Brazilian solar water heating systems evaluation

The Brazilian National Electricity Conservation Program - PROCEL - runs regular surveys in the electric-energy-consumption market. These studies are used as valuable data to better plan the actions of this program. These data also evaluate the program's performance by identifying the level of penetration of the most efficient electric equipment within the residential sector. PROCEL's main lines of action is to promote and make available the most efficient technologies. Based on the results from the latest survey, it is estimated that 24% of the electric-energy consumption of the residential sector is used by electric shower devices, which instantaneously heat the water that flows through them, normally using an electric resistance of 5 kW. These are an important factor in a country where electric-heating devices are present in about 73% of Brazilian households. Keeping that in mind, the purpose of this work is to present the main results of the Brazilian Solar-Water-Heating-Systems Evaluation, finished in 2010, where 535 installations were visited and more than 50 researchers from different universities participated in the project. Moreover, seven Brazilian cities were selected to be studied. The information was collected from field research and statistically treated. The collected information focused on the adequacy of the project to the household, installation, operation and life cycle of the systems, as well as the users' satisfaction level. Technical questionnaires were developed to summarize all the required information, such as a Web site designed to organize and manage the data collected and a Matlab application that performed the dimensioning and F-chart systems evaluation. Quality indicators were created through a full system monitoring, with thermographic analysis and evaluation of shading influence at the system's efficiency, using the Ecotect software.

Impacto das tecnologias de informação e comunicação: cultura digital e mudanças sócio-culturais

The contemporaneous culture presents new con ditions of interaction with the information flows in the knowledge construction. Multidimensional codifications stimulate the brain and impress meaning to concepts initially empty. Culture is redefined as mosaic-culture, composed by a diversity of media and by immersion in the messages' sphere. In emerge nt countries like Brazil that propose to capacitate citizens for action and for interaction, the aims should imply the respect to the cultural specificities and in the real improvement of the citizens welfare. Information Science in this context must seek theorizations and practices that contribute to social improvements, capacitating and a better understanding of the challenges of Social Web. If the PISA examination demonstrates the County's frailness relating to the information, the 2011 Unicef report point to opportunities. The Universities have an essential role in the capacitating and in the creation of professional contingents, developing their own potentialities in the study, research and knowledge production for a better use of the Information and Communication Technologies. The man-machinery interfaces offer new problems to be dealt together with the literacy lags in Brazil: if information needs to be communicated to re-elaborate in knowledge, its representational supports need to be learnt as technological processes. Implementing informational ambiences studies will produce material for analyses, for the understanding and for the cultural practices importation, converting them to the contextualization of the Country's needs.

The University and its libraries: Reactions and resistance to scientific publishers

This paper addresses the relationship of copyright and the right of universities on scientific production. Information and Communication Technologies (ICTs) are causing many changes in the system of scientific communication, such as the creation of Institutional Repositories that aim to gather scientific production in digital format. The University needs quicker ways of spreading academic production and many questions are emerging due to contexts such as the Open Access movement. Thus, this paper questions the positioning of Universities, especially Public Universities, which despite having policies related to intellectual property to protect the transferring forms of research results to society; many times do not have a positioning or a mechanism that regulates the self-deposit of scientific production in these Institutional Repositories. In order to develop this paper, the following issues are addressed: lack of interest of the University in storing scientific production; reports on the relationship of the library with scientific publishing houses; the participation of faculty members and students in supporting the Free Access movement; and initiatives aimed at greater flexibility of copyright to the context of scientific production. In order to follow the development of these issues at international level, it was opted for qualitative research with non-participating direct observation to carry out the identification and description of copyright policy of important publishers from the ROMEO SHERPA site; therefore, it can be observed that there are changes regarding the publishers' flexibility before self-archiving of authors in open access institutional repositories in their universities. Given this scenario, we presente reflections and considerations that involve the progress and mainly the integration of the University and its faculty members; the institution should recommend and guide its faculty members not to transfer their copyrights, but to defend their right of copy to Institutional Repositories along with Publishing Houses.

