20 resultados para Taking-place : non-representational theories and geography

em Universidad Politécnica de Madrid


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Concentration photovoltaic (CPV) systems might produce quite uneven irradiance distributions (both on their level and on their spectral distribution) on the solar cell. This effect can be even more evident when the CPV system is slightly off-axis, since they are often designed to assure good uniformity only at normal incidence. The non-uniformities both in absolute irradiance and spectral content produced by the CPV systems, can originate electrical losses in multi-junction solar cells (MJSC). This works is focused on the integration of ray-tracing methods for simulating the irradiance and spectrum maps produced by different optic systems throughout the solar cell surface, with a 3D fully distributed circuit model which simulates the electrical behavior of a state-of-the-art triple-junction solar cell under the different light distributions obtained with ray-tracing. In this study four different CPV system (SILO, XTP, RTP, and FK) comprising Fresnel lenses concentrating sunlight onto the same solar cell are modeled when working on-axis and 0.6 degrees off-axis. In this study the impact of non-uniformities on a CPV system behavior is revealed. The FK outperforms other Fresnel-based CPV systems in both on-axis and off-axis conditions.

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This paper presents some fundamental properties of independent and-parallelism and extends its applicability by enlarging the class of goals eligible for parallel execution. A simple model of (independent) and-parallel execution is proposed and issues of correctness and efficiency discussed in the light of this model. Two conditions, "strict" and "non-strict" independence, are defined and then proved sufficient to ensure correctness and efñciency of parallel execution: if goals which meet these conditions are executed in parallel the solutions obtained are the same as those produced by standard sequential execution. Also, in absence of failure, the parallel proof procedure does not genérate any additional work (with respect to standard SLD-resolution) while the actual execution time is reduced. Finally, in case of failure of any of the goals no slow down will occur. For strict independence the results are shown to hold independently of whether the parallel goals execute in the same environment or in sepárate environments. In addition, a formal basis is given for the automatic compile-time generation of independent and-parallelism: compile-time conditions to efficiently check goal independence at run-time are proposed and proved sufficient. Also, rules are given for constructing simpler conditions if information regarding the binding context of the goals to be executed in parallel is available to the compiler.

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Logic programming systems which exploit and-parallelism among non-deterministic goals rely on notions of independence among those goals in order to ensure certain efficiency properties. "Non-strict" independence (NSI) is a more relaxed notion than the traditional notion of "strict" independence (SI) which still ensures the relevant efficiency properties and can allow considerable more parallelism than SI. However, all compilation technology developed to date has been based on SI, because of the intrinsic complexity of exploiting NSI. This is related to the fact that NSI cannot be determined "a priori" as SI. This paper filis this gap by developing a technique for compile-time detection and annotation of NSI. It also proposes algorithms for combined compiletime/ run-time detection, presenting novel run-time checks for this type of parallelism. Also, a transformation procedure to eliminate shared variables among parallel goals is presented, aimed at performing as much work as possible at compile-time. The approach is based on the knowledge of certain properties regarding the run-time instantiations of program variables —sharing and freeness— for which compile-time technology is available, with new approaches being currently proposed. Thus, the paper does not deal with the analysis itself, but rather with how the analysis results can be used to parallelize programs.

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Andorra-I is the first implementation of a language based on the Andorra Principie, which states that determinate goals can (and shonld) be run before other goals, and even in a parallel fashion. This principie has materialized in a framework called the Basic Andorra model, which allows or-parallelism as well as (dependent) and-parallelism for determinate goals. In this report we show that it is possible to further extend this model in order to allow general independent and-parallelism for nondeterminate goals, withont greatly modifying the underlying implementation machinery. A simple an easy way to realize such an extensión is to make each (nondeterminate) independent goal determinate, by using a special "bagof" constract. We also show that this can be achieved antomatically by compile-time translation from original Prolog programs. A transformation that fulfüls this objective and which can be easily antomated is presented in this report.

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This paper presents and develops a generalized concept of Non-Strict Independent And Parallelism (NSIAP). NSIAP extends the applicability of Independent And- Parallelism (IAP) by enlarging the class of goals which are eligible for parallel execution. At the same time it maintains IAP's ability to run non-deterministic goals in parallel and to preserve the computational complexity expected in the execution of the program by the programmer. First, a parallel execution framework is defined and some fundamental correctness results, in the sense of equivalence of solutions with the sequential model, are discussed for this framework. The issue of efficiency is then considered. Two new definitions of NSI are given for the cases of puré and impure goals respectively and efficiency results are provided for programs parallelized under these definitions which include treatment of the case of goal failure: not only is reduction of execution time guaranteed (modulo run-time overheads) in the absence of failure but it is also shown that in the worst case of failure no speed-down will occur. In addition to applying to NSI, these results carry over and complete previous results shown in the context of IAP which did not deal with the case of goal failure. Finally, some practical examples of the application of the NSIAP concept to the parallelization of a set of programs are presented and performance results, showing the advantage of using NSI, are given.

