Data-Intensive architecture for scientific knowledge discovery

This paper presents a data-intensive architecture that demonstrates the ability to support applications from a wide range of application domains, and support the different types of users involved in defining, designing and executing data-intensive processing tasks. The prototype architecture is introduced, and the pivotal role of DISPEL as a canonical language is explained. The architecture promotes the exploration and exploitation of distributed and heterogeneous data and spans the complete knowledge discovery process, from data preparation, to analysis, to evaluation and reiteration. The architecture evaluation included large-scale applications from astronomy, cosmology, hydrology, functional genetics, imaging processing and seismology.

OPPL-Galaxy, a Galaxy tool for enhancing ontology exploitation as part of bioinformatics workflows

Biomedical ontologies are key elements for building up the Life Sciences Semantic Web. Reusing and building biomedical ontologies requires flexible and versatile tools to manipulate them efficiently, in particular for enriching their axiomatic content. The Ontology Pre Processor Language (OPPL) is an OWL-based language for automating the changes to be performed in an ontology. OPPL augments the ontologists’ toolbox by providing a more efficient, and less error-prone, mechanism for enriching a biomedical ontology than that obtained by a manual treatment. Results We present OPPL-Galaxy, a wrapper for using OPPL within Galaxy. The functionality delivered by OPPL (i.e. automated ontology manipulation) can be combined with the tools and workflows devised within the Galaxy framework, resulting in an enhancement of OPPL. Use cases are provided in order to demonstrate OPPL-Galaxy’s capability for enriching, modifying and querying biomedical ontologies. Conclusions Coupling OPPL-Galaxy with other bioinformatics tools of the Galaxy framework results in a system that is more than the sum of its parts. OPPL-Galaxy opens a new dimension of analyses and exploitation of biomedical ontologies, including automated reasoning, paving the way towards advanced biological data analyses.

Linear Bayes policy for learning in contextual-bandits

Machine and Statistical Learning techniques are used in almost all online advertisement systems. The problem of discovering which content is more demanded (e.g. receive more clicks) can be modeled as a multi-armed bandit problem. Contextual bandits (i.e., bandits with covariates, side information or associative reinforcement learning) associate, to each specific content, several features that define the “context” in which it appears (e.g. user, web page, time, region). This problem can be studied in the stochastic/statistical setting by means of the conditional probability paradigm using the Bayes’ theorem. However, for very large contextual information and/or real-time constraints, the exact calculation of the Bayes’ rule is computationally infeasible. In this article, we present a method that is able to handle large contextual information for learning in contextual-bandits problems. This method was tested in the Challenge on Yahoo! dataset at ICML2012’s Workshop “new Challenges for Exploration & Exploitation 3”, obtaining the second place. Its basic exploration policy is deterministic in the sense that for the same input data (as a time-series) the same results are obtained. We address the deterministic exploration vs. exploitation issue, explaining the way in which the proposed method deterministically finds an effective dynamic trade-off based solely in the input-data, in contrast to other methods that use a random number generator.

Safety and operability of small fishing vessels: study of a series of stability-related accidents

The intact stability of five small Spanish fishing vessels with ages between 3 and 8 years old which sunk in stability related accidents between 2004 and 2007 is compared to the stability of the fishing vessels which were retired from service to build those. The seakeeping performance of both sets of vessels is also compared. The differences found between the results obtained by the two methods have been analyzed. The suitability of seakeeping methods to assess stability performance is discussed.

Urban sprawl and city compactness. A proposal for regional sustainability indicators. Case study of the towns of Alcorcon and Majadahonda (Comunidad de Madrid, Spain)

The main contribution of this research paper is to display a range of figures and values which could help urban planners to quantify the urban phenomenon of sprawl. In this way, after a rigorous analysis and comparison between a scattered urban fabric (Majadahonda) and a compact urban fabric (Alcorcón), several possible indexes are established and characterized in order to verify the main hypothesis: in what extent land consumption and exploitation of energy resources are higher in a scattered urban fabric than in a compact one.