A prática pedagógica da formação profissional por competências da modalidade aprendizagem do SENAI-PA

O presente trabalho, resultante de pesquisa documental e de campo, subsidiada pela abordagem qualitativa, teve por objetivos identificar e analisar a proposta metodológica de formação profissional por competências realizada pelo SENAI- PA, considerando suas especificidades, ideologias, objetivos latentes, e sua dimensão política, uma vez que esta instituição apresenta a referida proposta como alternativa para elevar o nível de formação e qualificação profissional, formar cidadãos criativos e empreendedores para atender às demandas do setor industrial. A investigação iniciou a partir de uma pesquisa exploratória e revisão bibliográfica de fundamentação teórica sobre a temática, permitindo a compreensão do objeto de estudo, além de respaldar a definição do problema de pesquisa. A pesquisa foi realizada a partir de informações contidas no site institucional do SENAI, de pesquisas e obras que tratam da formação profissional ofertada por esta instituição. Para a realização desta investigação foi feito primeiramente um estudo dos referenciais teóricos, sobretudo, das teorias pedagógicas que têm pautado o desenvolvimento da prática pedagógica no contexto educacional brasileiro, como também, das teorias pedagógicas e econômicas que têm fundamentado a prática pedagógica de educação profissional. À luz destes referenciais, e com base nos procedimentos da análise dos conteúdos, examinamos os dados a partir dos seguintes eixos temáticos: objetivos, avaliação conteúdos, métodos e técnicas de ensino, relação teoria e prática, forma e conteúdo. Utilizamos ainda as categorias de análise obtidas a partir dos dados coletados: aprendizagem significativa, prática pedagógica eficaz, formar para o trabalho e para cidadania. A pesquisa possibilitou identificar o utilitarismo no processo de ensino, cuja manifestação ocorre no desenrolar das práticas pedagógicas, através da relação dicotômica entre teoria e prática, caracterizando, desta forma, a proposta metodológica de ensino desta instituição. Verificamos que a atual metodologia de ensino fundamentada na pedagogia das competências, se constitui no aperfeiçoamento da antiga metodologia utilizada por esta instituição, uma vez que ambas estão alicerçadas no Condutivismo, Pragmatismo, Funcionalismo, e no Construtivismo. Este aperfeiçoamento vincula-se à investigação prévia das competências a serem adquiridas pelo trabalhador, à caracterização do perfil dos cursos pelas competências exigidas pelo mercado, à estreita relação dos elementos constitutivos da prática pedagógica - conteúdos, métodos e técnicas de ensino e a avaliação da aprendizagem - aos ditames mercadológicos. Constatamos ainda que este aperfeiçoamento promove a continuidade de uma formação orientada pelos preceitos e exigências do mercado, caracterizando uma formação profissional para o trabalho e para cidadania.

Serviço de Referência Virtual via chat: uma análise comparativa em bibliotecas universitárias norte-americanas e brasileiras

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Tecnologias de Informação e Comunicação no cotidiano dos adolescentes: enfoque no comportamento e na competências informacionais da geração Google

Introduction: Individuals born from the 1990’s to accompany technological change course and learn how to use the technological resources that have access before they even learn to read or write. In this sense, the literature considers the digital natives or even 'Google generation'. However, it has been questioned their skills to identify information needs and seeking and use of information in the most varied environments digital information available on the Web. Objectives: To characterize the behavior of information seeking in everyday life of a group of teenage students from a private school in Marilia, Sao Paulo. Methodology: A qualitative study with 30 adolescent students of a private school in Marilia, Sao Paulo. Data collection was accomplished at first by means of a questionnaire, based on the research of Hughes-Hussell and August (2007), containing questions about age, gender, hobbies and everyday tasks, and issues the use of computers and the internet, which allowed determination of the social, economic and cultural rights of respondents. Results: have focused on the use of Information and Communication Technologies (ICT) to search access and use information. It was suggested that the "Brotherhood of Informatics', an incentive for students to (re) learn the tools of digital communication and make appropriate use of the resources, products and services on the web to search and effective use of information compatible with their needs and that is tied to the ethical and responsible use of technology environments. Conclusions: The results arising from this study will continue through the continuation of the Confraternity of Computing, which became a "thermometer" on the use of digital information environments and the attitude of the students in front of Information and Communication Technologies in the College “Cristo Rei”.