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Logic programming systems which exploit and-parallelism among non-deterministic goals rely on notions of independence among those goals in order to ensure certain efficiency properties. "Non-strict" independence (NSI) is a more relaxed notion than the traditional notion of "strict" independence (SI) which still ensures the relevant efficiency properties and can allow considerable more parallelism than SI. However, all compilation technology developed to date has been based on SI, presumably because of the intrinsic complexity of exploiting NSI. This is related to the fact that NSI cannot be determined "a priori" as SI. This paper fills this gap by developing a technique for compile-time detection and annotation of NSI. It also proposes algorithms for combined compile- time/run-time detection, presenting novel run-time checks for this type of parallelism. Also, a transformation procedure to eliminate shared variables among parallel goals is presented, attempting to perform as much work as possible at compiletime. The approach is based on the knowledge of certain properties about run-time instantiations of program variables —sharing and freeness— for which compile-time technology is available, with new approaches being currently proposed.

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Antecedentes Europa vive una situación insostenible. Desde el 2008 se han reducido los recursos de los gobiernos a raíz de la crisis económica. El continente Europeo envejece con ritmo constante al punto que se prevé que en 2050 habrá sólo dos trabajadores por jubilado [54]. A esta situación se le añade el aumento de la incidencia de las enfermedades crónicas, relacionadas con el envejecimiento, cuyo coste puede alcanzar el 7% del PIB de un país [51]. Es necesario un cambio de paradigma. Una nueva manera de cuidar de la salud de las personas: sustentable, eficaz y preventiva más que curativa. Algunos estudios abogan por el cuidado personalizado de la salud (pHealth). En este modelo las prácticas médicas son adaptadas e individualizadas al paciente, desde la detección de los factores de riesgo hasta la personalización de los tratamientos basada en la respuesta del individuo [81]. El cuidado personalizado de la salud está asociado a menudo al uso de las tecnologías de la información y comunicación (TICs) que, con su desarrollo exponencial, ofrecen oportunidades interesantes para la mejora de la salud. El cambio de paradigma hacia el pHealth está lentamente ocurriendo, tanto en el ámbito de la investigación como en la industria, pero todavía no de manera significativa. Existen todavía muchas barreras relacionadas a la economía, a la política y la cultura. También existen barreras puramente tecnológicas, como la falta de sistemas de información interoperables [199]. A pesar de que los aspectos de interoperabilidad están evolucionando, todavía hace falta un diseño de referencia especialmente direccionado a la implementación y el despliegue en gran escala de sistemas basados en pHealth. La presente Tesis representa un intento de organizar la disciplina de la aplicación de las TICs al cuidado personalizado de la salud en un modelo de referencia, que permita la creación de plataformas de desarrollo de software para simplificar tareas comunes de desarrollo en este dominio. Preguntas de investigación RQ1 >Es posible definir un modelo, basado en técnicas de ingeniería del software, que represente el dominio del cuidado personalizado de la salud de una forma abstracta y representativa? RQ2 >Es posible construir una plataforma de desarrollo basada en este modelo? RQ3 >Esta plataforma ayuda a los desarrolladores a crear sistemas pHealth complejos e integrados? Métodos Para la descripción del modelo se adoptó el estándar ISO/IEC/IEEE 42010por ser lo suficientemente general y abstracto para el amplio enfoque de esta tesis [25]. El modelo está definido en varias partes: un modelo conceptual, expresado a través de mapas conceptuales que representan las partes interesadas (stakeholders), los artefactos y la información compartida; y escenarios y casos de uso para la descripción de sus funcionalidades. El modelo fue desarrollado de acuerdo a la información obtenida del análisis de la literatura, incluyendo 7 informes industriales y científicos, 9 estándares, 10 artículos en conferencias, 37 artículos en revistas, 25 páginas web y 5 libros. Basándose en el modelo se definieron los requisitos para la creación de la plataforma de desarrollo, enriquecidos por otros requisitos recolectados a través de una encuesta realizada a 11 ingenieros con experiencia en la rama. Para el desarrollo de la plataforma, se adoptó la metodología de integración continua [74] que permitió ejecutar tests automáticos en un servidor y también desplegar aplicaciones en una página web. En cuanto a la metodología utilizada para la validación se adoptó un marco para la formulación de teorías en la ingeniería del software [181]. Esto requiere el desarrollo de modelos y proposiciones que han de ser validados dentro de un ámbito de investigación definido, y que sirvan para guiar al investigador en la búsqueda de la evidencia necesaria para justificarla. La validación del modelo fue desarrollada mediante una encuesta online en tres rondas con un número creciente de invitados. El cuestionario fue enviado a 134 contactos y distribuido en algunos canales públicos como listas de correo y redes sociales. El objetivo era evaluar la legibilidad del modelo, su nivel de cobertura del dominio y su potencial utilidad en el diseño de sistemas derivados. El cuestionario incluía preguntas cuantitativas de tipo Likert y campos para recolección de comentarios. La plataforma de desarrollo fue validada en dos etapas. En la primera etapa se utilizó la plataforma en un experimento a pequeña escala, que consistió en una sesión de entrenamiento