Polymetallic ferromanganese deposits research on the Atlantic Spanish continental margin

Seamounts, submarine banks, volcanoes and undercurrent channels are prominent geomorphic features that have become an important target for minerals research and exploration with the goal of future exploitation. Polymetallic ferromanganese deposits are common types of mineralization on these settings. Co-rich ferromanganese crusts are important as potential resources of Mn and Co, but also Ti, Ni, Tl, REEs, PGEs, and other metals. Many seamounts and channels along the Atlantic Spanish continental margin are known to hold mineral deposits but are poorly studied. This work presents and briefly describes the most recent activities of the Spanish Geological Survey (IGME) on exploration and investigation of ferromanganese deposits along the Atlantic Spanish continental margin. Different submarine areas from the northwestern margin of the Iberian Peninsula to the west off Canary Islands have been surveyed by geophysical, sampling and underwater observations from 89 to 4000 m water depth. The mineral deposits cover a large diversity of submarine geological and geomorphical features: mud volcanoes and diapirs related to hydrocarbon seeps, seamounts associated with hot spot volcanism, hydrothermal vents in active magmatic volcanoes, structural basement highs and banks or contourite channels. Considering the collected dataset, we present the preliminary results of the study of these mineral deposits, including ferromanganese nodules and crusts and phosphate pavements and nodules, which can be considered as potential sources of raw materials.

Language resources and linked data: a practical perspective

Recently, experts and practitioners in language resources have started recognizing the benefits of the linked data (LD) paradigm for the representation and exploitation of linguistic data on the Web. The adoption of the LD principles is leading to an emerging ecosystem of multilingual open resources that conform to the Linguistic Linked Open Data Cloud, in which datasets of linguistic data are interconnected and represented following common vocabularies, which facilitates linguistic information discovery, integration and access. In order to contribute to this initiative, this paper summarizes several key aspects of the representation of linguistic information as linked data from a practical perspective. The main goal of this document is to provide the basic ideas and tools for migrating language resources (lexicons, corpora, etc.) as LD on the Web and to develop some useful NLP tasks with them (e.g., word sense disambiguation). Such material was the basis of a tutorial imparted at the EKAW’14 conference, which is also reported in the paper.

Ecoturismo Subacuático. Aplicación al Caso Particular de la Evaluación de un Sendero Submarino en las Costas de Maitencillo, V Región, Valparaíso, Chile.