Cultura da Wikipédia como Política de capacitação compartilhada em meio digital de socialização do conhecimento

Presents a developing laboratory within History of Culture, subject taught in the Library and Archive Studies at UNESP (Marilia). The project is based upon the foundations of research line Information and Technology: students from the second under graduation year participate in the improving of 27 entries in Portuguese language Wikipedia. The aim is to capacitate for scientific reading and writing in digital media, habilitate for the information identification and recuperation and for the interpretation and understanding of formal and contents aspects and its reorganization. It includes activities of search, selection, remix and republishing of texts, images, audio and videos in the convergence of diverse hypertext information sources, supported by tutors with strategic abilities in digital environments. In this sense it was adhered to the international Wikipedia Foundation University Campus Ambassadors project. It’s also aimed to induce sharing and collaboration behaviors with the purpose of creating necessary habits for the informational empowerment in Brazil. As methodology is to optimize the work of individuals already trained in wiki culture and to create in within the subject information sharing programs with a more specialized bias, giving greater credibility to the digital environment. The environment syntaxes helps in the learning of the complementary skills of reading and writing and offers itself as an open repository from which information can be reused. It is, thus, an empowerment strategy in the search of autonomy and self reliance considering intersemiotic knowledge in the edition, visualization and understanding of information in the social web. A second step of a verifying research on the environment’s credibility after the consolidation and dissemination of the entries improvement work is proposed.

O campo da Ciência da Informação: contribuições, desafios e perspectivas da mineração de dados para o conhecimento pós-moderno

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Organizations and the united nations millennium development goals: evidence from some of the largest companies in brazil

The objective of this study is to verify whether some of the largest companies in Brazil adopt management practices aligned with the UN Millennium Development Goals (MDGs). Design/methodology/approach – Overview information obtained from the web sites of six Brazilian multinational companies listed in the Forbes Global 2000 ranking was analyzed. Findings – The major findings of this study indicate that the companies studied did not demonstrate clear knowledge of the MDGs, nor did they adopt practices aiming at meeting those goals. The evidences show that the companies adopt corporate social responsibility (CSR) practices, which are indirectly related to four MDGs. It was observed that the CSR practices tend to be developed based on a contingency perspective according to the characteristics and impacts of products offered by those companies. Therefore, there is a window of opportunity for those companies to begin developing programs in order to meet the MDGs aiming at new business opportunities, innovative CSR practices, and new ways to make CSR information evident and more organized.

Diseño e implementación de un convertidor numérico como aplicación Android

[ES] El Trabajo de Fin de Grado, Diseño e Implementación de un Convertidor Numérico como Aplicación Android es una aplicación desarrollada para terminales móviles con SO Android. Esta desarrollada en el entorno de desarrollo Eclipse, sobre el lenguaje de programación Java y hace uso de diferentes herramientas, las más importante de ellas el SDK TOOLS para Android. El objetivo o principal motivación por el cual he creado dicha aplicación es facilitarle al usuario final una forma más fácil y amena de acceder a toda la información proporcionada por el Servicio Web Números TIP. Esta aplicación podría tener gran uso en el campo de las enseñanzas primarias para enseñar a los niños a escribir números con letras y también podría ser de gran utilidad para las personas que no tengan un dominio extenso de nuestro idioma. La principal funcionalidad de la aplicación es realizar una consulta al Servicio Web Números TIP y luego mostrar por pantalla todos los datos devueltos. Todo el proceso de dibujo de la interfaz de usuario se realiza de manera dinámica y en tiempo de ejecución, logrando de esta manera adaptarnos a los datos que devuelva el servicio web. Para realizar la consulta al Servicio Web Números TIP el usuario introduce una ristra de caracteres sobre la cual se realizan determinadas comprobaciones en el servidor y se dibuja en la interfaz de usuario la respuesta devuelta. Esta ristra de caracteres puede contener cualquier signo, letra o número y el servicio web se encarga de devolver un error o reconocer un número, ya sea en su forma entera, fraccionaria, decimal o romana. La aplicación esta estandarizada para los cuatro tamaños generales reconocidos por Android y para sus densidades. Además se podría decir que la aplicación reconoce el idioma pre configurado en el teléfono y en base a ello solicita al servicio web las respuestas en español o en inglés.