de 12 horas en la que 4 desarrolladores tuvieron que desarrollar algunos casos de uso y reunirse en un grupo focal para discutir su uso. La segunda etapa se realizó durante los tests de un proyecto en gran escala llamado HeartCycle [160]. En este proyecto un equipo de diseñadores y programadores desarrollaron tres aplicaciones en el campo de las enfermedades cardio-vasculares. Una de estas aplicaciones fue testeada en un ensayo clínico con pacientes reales. Al analizar el proyecto, el equipo de desarrollo se reunió en un grupo focal para identificar las ventajas y desventajas de la plataforma y su utilidad. Resultados Por lo que concierne el modelo que describe el dominio del pHealth, la parte conceptual incluye una descripción de los roles principales y las preocupaciones de los participantes, un modelo de los artefactos TIC que se usan comúnmente y un modelo para representar los datos típicos que son necesarios formalizar e intercambiar entre sistemas basados en pHealth. El modelo funcional incluye un conjunto de 18 escenarios, repartidos en: punto de vista de la persona asistida, punto de vista del cuidador, punto de vista del desarrollador, punto de vista de los proveedores de tecnologías y punto de vista de las autoridades; y un conjunto de 52 casos de uso repartidos en 6 categorías: actividades de la persona asistida, reacciones del sistema, actividades del cuidador, \engagement" del usuario, actividades del desarrollador y actividades de despliegue. Como resultado del cuestionario de validación del modelo, un total de 65 personas revisó el modelo proporcionando su nivel de acuerdo con las dimensiones evaluadas y un total de 248 comentarios sobre cómo mejorar el modelo. Los conocimientos de los participantes variaban desde la ingeniería del software (70%) hasta las especialidades médicas (15%), con declarado interés en eHealth (24%), mHealth (16%), Ambient Assisted Living (21%), medicina personalizada (5%), sistemas basados en pHealth (15%), informática médica (10%) e ingeniería biomédica (8%) con una media de 7.25_4.99 años de experiencia en estas áreas. Los resultados de la encuesta muestran que los expertos contactados consideran el modelo fácil de leer (media de 1.89_0.79 siendo 1 el valor más favorable y 5 el peor), suficientemente abstracto (1.99_0.88) y formal (2.13_0.77), con una cobertura suficiente del dominio (2.26_0.95), útil para describir el dominio (2.02_0.7) y para generar sistemas más específicos (2_0.75). Los expertos también reportan un interés parcial en utilizar el modelo en su trabajo (2.48_0.91). Gracias a sus comentarios, el modelo fue mejorado y enriquecido con conceptos que faltaban, aunque no se pudo demonstrar su mejora en las dimensiones evaluadas, dada la composición diferente de personas en las tres rondas de evaluación. Desde el modelo, se generó una plataforma de desarrollo llamada \pHealth Patient Platform (pHPP)". La plataforma desarrollada incluye librerías, herramientas de programación y desarrollo, un tutorial y una aplicación de ejemplo. Se definieron cuatro módulos principales de la arquitectura: el Data Collection Engine, que permite abstraer las fuentes de datos como sensores o servicios externos, mapeando los datos a bases de datos u ontologías, y permitiendo interacción basada en eventos; el GUI Engine, que abstrae la interfaz de usuario en un modelo de interacción basado en mensajes; y el Rule Engine, que proporciona a los desarrolladores un medio simple para programar la lógica de la aplicación en forma de reglas \if-then". Después de que la plataforma pHPP fue utilizada durante 5 años en el proyecto HeartCycle, 5 desarrolladores fueron reunidos en un grupo de discusión para analizar y evaluar la plataforma. De estas evaluaciones se concluye que la plataforma fue diseñada para encajar las necesidades de los ingenieros que trabajan en la rama, permitiendo la separación de problemas entre las distintas especialidades, y simplificando algunas tareas de desarrollo como el manejo de datos y la interacción asíncrona. A pesar de ello, se encontraron algunos defectos a causa de la inmadurez de algunas tecnologías empleadas, y la ausencia de algunas herramientas específicas para el dominio como el procesado de datos o algunos protocolos de comunicación relacionados con la salud. Dentro del proyecto HeartCycle la plataforma fue utilizada para el desarrollo de la aplicación \Guided Exercise", un sistema TIC para la rehabilitación de pacientes que han sufrido un infarto del miocardio. El sistema fue testeado en un ensayo clínico randomizado en el cual a 55 pacientes se les dio el sistema para su uso por 21 semanas. De los resultados técnicos del ensayo se puede concluir que, a pesar de algunos errores menores prontamente corregidos durante el estudio, la plataforma es estable y fiable. Conclusiones La investigación llevada a cabo en esta Tesis y los resultados obtenidos proporcionan las respuestas a las tres preguntas de investigación que motivaron este trabajo: RQ1 Se ha desarrollado un modelo para representar el dominio de los sistemas personalizados de salud. La evaluación hecha por los expertos de la rama concluye que el modelo representa el dominio con precisión y con un balance apropiado entre abstracción y detalle. RQ2 Se ha desarrollado, con éxito, una plataforma de desarrollo basada en el modelo. RQ3 Se ha demostrado que la plataforma es capaz de ayudar a los desarrolladores en la creación de software pHealth complejos. Las ventajas de la plataforma han sido demostradas en el ámbito de un proyecto de gran escala, aunque el enfoque genérico adoptado indica que la plataforma podría ofrecer beneficios también en otros contextos. Los resultados de estas evaluaciones ofrecen indicios de que, ambos, el modelo y la plataforma serán buenos candidatos para poderse convertir en una referencia para futuros desarrollos de sistemas pHealth. ABSTRACT Background Europe