La siguiente tesis nace a partir de la implementación de la actividad de buceo deportivo en el año 2002 en la Caleta de pescadores artesanales de Maitencillo, quinta región, Chile. Los pescadores administran, para su explotación, un tipo de área marina protegida llamada área de manejo y explotación de recursos bentónicos (AMERB), por lo que se hizo indispensable implementar un Plan de Gestión para el buceo deportivo con la finalidad de regular y controlar la actividad para proteger los recursos existentes en el área, sus ecosistemas y su biodiversidad. Para ello, se construyó un Sendero Submarino con 3 circuitos para el buceo. La tesis contextualiza el desarrollo y ejecución del proyecto y evalúa el Plan de Gestión y la utilización del Sendero Submarino y, para ello, se desarrolla una metodología para el cálculo de la capacidad de carga del Sendero y para la evaluación del Plan de Gestión, a través de indicadores biofísicos, socioeconómicos y de gobernabilidad. Esta tesis plantea un modelo de desarrollo a partir del principio del Ecodesarrollo, destacando, principalmente, que es la comunidad local de pescadores artesanales quien ejecuta y administra el proyecto, sin necesidad de recurrir a operadores privados de buceo y, por tanto, logrando para si los beneficios y el control de la actividad; por otro lado, destaca también que es una actividad a baja escala, con bajos impactos ambientales y por tanto sustentable y replicable para otras organizaciones de pescadores. Los resultados indican que con la información biofísica obtenida se pueden tomar medidas de gestión para la actividad de buceo de acuerdo al estado de los recursos bentónicos principales explotados por los pescadores, ya sea restringiendo la actividad, o suspendiéndola por algún período. Los resultados muestran que la cantidad de buceadores que utilizan el Sendero Submarino está muy por debajo de la capacidad de carga calculada, lo que hace que la presión de esta actividad sobre los recursos y el ecosistema marino sea muy baja. Los resultados socioeconómicos y de gobernabilidad indican que esta actividad ha generado ingresos adicionales para los pescadores que trabajan en esta actividad y también ha generado nuevos puestos de trabajo; además, la organización sindical se ha ido fortaleciendo al crear la comisión de ecoturismo y dar responsabilidades a otros pescadores en la gestión de la actividad. La tesis confirma la hipótesis de que “Los Senderos Submarinos pueden ser una forma de turismo sostenible en áreas marinas protegidas”. The present thesis is based on the implementation of scuba diving activities in the year 2002, in the local fishing cove of Maitencillo, Fifth region, Chile. The local fishermen manage the exploitation process of a type of protected marine area called benthic resource management and exploitation area (BRMEA); for this reason, the implementation of a Management programme for scuba diving to regulate and control this activity to protect the resources in the area, their ecosystems and biodiversity, became a priority. In 2002, an Underwater Path was built, with three tracks for scuba diving practice. This thesis contextualises the development and implementation of the Management programme and the use of the Underwater Path. It also develops a methodology to calculate the payload for the Underwater Path, and to assess the Management project through biophysical, economic and governance indicators. This thesis also proposes a development model by the principle of Sustainable development, with the local community of fishermen implementing and handling the project, without the intervention of private diving agencies, generating economic and social benefits, keeping environmental impact to a minimum level, and making it sustainable and worth emulating for other fishermen organisations. The results indicate, through the biophysical data obtained, that it is possible to take managerial measures regarding the scuba diving activity, according to the state of the most exploited benthic resources, by either restricting the activity or plainly suspending it for some time. The results show that the amount of divers using the Underwater path are way below the calculated payload, which keeps the strain that scuba diving causes on these resources and marine ecosystem to the minimum. The results of the socioeconomic and governance issues indicate that this activity has generated additional profits for the fishermen working in this activity, and also new jobs. Furthermore, the syndicate has strengthened thanks to the creation of an ecotourism commission and by assigning other local fishermen with responsibilities in the organisation of the activity. The thesis confirms the hypothesis that states, “Underwater Paths can become a form of sustainable tourism in protected marine areas”

Gold Ores Related to Shear Zones, West Santa Comba Fervenza Area (Galicia, NW Spain): A Mineralogical Study

Recent research has discovered high-grade Au ores in NNE-SSW trending shear zones in metamorphic proterozoic and palaeozoic terranes, some 40 km NW of Santiago de Compostela (NW Spain). The orebodies are bound to late-stage Hercynian structures, mainly due to brittle deformation, which are superimposed on earlier ductile shear zones, cutting through various catazonal lithologies, including ortho- and paragneisses, amphibolites, eclogites, and granites. Ore mineralogy, alteration, and ore textures define a frame whose main features are common to all prospects in the area. Main minerals are arsenopyrite and pyrite - accompanied by quartz, adularia, sericite, + (tourmaline, chlorite, carbonates, graphite), as main gangue minerals - with subordinate amounts of boulangerite, bismuthinite, kobellite, jamesonite, chalcopyrite, marcasite, galena, sphalerite, rutile, titanite, scheelite, beryl, fluorite, and minor native gold, electrum, native bismuth, fahlore, pyrrhotite, mackinawite, etc., defining a meso-catathermal paragenesis. Detailed microscopic study allows the author to propose a general descriptive scheme of textural classification for this type of ore. Most of the ores fill open spaces or veins, seal cracks or cement breccias; disseminated ores with replacement features related to alteration (mainly silicification, sericitization, and adularization) are also observed. Intensive and repeated cataclasis is a common feature of many ores, suggesting successive events of brittle deformation, hydrothermal flow, and ore precipitation. Gold may be transported and accumulated in any of these events, but tends to be concentrated in later ones. The origin of the gold ores is explained in terms of hydrotherreal discharge, associated with mainly brittle deformation and possibly related to granitic magmas, in the global tectonic frame of crustal evolution of West Galicia. The mineralogical and textural study suggests some criteria which will be of practical value for exploration and for ore processing. Ore grades can be improved by flotation of arsenopyrite. Non-conventional methods, such as pressure or bacterial leaching, may subsequently obtain a residue enriched in gold.