Arquitectura de información para medicion de rendimiento en entornos e-manufacturing

La implantación de las tecnologías Internet ha permitido la extensión del uso de estrategias e-manufacturing y el desarrollo de herramientas para la recopilación, transformación y sincronización de datos de fabricación vía web. En este ámbito, un área de potencial desarrollo es la extensión del virtual manufacturing a los procesos de Performance Management (PM), área crítica para la toma de decisiones y ejecución de acciones de mejora en fabricación. Este trabajo doctoral propone un Arquitectura de Información para el desarrollo de herramientas virtuales en el ámbito PM. Su aplicación permite asegurar la interoperabilidad necesaria en los procesos de tratamiento de información de toma de decisión. Está formado por tres sub-sistemas: un modelo conceptual, un modelo de objetos y un marco Web compuesto de una plataforma de información y una arquitectura de servicios Web (WS). El modelo conceptual y el modelo de objetos se basa en el desarrollo de toda la información que se necesita para definir y obtener los diferentes indicadores de medida que requieren los procesos PM. La plataforma de información hace uso de las tecnologías XML y B2MML para estructurar un nuevo conjunto de esquemas de mensajes de intercambio de medición de rendimiento (PMXML). Esta plataforma de información se complementa con una arquitectura de servicios web que hace uso de estos esquemas para integrar los procesos de codificación, decodificación, traducción y evaluación de los performance key indicators (KPI). Estos servicios realizan todas las transacciones que permiten transformar los datos origen en información inteligente usable en los procesos de toma de decisión. Un caso práctico de intercambio de datos en procesos de medición del área de mantenimiento de equipos es mostrado para verificar la utilidad de la arquitectura. ABSTRAC The implementation of Internet technologies has led to e-Manufacturing technologies becoming more widely used and to the development of tools for compiling, transforming and synchronizing manufacturing data through the Web. In this context, a potential area for development is the extension of virtual manufacturing to Performance Measurement (PM) processes, a critical area for decision-making and implementing improvement actions in manufacturing. This thesis proposes a Information Architecture to integrate decision support systems in e-manufacturing. Specifically, the proposed architecture offers a homogeneous PM information exchange model that can be applied trough decision support in emanufacturing environment. Its application improves the necessary interoperability in decision-making data processing tasks. It comprises three sub-systems: a data model, a object model and Web Framework which is composed by a PM information platform and PM-Web services architecture. . The data model and the object model are based on developing all the information required to define and acquire the different indicators required by PM processes. The PM information platform uses XML and B2MML technologies to structure a new set of performance measurement exchange message schemas (PM-XML). This PM information platform is complemented by a PM-Web Services architecture that uses these schemas to integrate the coding, decoding, translation and assessment processes of the key performance indicators (KPIs). These services perform all the transactions that enable the source data to be transformed into smart data that can be used in the decision-making processes. A practical example of data exchange for measurement processes in the area of equipment maintenance is shown to demonstrate the utility of the architecture.

An Introductory Course on Constraint Logic Programming

The purpose of this document is to serve as the printed material for the seminar "An Introductory Course on Constraint Logic Programming". The intended audience of this seminar are industrial programmers with a degree in Computer Science but little previous experience with constraint programming. The seminar itself has been field tested, prior to the writing of this document, with a group of the application programmers of Esprit project P23182, "VOCAL", aimed at developing an application in scheduling of field maintenance tasks in the context of an electric utility company. The contents of this paper follow essentially the flow of the seminar slides. However, there are some differences. These differences stem from our perception from the experience of teaching the seminar, that the technical aspects are the ones which need more attention and clearer explanations in the written version. Thus, this document includes more examples than those in the slides, more exercises (and the solutions to them), as well as four additional programming projects, with which we hope the reader will obtain a clearer view of the process of development and tuning of programs using CLP. On the other hand, several parts of the seminar have been taken out: those related with the account of fields and applications in which C(L)P is useful, and the enumerations of C(L)P tools available. We feel that the slides are clear enough, and that for more information on available tools, the interested reader will find more up-to-date information by browsing the Web or asking the vendors directly. More details in this direction will actually boil down to summarizing a user manual, which is not the aim of this document.