is living in an unsustainable situation. The economic crisis has been reducing governments' economic resources since 2008 and threatening social and health systems, while the proportion of older people in the European population continues to increase so that it is foreseen that in 2050 there will be only two workers per retiree [54]. To this situation it should be added the rise, strongly related to age, of chronic diseases the burden of which has been estimated to be up to the 7% of a country's gross domestic product [51]. There is a need for a paradigm shift, the need for a new way of caring for people's health, shifting the focus from curing conditions that have arisen to a sustainable and effective approach with the emphasis on prevention. Some advocate the adoption of personalised health care (pHealth), a model where medical practices are tailored to the patient's unique life, from the detection of risk factors to the customization of treatments based on each individual's response [81]. Personalised health is often associated to the use of Information and Communications Technology (ICT), that, with its exponential development, offers interesting opportunities for improving healthcare. The shift towards pHealth is slowly taking place, both in research and in industry, but the change is not significant yet. Many barriers still exist related to economy, politics and culture, while others are purely technological, like the lack of interoperable information systems [199]. Though interoperability aspects are evolving, there is still the need of a reference design, especially tackling implementation and large scale deployment of pHealth systems. This thesis contributes to organizing the subject of ICT systems for personalised health into a reference model that allows for the creation of software development platforms to ease common development issues in the domain. Research questions RQ1 Is it possible to define a model, based on software engineering techniques, for representing the personalised health domain in an abstract and representative way? RQ2 Is it possible to build a development platform based on this model? RQ3 Does the development platform help developers create complex integrated pHealth systems? Methods As method for describing the model, the ISO/IEC/IEEE 42010 framework [25] is adopted for its generality and high level of abstraction. The model is specified in different parts: a conceptual model, which makes use of concept maps, for representing stakeholders, artefacts and shared information, and in scenarios and use cases for the representation of the functionalities of pHealth systems. The model was derived from literature analysis, including 7 industrial and scientific reports, 9 electronic standards, 10 conference proceedings papers, 37 journal papers, 25 websites and 5 books. Based on the reference model, requirements were drawn for building the development platform enriched with a set of requirements gathered in a survey run among 11 experienced engineers. For developing the platform, the continuous integration methodology [74] was adopted which allowed to perform automatic tests on a server and also to deploy packaged releases on a web site. As a validation methodology, a theory building framework for SW engineering was adopted from [181]. The framework, chosen as a guide to find evidence for justifying the research questions, imposed the creation of theories based on models and propositions to be validated within a scope. The validation of the model was conducted as an on-line survey in three validation rounds, encompassing a growing number of participants. The survey was submitted to 134 experts of the field and on some public channels like relevant mailing lists and social networks. Its objective was to assess the model's readability, its level of coverage of the domain and its potential usefulness in the design of actual, derived systems. The questionnaires included quantitative Likert scale questions and free text inputs for comments. The development platform was validated in two scopes. As a small-scale experiment, the platform was used in a 12 hours training session where 4 developers had to perform an exercise consisting in developing a set of typical pHealth use cases At the end of the session, a focus group was held to identify benefits and drawbacks of the platform. The second validation was held as a test-case study in a large scale research project called HeartCycle the aim of which was to develop a closed-loop disease management system for heart failure and coronary heart disease patients [160]. During this project three applications were developed by a team of programmers and designers. One of these applications was tested in a clinical trial with actual patients. At the end of the project, the team was interviewed in a focus group to assess the role the platform had within the project. Results For what regards the model that describes the pHealth domain, its conceptual part includes a description of the main roles and concerns of pHealth stakeholders, a model of the ICT artefacts that are commonly adopted and a model representing the typical data that need to be formalized among pHealth systems. The functional model includes a set of 18 scenarios, divided into assisted person's view, caregiver's view, developer's view, technology and services providers' view and authority's view, and a set of 52 Use Cases grouped in 6 categories: assisted person's activities, system reactions, caregiver's activities, user engagement, developer's activities and deployer's activities. For what concerns the validation of the model, a total of 65 people participated in the online survey providing their level of agreement in all the assessed dimensions and a total of 248 comments on how to improve and complete the model. Participants' background spanned from engineering and software