Metodología para medir beneficios de la ciudad Puerto de Valparaíso Chile, con relación a la actividad marítima portuaria

La presente tesis propone una metodología para medir variables de impacto socio económico en la ciudad Puerto de Valparaíso, como una alternativa que permite evaluar la asignación del uso y explotación del borde costero. La ciudad de Valparaíso se formó al alero de la actividad marítima portuaria, en sus comienzos esta actividad fue el motor de desarrollo económico de la ciudad, sus habitantes mantenían una alta dependencia de ésta actividad, formando una identidad y cultura portuaria. Con la decadencia de la actividad portuaria, producto principalmente a la construcción del canal de Panamá y a la modernización de los buques de transporte aumentando su distancia franqueable1, la ciudad fue dejando su dependencia de esta actividad. Hoy en día casi la totalidad del borde costero de la ciudad está asignado a las actividades portuarias con escasa participación laboral de los habitantes de la ciudad y una alta demanda urbana por el uso del borde costero. Por otra parte, la ciudad ha presentado en la última década altos niveles de cesantía, cuestionándose la verdadera utilidad de mantener un puerto en la ciudad. La investigación de la tesis permitió dimensionar la cantidad de firmas y actividades económicas que se desarrollaban en torno a la actividad marítima portuaria en la ciudad, cuantificando los empleos que éstas otorgaban a la ciudad, los niveles de remuneraciones, los tributos a la municipalidad de la ciudad, el aporte al comercio local, entre otros. Descubriéndose hallazgos que permiten reflexionar sobre la importancia del la actividad en el desarrollo económico actual y futuro de la ciudad. También los antecedentes obtenidos permiten contribuir a la evaluación de proyectos alternativos para el uso y explotación del borde costero. La metodología utilizada también puede ser adaptada para medir los beneficios de otras ciudades puertos en el mundo. Los resultados obtenidos fueron expuestos a las autoridades gubernamentales locales, presentados en seminarios y congresos nacionales e internacionales, como en la prensa local; los más destacados son: la actividad otorga 12.727 empleos directos e indirectos que corresponden al 12% de la fuerza laboral ocupada; la actividad representa el 19% del Producto Interno Bruto de la ciudad; la actividad aporta un 21% al presupuesto municipal por concepto de recaudación de tributos y representan un 11% del presupuesto total asignado al municipio por el Estado de Chile. El sector industrial marítimo-portuario de la ciudad sigue siendo la actividad industrial más relevante en la ciudad y demanda el desarrollo de una planificación estratégica que permita vincular la actividad turística de la ciudad vecina de Viña del Mar con la actividad portuaria de Valparaíso. Para lograr tal objetivo es necesario realizar cambios en los atributos de las operaciones portuarias que permitan ofrecer productos asociados al turismo. This thesis proposes a methodology to measure the socio economic variables in the port city of Valparaiso, as an alternative to evaluate the allocation of the usage and exploitation of the coastline. The city of Valparaiso was formed to advance the port maritime activity and in the beginning this activity was the engine of economic development of the city. Its inhabitants remained highly dependent on it and formed a port identity and culture. With the decline of port activity, mainly due to the construction of the Panama Canal and the modernization of the transport vessels increasing distances, the city lost its dependence on this activity. Today almost all of the coastline of the city is assigned to port activities with very little labor participation of the inhabitants of the city and a high demand for the use of urban waterfront. Moreover, the city has shown high levels of unemployment in the past decade, questioning the true value of maintaining a port in the city. The research of this thesis provides insights into the number of firms and economic activities that were developed around the port maritime activity in the city, quantifying the jobs they gave to the city, the levels of pay, taxes to the municipality of city and the contribution to local commerce, among others. The findings discovered allow reflexions on the importance of the activity in the current and future economic development of the city. The data obtained also allows a contribution of the evaluation of alternative projects for the use and exploitation of the coastline. The methodology can also be adapted to measure the benefits of other port cities in the world. The results were presented to local government authorities, at seminars and national and international conferences, and in the local press. The most important finding are: the activity maritime port activity provides 12,727 direct and indirect jobs that are 12% of the employed labor force; activity represents which is 19% of the GDP of the city, the activity contributes 21% to the municipal budget by way of the collection of taxes and represents 11% of the total budget allocated to the municipality by the Republic of Chile. The industrial maritime port sector of the city remains the most important industrial activity in the city and demands the development of strategic planning to link the tourism in the neighboring city of Viña del Mar and to the Valparaiso port activity. To achieve this goal it is necessary to make changes to the attributes of port operations that allow the offering of products associated with tourism.