Co-creación de semiconductores

El mercado de los semiconductores está saturado de productos similares y de distribuidores con una propuesta de servicios similar. Los procesos de Co-Creación en los que el cliente colabora en la definición y desarrollo del producto y proporciona información sobre su utilidad, prestaciones y valor percibido, con el resultado de un producto que soluciona sus necesidades reales, se están convirtiendo en un paso adelante en la diferenciación y expansión de la cadena de valor. El proceso de diseño y fabricación de semiconductores es bastante complejo, requiere inversiones cada vez mayores y demanda soluciones completas. Se requiere un ecosistema que soporte el desarrollo de los equipos electrónicos basados en dichos semiconductores. La facilidad para el diálogo y compartir información que proporciona internet, las herramientas basadas en web 2.0 y los servicios y aplicaciones en la nube; favorecen la generación de ideas, el desarrollo y evaluación de productos y posibilita la interacción entre diversos co-creadores. Para iniciar un proceso de co-creación se requiere métodos y herramientas adecuados para interactuar con los participantes e intercambiar experiencias, procesos para integrar la co-creación dentro de la operativa de la empresa, y desarrollar una organización y cultura que soporten y fomenten dicho proceso. Entre los métodos más efectivos están la Netnografía que estudia las conversaciones de las comunidades en internet; colaboración con usuarios pioneros que van por delante del Mercado y esperan un gran beneficio de la satisfacción de sus necesidades o deseos; los estudios de innovación que permiten al usuario definir y a menudo crear su propia solución y la externalización a la multitud, que mediante una convocatoria abierta plantea a la comunidad retos a resolver a cambio de algún tipo de recompensa. La especialización de empresas subcontratistas en el desarrollo y fabricación de semiconductores; facilita la innovación abierta colaborando con diversas entidades en las diversas fases del desarrollo del semiconductor y su ecosistema. La co-creación se emplea actualmente en el sector de los semiconductores para detectar ideas de diseños y aplicaciones, a menudo mediante concursos de innovación. El servicio de soporte técnico y la evaluación de los semiconductores con frecuencia es fruto de la colaboración entre los miembros de la comunidad fomentada y soportada por los fabricantes del producto. Con el programa EBVchips se posibilita el acceso a empresas pequeñas y medianas a la co-creación de semiconductores con los fabricantes en un proceso coordinado y patrocinado por el distribuidor EBV. Los semiconductores configurables como las FPGAs constituyen otro ejemplo de co-creación mediante el cual el fabricante proporciona el circuito integrado y el entorno de desarrollo y los clientes crean el producto final definiendo sus características y funcionalidades. Este proceso se enriquece con bloques funcionales de diseño, IP-cores, que a menudo son creados por la comunidad de usuarios. ABSTRACT. The semiconductor market is saturated of similar products and distributors with a similar proposal for services. The processes of co-creation in which the customer collaborates in the definition and development of the product and provides information about its utility, performance and perceived value, resulting in a product that solves their real needs, are becoming a step forward in the differentiation and expansion of the value chain. The design and semiconductor manufacturing process is quite complex, requires increasingly higher investments and demands complete solutions. It requires an ecosystem that supports the development of electronic equipments based on such semiconductors. The ease of dialogue and sharing information that provides internet, web 2.0-based tools and services and applications in the cloud; favor the generation of ideas, the development and evaluation of products and allows the interaction between various co-creators. To start a process of co-creation adequate methods and tools are required to interact with the participants and exchange experiences, processes to integrate the co-creation within the operations of the company, and developing an organization and culture that support and promote such process. Among the most effective methods are the Netnography that studies the conversations of the communities on the internet; collaboration with Lead Users who are ahead of the market and expect a great benefit from the satisfaction of their needs or desires; Innovation studies that allow the user to define and often create their own solution and Crowdsourcing, an open call to the community to solve challenges in exchange for some kind of reward. The specialization of subcontractors in the development and manufacture of semiconductors; facilitates open innovation in the context of collaboration with different entities working in the different phases of the development of the semiconductor and its ecosystem. Co-creation is used currently in the semiconductor sector to detect ideas of designs and applications, often through innovation’s contests. Technical support and evaluation of semiconductors frequently is the result of collaboration between members of the community fostered and supported by the manufacturers of the product. The EBVchips program provides access to small and medium-sized companies to the co-creation of semiconductors with manufacturers in a process coordinated and sponsored by the Distributor EBV. Configurable semiconductors like FPGAs are another example of co-creation whereby the manufacturer provides the integrated circuit and the development environment and customers create the final product by defining their features and functionality. This process is enriched with IP-cores, designs blocks that are often created by the user community.