development (70%) to medical specialities (15%), with declared interest in the fields of eHealth (24%), mHealth (16%), Ambient Assisted Living (21%), Personalized Medicine (5%), Personal Health Systems (15%), Medical Informatics (10%) and Biomedical Engineering (8%) with an average of 7.25_4.99 years of experience in these fields. From the analysis of the answers it is possible to observe that the contacted experts considered the model easily readable (average of 1.89_0.79 being 1 the most favourable scoring and 5 the worst), sufficiently abstract (1.99_0.88) and formal (2.13_0.77) for its purpose, with a sufficient coverage of the domain (2.26_0.95), useful for describing the domain (2.02_0.7) and for generating more specific systems (2_0.75) and they reported a partial interest in using the model in their job (2.48_0.91). Thanks to their comments, the model was improved and enriched with concepts that were missing at the beginning, nonetheless it was not possible to prove an improvement among the iterations, due to the diversity of the participants in the three rounds. From the model, a development platform for the pHealth domain was generated called pHealth Patient Platform (pHPP). The platform includes a set of libraries, programming and deployment tools, a tutorial and a sample application. The main four modules of the architecture are: the Data Collection Engine, which allows abstracting sources of information like sensors or external services, mapping data to databases and ontologies, and allowing event-based interaction and filtering, the GUI Engine, which abstracts the user interface in a message-like interaction model, the Workow Engine, which allows programming the application's user interaction ows with graphical workows, and the Rule Engine, which gives developers a simple means for programming the application's logic in the form of \if-then" rules. After the 5 years experience of HeartCycle, partially programmed with pHPP, 5 developers were joined in a focus group to discuss the advantages and drawbacks of the platform. The view that emerged from the training course and the focus group was that the platform is well-suited to the needs of the engineers working in the field, it allowed the separation of concerns among the different specialities and it simplified some common development tasks like data management and asynchronous interaction. Nevertheless, some deficiencies were pointed out in terms of a lack of maturity of some technological choices, and for the absence of some domain-specific tools, e.g. for data processing or for health-related communication protocols. Within HeartCycle, the platform was used to develop part of the Guided Exercise system, a composition of ICT tools for the physical rehabilitation of patients who suffered from myocardial infarction. The system developed using the platform was tested in a randomized controlled clinical trial, in which 55 patients used the system for 21 weeks. The technical results of this trial showed that the system was stable and reliable. Some minor bugs were detected, but these were promptly corrected using the platform. This shows that the platform, as well as facilitating the development task, can be successfully used to produce reliable software. Conclusions The research work carried out in developing this thesis provides responses to the three three research questions that were the motivation for the work. RQ1 A model was developed representing the domain of personalised health systems, and the assessment of experts in the field was that it represents the domain accurately, with an appropriate balance between abstraction and detail. RQ2 A development platform based on the model was successfully developed. RQ3 The platform has been shown to assist developers create complex pHealth software. This was demonstrated within the scope of one large-scale project, but the generic approach adopted provides indications that it would offer benefits more widely. The results of these evaluations provide indications that both the model and the platform are good candidates for being a reference for future pHealth developments.

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Apples can be considered as having a complex system formed by several structures at different organization levels: macroscale (mayor que100 ?m) and microscale (menor que100 ?m). This work implements 2D T1/T2 global and localized relaxometry sequences on whole apples to be able to perform an intensive non-destructive and non-invasive microstructure study. The 2D T1/T2 cross-correlation spectroscopy allows the extraction of quantitative information about the water compartmentation in different subcellular organelles. A clear difference is found as sound apples show neat peaks for water in different subcellular compartments, such as vacuolar, cytoplasmatic and extracellular water, while in watercore-affected tissues such compartments appear merged. Localized relaxometry allows for the predefinition of slices in order to understand the microstructure of a particular region of the fruit, providing information that cannot be derived from global 2D T1/T2 relaxometry.

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The theoretical study of forced bubble oscillations is motivated by the importance of cavitation bubbles and oscillating encapsulated microbubbles (i.e. contrast agents) in medical sciences. In more details,theoretical studies on bubble dynamics addressing the sound-bubble interaction phenomenon provide the basis for understanding the dynamics of contrast agent microbubbles used in medical diagnosis and of non-linearly oscillating cavitation bubbles in the case of high-intensity ultrasound therapy. Moreover, the inclusion of viscoelasticity is of vital importance for an accurate theoretical analysis since most biological tissues and fluids exhibit non-Newtonian behavior.