Estudio Hidrogeológico de la Llanura Manchega mediante simulación numérica

El objetivo del presente estudio es el análisis de un sistema complejo, el Acuífero de la Mancha Occidental, mediante un modelo numérico de simulación que represente de la manera más rigurosa posible la evolución del Sistema Acuífero 23. Este modelo se realiza en régimen permanente con una rigurosa configuración del sistema desde el punto de vista geológico y geométrico. De esta forma se deja iniciado y planeado un modelo y su estructura que será una base real de futuras formulaciones transitorias, base de los sucesivos análisis de explotación y predicción. . Las distintas situaciones que en las últimas décadas ha experimentado el Sistema 23, soluciones que se han dado para las mismas, y los posibles planes de actuación que se podrían llevar a cabo en un futuro frente a condiciones cambiantes de clima y explotación se podrán estudiar a partir del presente modelo de simulación numérica. ABSTRACT The main purpose of this study is to analyses a complex system such as Western La Mancha Aquifer by the use of a numeric model that simulates as accurately as possible the evolution of Aquifer 23. This model is made in steady state with a thorough configuration of the system from both the geological and geometric point of view. Therefore, it is left initiated with a planned model and its structure which will be used as a real base for following transient flow simulations that also will be the foundation of subsequent prediction and exploitation analysis. The different situations that Aquifer 23 has experienced during the last decades; the solutions that have been given for them; and the possible plans that would be implemented in the future in order to deal with the changing environmental and exploitation conditions will be able to be studied using this model.

