取数据的系统,利用其最大采样频率。步态的研究是评价身体机能的基本指标之一。它可以客观地估计老年人的功能退化,因此已经设计了几个测试来评估它。所开发的系统有两个基本要素:电子设备和桌面应用程序。电子设备的功能是从MPU-9255传感器采集数据,使用ESP32设置采样率,通过WiFi将数据传输到计算机,并监控系统的电池。桌面应用程序允许配置和控制电子设备,以及接收、显示和存储数据。因此,建立了一个能够以1khz采样频率工作的原型。对该系统进行的测试证明了其可靠性,并允许设置采样频率和工作距离的限制。
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引用次数: 0
Prevalence and antimicrobial profile of Shigella causing acute diarrheal disease in pediatrics in Posadas, Misiones 在波萨达斯,米西奥尼的儿科引起急性腹泻病的志贺氏菌的流行和抗菌谱
Pub Date : 2022-10-31 DOI: 10.36995/j.recyt.2022.38.009
S. Grenón, L. Leguizamón, A. del Valle, S. Pallarès, M. S. Salvi Grabulosa, M. V. von Specht
Our objective was to evaluate the presence and microbiological characteristics of Shigella in children with acute diarrhoeal disease (ADD), attended at the Paediatric Hospital of Posadas, Misiones between 2016 and 2019. All ADEs documented in the laboratory were included. Standardised microbiological techniques were used. We considered age groups: infants (L)≤ 2 years, preschool (PE): 3-5 years, school (E): 5- 14 years. We recorded 106/2128 (5%) Shigella spp. isolates, with a higher frequency in summer (54.5%). S. flexneri (64; 60.4% serotypes 02(54), 03(3), AA479(2) and 01(1)) and S. sonnei (37; 34.9%) predominated. Mean age: 4.2 years (1.2 m-11a). Those < 5 years old were the most affected (70 %). Hospitalisation was required in 7.7%. S. flexneri/S. sonnei were: in L (42.9% vs 27.7%) and in E (27 vs 42.9%). Overall resistance to AMP was 72.7% and 58.1% to TMS. 97% were sensitive to furazolidone (FUR), cefpodoxime and fluorinated quinolones. In S. flexneri the % resistance to AMP/TMS was (78.7/44.8) and in S. sonnei (61.8/80.6) p< 0.05). We detected 6 resistance phenotypes with low multi-resistance (2.6%). FUR remains an empirical therapeutic option in outpatients.
我们的目标是评估2016年至2019年在米西奥内斯波萨达斯儿科医院就诊的急性腹泻病(ADD)儿童中志贺氏菌的存在和微生物学特征。所有在实验室记录的ade都包括在内。采用标准化微生物学技术。我们考虑了年龄组:婴儿(L)≤2岁,学龄前儿童(PE): 3-5岁,学校(E): 5- 14岁。志贺氏菌分离株106/2128株(5%),夏季发生率较高(54.5%)。flexneri (64;60.4%血清型02(54)、03(3)、AA479(2)、01(1)和sonnei沙门氏菌(37);34.9%)成为主流。平均年龄:4.2岁(1.2 m-11a)。5岁以下儿童受影响最大(70%)。需要住院治疗的占7.7%。美国flexneri / S。分别为:L组(42.9% vs 27.7%)和E组(27% vs 42.9%)。对AMP和TMS的总体耐药率分别为72.7%和58.1%。97%对呋喃唑酮、头孢多肟和氟喹诺酮类药物敏感。flexneri和sonnei对AMP/TMS的耐药率分别为(78.7/44.8)和(61.8/80.6),p< 0.05。我们检测到6种低多重耐药表型(2.6%)。FUR仍然是门诊患者的经验性治疗选择。
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引用次数: 0
Computational Environment for Genomic Sequencing and Annotation: a workflow for application in projects by life researchers 基因组测序和注释的计算环境:生命研究人员项目应用的工作流程
Pub Date : 2022-10-31 DOI: 10.36995/j.recyt.2022.38.008
Matheus Pedron Cassol, Alexandre Rafael Lenz, Rudinei Zacaria, Scheila de Avila e Silva
The current paper seeks to approach, using a workflow, basics subjects of the bioinformatic field and also useful informations to consider during the development of in silico researches. Installation and general usage of multiple softwares related to different sections of the genome annotation process were also presented. At last, an model organism, Staphylococcus aureus, was sequenced in two different softwares, SPAdes and IDBA-UD, seeking further comparison and evaluation of the process as a whole. The quality evaluation of the assemble was established by tests on QUAST, BUSCO and Augustus, supported by BLASTP. Results: QUAST evaluation returned genome coverage values above 98% in both test cases, pointing towards a trustworthy assemble for this organism. Via SPAdes were needed less computational resources, but, using IDBA-UD the sequences found were more contiguous. Results deriving from BUSCO showed only one expected gene difference. Some proteins and genes predicted by Augustus led to hits, sequences already studied in that organism, using the BLASTP program.
本论文试图利用工作流程,探讨生物信息学领域的基本主题,以及在计算机研究发展过程中考虑的有用信息。还介绍了与基因组注释过程的不同部分相关的多个软件的安装和一般用法。最后,利用SPAdes和IDBA-UD两种不同的软件对模式生物金黄色葡萄球菌(Staphylococcus aureus)进行测序,进一步对整个过程进行比较和评价。在BLASTP的支持下,通过QUAST, BUSCO和Augustus测试建立了组件的质量评估。结果:QUAST评估在两个测试案例中返回的基因组覆盖率值均超过98%,指向该生物体的可靠组合。通过SPAdes所需的计算资源较少,但使用IDBA-UD找到的序列更连续。来自BUSCO的结果显示只有一个预期的基因差异。奥古斯都预测的一些蛋白质和基因导致了撞击,这些序列已经在该生物体中使用BLASTP程序进行了研究。
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引用次数: 0
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Revista de Ciencia y Tecnología
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