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Apples can be considered as having a complex system formed by several structures at different organization levels: macroscale (>100 μm) and microscale (<100 μm). This work implements 2D T1/T2 global and localized relaxometry sequences on whole apples to be able to perform an intensive non-destructive and non-invasive microstructure study. The 2D T1/T2 cross-correlation spectroscopy allows the extraction of quantitative information about the water compartmentation in different subcellular organelles. A clear difference is found as sound apples show neat peaks for water in different subcellular compartments, such as vacuolar, cytoplasmatic and extracellular water, while in watercore-affected tissues such compartments appear merged. Localized relaxometry allows for the predefinition of slices in order to understand the microstructure of a particular region of the fruit, providing information that cannot be derived from global 2D T1/T2 relaxometry.

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Arquifanía: arquitectura y epifanía. La revelación que se da en el proyectar, en el construir y en el habitar. Desentrañar los protagonistas y el escenario de ese encuentro es el objetivo de esta tesis. Nace de una doble inquietud: la relación entre literatura y arquitectura y la constatación de algo inconmensurable en la arquitectura. A lo largo de los siglos la teoría de la arquitectura ha hecho un gran esfuerzo por racionalizar todos los aspectos de la disciplina. La sistematización del orden y jerarquía de los espacios, el uso de parámetros más rigurosos en los cálculos estructurales, el desarrollo de la técnica y el estudio de los esquemas funcionales han supuesto una fuente inagotable de manifestaciones arquitectónicas. Los paradigmas científicos, incluso, han resultado fundamentales en la creación de nuevos lenguajes. Sin embargo, en este camino de racionalización se han orillado aspectos de difícil cuantificación. Pese a que en la experiencia diaria del arquitecto se constata la presencia de parámetros inconmensurables, la teoría de la arquitectura no ha integrado de forma sistemática este conocimiento. De aquí nace la presente tesis doctoral. En ella se estudia, por analogía con el resto de artes, el concepto de manifestación. Se analiza de qué manera la obra arquitectónica se manifiesta, haciendo uso de su autonomía, y se convierte en la que dirige al arquitecto en todos los tiempos de la existencia de la obra: desde su génesis en el tiempo del proyecto hasta la experiencia de la obra terminada en el tiempo de la historia. Se considera que reflexionar en el concepto de manifestación puede aportar luces sobre la disciplina arquitectónica en un doble momento. Se estudia por una parte la actitud y el proceder del arquitecto ante la génesis del proyecto y por otra su posicionamiento ante la obra ya existente, sometida a su análisis (para la posterior síntesis) generando una espiral de conocimiento siempre abierta y en continuo enriquecimiento. Se analiza la obra de María Zambrano, filósofa, y José Ángel Valente, poeta, en busca de la definición del concepto de manifestación. El momento creativo, la naturaleza de la palabra poética, la actitud del poeta ante su obra, el conocimiento y la revelación de la belleza son temas recurrentes en sus obras y crean un corpus teórico que permite elaborar una teoría poética sólida y abierta, llena de sugerencias que se dirige con precisión al momento de la generación de la forma: su epifanía. A continuación se repasa el concepto de manifestación en la actividad de algunos artistas de la modernidad que, de manera implícita o explícita, han hablado del concepto de epifanía. A menudo de forma intuitiva, los artistas han detectado en su actividad la condición de ser depositarios de un don que se renueva en cada obra ejecutada. Entrelazado con su trabajo y con la disciplina diaria los artistas experimentan un diálogo con la obra, que se revela libre y con voluntad de manifestarse. Enunciado el problema y hecho el repaso por el mundo de la creación artística, nos enfrentamos con el núcleo de la tesis: ¿hasta qué punto y de qué manera el concepto de manifestación es válido en arquitectura? El discurso busca en la actividad de múltiples arquitectos la validez del concepto de manifestación. Se rastrean testimonios, textos, obras y análisis de obras. De esta investigación surge una topografía, un atlas de revelaciones de manifestaciones arquitectónicas: constataciones explícitas, testimonios implícitos o intuiciones. A través de este periplo entre el concepto de manifestación que la razón poética ofrece y la experiencia de muchos arquitectos se intenta responder, aunque sea parcialmente, a las preguntas que surgen al llevar a las últimas consecuencias la arquifanía: ¿En qué momento existe una voluntad de forma? ¿De qué manera encuentra el arquitecto la forma? ¿Cómo se le presenta? ¿Es el arquitecto el verdadero artífice de la obra? ¿O es en cambio un ser a la espera de la aparición? ABSTRACT Archiphany: architecture and epiphany. The revelation taking place in designing, building and living. The objective of the present dissertation is to unravel the protagonists and the scenario of this encounter. It stems from a double interest: the relationship between literature and architecture and the discovery of something incommensurable in architecture. Over the centuries, architectural theory has made a great effort in order to rationalise all aspects of this discipline. Thus, the systematization of the order and hierarchy of space, the use of more rigorous parameters on the structural analysis, the development of technical