Documentación en Arqueología. Aplicaciones del Núcleo Español de Metadatos

RESUMEN Las aplicaciones de los Sistemas de Información Geográfica (SIG) a la Arqueología, u otra disciplina humanística no son una novedad. La evolución de los mismos hacia sistemas distribuidos e interoperables, y estructuras donde las políticas de uso, compartido y coordinado de los datos sí lo son, estando todos estos aspectos contemplados en la Infraestructura de Datos Espaciales. INSPIRE es el máximo exponente europeo en cuestiones de iniciativa y marco legal en estos aspectos. La metodología arqueológica recopila y genera gran cantidad de datos, y entre los atributos o características intrínsecas están la posición y el tiempo, aspectos que tradicionalmente explotan los SIG. Los datos se catalogan, organizan, mantienen, comparten y publican, y los potenciales consumidores comienzan a tenerlos disponibles. Toda esta información almacenada de forma tradicional en fichas y posteriormente en bases de datos relacionadas alfanuméricas pueden ser considerados «metadatos» en muchos casos por contener información útil para más usuarios en los procesos de descubrimiento, y explotación de los datos. Además estos datos también suelen ir acompañados de información sobre ellos mismos, que describe su especificaciones, calidad, etc. Cotidianamente usamos los metadatos: ficha bibliográfica del libro o especificaciones de un ordenador. Pudiéndose definir como: «información descriptiva sobre el contexto, calidad, condición y características de un recurso, dato u objeto que tiene la finalidad de facilitar su recuperación, identificación,evaluación, preservación y/o interoperabilidad». En España existe una iniciativa para estandarizar la descripción de los metadatos de los conjuntos de datos geoespaciales: Núcleo Español de Metadatos (NEM), los mismos contienen elementos para la descripción de las particularidades de los datos geográficos, que incluye todos los registros obligatorios de la Norma ISO19115 y del estudio de metadatos Dublin Core, tradicionalmente usado en contextos de Biblioteconomía. Conscientes de la necesidad de los metadatos, para optimizar la búsqueda y recuperación de los datos, se pretende formalizar la documentación de los datos arqueológicos a partir de la utilización del NEM, consiguiendo así la interoperabilidad de la información arqueológica. SUMMARY The application of Geographical Information Systems (GIS) to Archaeology and other social sciences is not new. Their evolution towards inter-operating, distributed systems, and structures in which policies for shared and coordinated data use are, and all these aspects are included in the Spatial Data Infrastructure (SDI). INSPIRE is the main European exponent in matters related to initiative and legal frame. Archaeological methodology gathers and creates a great amount of data, and position and time, aspects traditionally exploited by GIS, are among the attributes or intrinsic characteristics. Data are catalogued, organised, maintained, shared and published, and potential consumers begin to have them at their disposal. All this information, traditionally stored as cards and later in relational alphanumeric databases may be considered «metadata» in many cases, as they contain information that is useful for more users in the processes of discovery and exploitation of data. Moreover, this data are often accompanied by information about themselves, describing its especifications, quality, etc. We use metadata very often: in a book’s bibliographical card, or in the description of the characteristics of a computer. They may be defined as «descriptive information regarding the context, quality, condition and characteristics of a resource, data or object with the purpose of facilitating is recuperation, identification, evaluation, preservation and / interoperability.» There is an initiative in Spain to standardise the description of metadata in sets of geo-spatial data: the Núcleo Español de Metadatos (Spanish Metadata Nucleus), which contains elements for the description of the particular characteristics of geographical data, includes all the obligatory registers from the ISO Norm 19115 and from the metadata study Dublin Core, traditionally used in library management. Being aware of the need of metadata, to optimise the search and retrieval of data, the objective is to formalise the documentation of archaeological data from the Núcleo Español de Metadatos (Spanish Metadata Nucleus), thus obtaining the interoperability of the archaeological information.