Servicios de redes sociales en internet para generación de consenso

En los últimos años, la cantidad de información que se ha generado en la web ha sido enorme. El tráfico que se está generando en la actualidad es de unos 16144 Gigabytes/s, pero se estima que para el 2019 será tres veces mayor, de unos 51794 Gigabytes/s (Cisco Systems, Inc, 2015). Esta ingente cantidad de tráfico viene sobre todo de vídeo, audio e imágenes, ya que estos son los contenidos que requieren más almacenamiento. En esta era de la información, si nos paramos a pensar por un segundo, nos podemos dar cuenta que donde realmente está esa información es en el texto. En la web hay muchísimo texto, pero no supone una gran cantidad de almacenamiento. Esto no quiere decir que lo podamos despreciar. Lo que tenemos que hacer es darle relevancia a todo ese texto, y hacer énfasis en lo importante. Esto es lo que podríamos hacer con herramientas de argumentación. La argumentación se refiere al estudio de las disconformidades, de los diálogos y los textos que usamos para intentar convencer a alguien de nuestro punto de vista. Por tanto, estas herramientas deberían de ser capaces de organizar un diálogo o discusión y obtener un resultado de esa conversación. Esto es muy normal en las discusiones habladas: discutimos para llegar a un acuerdo (o no), pero no es tan común en las discusiones online. En las discusiones online suele haber muchísimos comentarios, sin orden alguno, y sin conocer cuál es el acuerdo al que se ha llegado. Este trabajo hará una presentación de la argumentación y los modelos de argumentación: esquemas o estructuras a los cuales responde una discusión o un texto argumentativo. Así pues, nos centramos en las herramientas disponibles, ya que queremos conocer en qué estado se encuentran: si realmente ya hay herramientas que solucionen el problema organizativo o no. Por tanto, se presentan varias herramientas y se comparan en base al problema que existe utilizando ciertas características necesarias para el correcto funcionamiento de una de estas herramientas. Es ahí donde conoceremos si la herramienta que buscamos existe.---ABSTRACT---In recent years, the amount of Information generated on the web has been quite great. The traffic generated currently is approximately 16144 Gigabytes/s, but it is estimated that it will be three times larger by 2019, approximately 51794 Gigabytes/s (Cisco Systems, Inc, 2015). This huge amount of traffic comes mostly from multimedia (video, audio and images), as these kind of contents require more storage. This is the information era. If we think a bit about it, we can realize that this information is actually in the text. The web contains so much text, but it represents a small part of the whole storage. This does not mean that we can underestimate it. What we have to do is to give it relevance and emphasize what is important. This could be done by using argumentation tools. Argumentation refers to the study of agreement, disagreement, and of the dialogues and writing through which we convince others of our points of view. Therefore, these tools should be able to organize a dialogue or discussion and obtain from it an outcome or answer. It is common to obtain this outcome in spoken discussions: we discuss to reach an agreement (or not), however it is not really common in online discussions. In online discussions, they tend to have a huge amount of comments, with no order, and without knowing the outcome that has been reached. This thesis will explain the argumentation and the argumentation models: schemes or structures which a discussion or argumentative text respond to. Knowing this, we will focus on the available tools, because we want to know their state: whether there already are tools which can solve the organizational problem or not. Therefore, several tools are presented and compared based on this problem using some features that are needed for the proper functioning of these tools. This is where we will know whether the tool we are looking for exists or not.

Creación automática de sistemas de búsqueda de respuestas en dominios restringidos

Los sistemas de búsqueda de respuestas (BR) se pueden considerar como potenciales sucesores de los buscadores tradicionales de información en la Web. Para que sean precisos deben adaptarse a dominios concretos mediante el uso de recursos semánticos adecuados. La adaptación no es una tarea trivial, ya que deben integrarse e incorporarse a sistemas de BR existentes varios recursos heterogéneos relacionados con un dominio restringido. Se presenta la herramienta Maraqa, cuya novedad radica en el uso de técnicas de ingeniería del software, como el desarrollo dirigido por modelos, para automatizar dicho proceso de adaptación a dominios restringidos. Se ha evaluado Maraqa mediante una serie de experimentos (sobre el dominio agrícola) que demuestran su viabilidad, mejorando en un 29,5% la precisión del sistema adaptado.