capacities and the study of functional schemes have been an inexhaustible source of architectural manifestations. Even scientific paradigms have been essential in the creation of new languages. However, aspects of difficult quantification have been relegated in this path of rationalisation. Whereas the presence of immeasurable parameters are encountered in the daily experience of the architect, architectural theory has failed to systematically integrate this knowledge. This is the driving force of this thesis. It explores, by analogy with the other arts, the concept of manifestation. It discusses how the architectural work manifests itself, making use of its autonomy, becoming the one leading the architect during the whole existence of the work: from its genesis in the designing time until the experience of the completed work in the historical time. In the present dissertation, it is assumed that reflecting on the concept of manifestation might shed light on two different moments on the way to project architecture. The architect approach to the project genesis is studied on the one hand, while in the other hand it is considered his positioning in front of the existing work, as well as his analysis (for a following synthesis) that generates an ever-open and ever-enriching spiral of knowledge. In the search for a definition of the concept of manifestation, the work of the philosopher María Zambrano and the poet José Ángel Valente are analysed. The creative moment, the nature of the poetic word, the attitude of the poet in front of his work, the knowledge and the revelation of beauty are persistent issues in their works. They create a theoretical corpus allowing to develop a sound and open poetical theory full of suggestions, accurately directed to the time of the form generation: its epiphany. The concept of manifestation is then reviewed in the activity of some modern artists that talked about the concept of epiphany –either implicitly or explicitly. Often in an intuitive way, artists have come to realize in their activity to be the depositories of a gift that is renewed in each work. Intertwined with their work and with their daily discipline, artists experience a dialogue with the work, which proves to be free and willing to manifest itself. Having stated the problem and having reviewed the world of artistic creation, we are confronted with the core of the thesis: Up to which extent and in which way is the concept of manifestation valid for architecture? Validity and evidence of this concept is sought in the activity of multiple architects. Texts, works, analysis, reviews and testimonies are investigated. From this research, a topography, an atlas of revelations of architectural manifestations arises: explicit findings, implicit witnesses or intuitions. By means of this journey going from the concept of manifestation hinted by the poetic reason to the experience of many architects, the ultimate questions risen by archiphany are meant to be answered (though partially): When does a will of form emerge? How does the architect find the form? How does it appear? Is the architect the true creator of the work? Or is he instead a being waiting for the vision?

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"Si el hombre es el cuidador de las palabras y sólo de ellas emerge el sentido de las cosas, la arquitectura tiene un cometido preciso: hacer de las condiciones ya dadas de cada lugar palabras que signifiquen las cualidades de la existencia, y que desvelen la riqueza y contenidos que en ellas se contienen potencialmente" Ignasi Solá Morales. Lugar: permanencia o producción, 1992. Esta tesis surge tanto del afán por comprender la identidad de uno de los espacios más representativos de mi ciudad, asumido familiarmente pero que plantea muchas dudas respecto a su caracterización, como de la preocupación personal respecto a la aparente hegemonía del modelo urbano de la "ciudad genérica", crudamente expuesto por Rem Koolhaas a finales del siglo XX, que pone en crisis la ciudad histórica. El territorio, espacio físico concreto, y la memoria asociada a este, obliterados, son considerados como punto de partida para confrontarlos con la proclamación del nuevo modelo de "ciudad genérica", de raíz eminentemente económica y tecnológica. La realidad tangible de un espacio, aparentemente forjado en base a los valores denostados por el nuevo modelo propuesto, se estudia desde las premisas opuestas. La idea del no-lugar, teorizado por Marc Augé y tomado como modelo por Koolhaas, supone éste emancipado tanto de las preexistencias históricas como de su ubicación física concreta, planteando un tipo de espacio de representación al margen del territorio y la memoria. Sin pretender adoptar una postura resistente u opuesta, sino antitética y complementaria, se toman aquí las premisas de Koolhaas para contrastarlas con una porción del territorio a medio camino entre la arquitectura y la ciudad, a fin de desarrollar una reflexión que sirva de complemento y contrapeso al paradigma espacial que la “ciudad genérica” implica y cuya inmediatez y supuesta anomia parecen anular cualquier intención interpretativa al neutralizar los centros históricos y proclamar el agotamiento de la historia. El planteamiento de una teoría dicotómica frente al espacio y las teorías arquitectónicas asociadas a este ya fue formulado por Colin Rowe y Fred Koetter a finales de los años setenta del siglo pasado. Se plantea aquí la idea de una “ciudad tangible” como opuesta a la idea de la "ciudad genérica" enunciada por Koolhaas. Tomando el territorio y la memoria como referencia principal en un lugar concreto y huyendo de la premisa de la inmediatez del instante