The Innovation Sources in Software Engineering: A Systematic Literature Review

During the last century many researches on the business, marketing and technology fields have developed the innovation research line and large amount of knowledge can be found in the literature. Currently, the importance of systematic and openness approaches to manage the available innovation sources is well established in many knowledge fields. Also in the software engineering sector, where the organizations need to absorb and to exploit as much innovative ideas as possible to get success in the current competitive environment. This Master Thesis presents an study related with the innovation sources in the software engineering eld. The main research goals of this work are the identication and the relevance assessment of the available innovation sources and the understanding of the trends on the innovation sources usage. Firstly, a general review of the literature have been conducted in order to define the research area and to identify research gaps. Secondly, the Systematic Literature Review (SLR) has been proposed as the research method in this work to report reliable conclusions collecting systematically quality evidences about the innovation sources in software engineering field. This contribution provides resources, built-on empirical studies included in the SLR, to support a systematic identication and an adequate exploitation of the innovation sources most suitable in the software engineering field. Several artefacts such as lists, taxonomies and relevance assessments of the innovation sources most suitable for software engineering have been built, and their usage trends in the last decades and their particularities on some countries and knowledge fields, especially on the software engineering, have been researched. This work can facilitate to researchers, managers and practitioners of innovative software organizations the systematization of critical activities on innovation processes like the identication and exploitation of the most suitable opportunities. Innovation researchers can use the results of this work to conduct research studies involving the innovation sources research area. Whereas, organization managers and software practitioners can use the provided outcomes in a systematic way to improve their innovation capability, increasing consequently the value creation in the processes that they run to provide products and services useful to their environment. In summary, this Master Thesis research the innovation sources in the software engineering field, providing useful resources to support an effective innovation sources management. Moreover, several aspects should be deeply study to increase the accuracy of the presented results and to obtain more resources built-on empirical knowledge. It can be supported by the INno- vation SOurces MAnagement (InSoMa) framework, which is introduced in this work in order to encourage openness and systematic approaches to identify and to exploit the innovation sources in the software engineering field.

A contribution to appendage drag extrapolation using computational tools

In this paper, the foundations of the beta method, widely used in todays ship appendage extrapolations, are explored. The present work pretends to validate the Beta Method using experimental and computational tools. The ship used is a rounded bow tugboat with two significant appendages, namely, a midship protective structure for the propulsion system and a stern keel. The experimental and computational data was obtained through Towing Tank trials and a RANSE CFD code, respectively.

Técnicas y herramientas de análisis de vulnerabilidades de una red

El presente documento pretende ofrecer una visión general del estado del conjunto de herramientas disponibles para el análisis y explotación de vulnerabilidades en sistemas informáticos y más concretamente en redes de ordenadores. Por un lado se ha procedido a describir analíticamente el conjunto de herramientas de software libre que se ofrecen en la actualidad para analizar y detectar vulnerabilidades en sistemas informáticos. Se ha descrito el funcionamiento, las opciones, y la motivación de uso para dichas herramientas, comparándolas con otras en algunos casos, describiendo sus diferencias en otros, y justificando su elección en todos ellos. Por otro lado se ha procedido a utilizar dichas herramientas analizadas con el objetivo de desarrollar ejemplos concretos de uso con sus diferentes parámetros seleccionados observando su comportamiento y tratando de discernir qué datos son útiles para obtener información acerca de las vulnerabilidades existentes en el sistema. Además, se ha desarrollado un caso práctico en el que se pone en práctica el conocimiento teórico presentado de forma que el lector sea capaz de asentar lo aprendido comprobando mediante un caso real la utilidad de las herramientas descritas. Los resultados obtenidos han demostrado que el análisis y detección de vulnerabilidades por parte de un administrador de sistemas competente permite ofrecer a la organización en cuestión un conjunto de técnicas para mejorar su seguridad informática y así evitar problemas con potenciales atacantes. ABSTRACT. This paper tries to provide an overview of the features of the set of tools available for the analysis and exploitation of vulnerabilities in computer systems and more specifically in computer networks. On the one hand we pretend analytically describe the set of free software tools that are offered today to analyze and detect vulnerabilities in computer systems. We have described the operation, options, and motivation to use these tools in comparison with other in some case, describing their differences in others, and justifying them in all cases. On the other hand we proceeded to use these analyzed tools in order to develop concrete examples of use with different parameters selected by observing their behavior and trying to discern what data are useful for obtaining information on existing vulnerabilities in the system. In addition, we have developed a practical case in which we put in practice the theoretical knowledge presented so that the reader is able to settle what has been learned through a real case verifying the usefulness of the tools previously described. The results have shown that vulnerabilities analysis and detection made by a competent system administrator can provide to an organization a set of techniques to improve its systems and avoid any potential attacker.