y el "presente perpetuo" proclamado por Koolhaas, del que según él seríamos prisioneros, se establece una distancia respecto al objeto de análisis que desarrolla el estudio en la dirección opuesta al supuesto origen del mismo, planteando la posibilidad de reactivar una reflexión en torno al territorio y la memoria en el seno del proceso global de habitación para poner de manifiesto determinados mecanismos de configuración de un espacio de representación al margen de la urgencia del presente, reactivando la memoria y su relación con el territorio como punto de partida. Desde de la reconstrucción hipotética del territorio, partiendo de la propia presencia física del mismo, su orografía, la paleo-biología, las analogías etológicas, los restos arqueológicos, la antropología o la historia, se reivindica la reflexión arquitectónica como disciplina diversa y privilegiada en cuanto al análisis espacial, tratando de discernir el proceso mediante el cual el Prado pasó de territorio a escenario. La organización cronológica del estudio y la incorporación de muy diversas fuentes, en su mayoría directas, pretende poner de manifiesto la condición transitiva del espacio de representación y contrastar el pasado remoto del lugar y su construcción con el momento actual, inevitablemente encarnado por el punto de vista desde el cual se desarrolla la tesis. El Prado parece albergar, agazapado en su nombre, la raíz de un origen remoto y olvidado. Si como enunciaba Ignasi Solá-Morales la función de la arquitectura es hacer aflorar los significados inherentes al lugar, esta tesis se plantea como una recuperación de la idea del vínculo entre el territorio y la memoria como fuente fundamental en la definición de un espacio de representación específico. El escrutinio del pasado constituye un acto eminentemente contemporáneo, pues el punto de vista y la distancia, inevitablemente condicionados por el presente, determinan la mirada. El culto contemporáneo a la inmediatez y la proclamación de la superación de los procesos históricos han relegado el pasado, en cierto grado, a depósito de restos o referente a superar, obviando su ineluctable condición de origen o momento anterior condicionante. Partiendo de la reconstrucción del lugar sobre el cual se halla el Prado ubicado y reconsiderando, según las premisas desarrolladas por la moderna historiografía, fundamentalmente desarrolladas por la Escuela francesa de los Annales, la cotidianeidad y lo anónimo como fuente de la que dimanan muchos de los actuales significados de nuestros espacios de representación, tomando como punto de partida un lugar remoto y olvidado, se estudia como se fue consolidando el Prado hasta devenir un lugar insigne de referencia asociado a los poderes fácticos y el espacio áulico de la capital de las Españas en el siglo XVII. El proceso mediante el cual el Prado pasó de territorio a escenario implica la recuperación de la memoria de un espacio agropecuario anónimo y el análisis de cómo, poco a poco, se fue depositando sobre el mismo el acervo de los diversos pobladores de la región que con sus particularidades culturales y sociales fueron condicionando, en mayor o menor grado, un lugar cuyo origen se extiende retrospectivamente hasta hace más de dos mil años, cuando se considera que pudo darse la primera habitación a partir de la cual, de manera ininterrumpida, el Prado ha venido siendo parte de lo que devino, más tarde, Madrid. La llegada de nuevos agentes, vinculados con estructuras de poder y territoriales que trascendían la inmediatez del territorio sobre el que se comenzó a erigir dicho lugar, sirven para repasar los diferentes depósitos ideológicos y culturales que han ido conformando el mismo, reivindicando la diversidad y lo heterogéneo del espacio de representación frente a la idea homogeneizadora que el modelo genérico implica. La constitución del Prado como un espacio de referencia asociado al paganismo arcaico a partir de la praxis espacial cotidiana, su relación con las estructuras defensivas de Al-Andalus y la atalaya Omeya, la apropiación del los primitivos santuarios por parte la iglesia, su relación con un determinado tipo de espiritualidad y las órdenes religiosas más poderosas de la época, la preferencia de Carlos V por Madrid y sus vínculos con la cultura europea del momento, o la definitiva metamorfosis del lugar a partir del siglo XVI y el advenimiento de un nuevo paganismo emblemático y estetizado, culminan con el advenimiento de lo económico como representación del poder en el seno de la corte y la erección del Palacio del Buen Retiro como manifestación tangible de la definitiva exaltación del Prado a espacio de representación áulico. Decía T.S. Elliot que la pugna por el espacio de la memoria constituye el principal rasgo del clasicismo, y el Prado, ciertamente, participa de ese carácter al que está profundamente asociado en la conciencia espacial de los madrileños como lugar de referencia. Acaso la obliteración del territorio y la memoria, propuestas en la “ciudad genérica” también tengan algo que ver con ello. ABSTRACT "If man is the caretaker of words and only they provide the sense of things, the architecture has a precise mission: to make out from the given conditions of each place words that mean the qualities of existence, and which unveil the wealth and content they potentially contain " Ignasi Solá Morales. Place: permanence or production, 1992. This thesis arises from both the desire to understand the identity of one of the most representative spaces of my city, assumed in a familiar way but that raises many doubts about its characterization, and from a personal concern about the apparent hegemony of the urban model of the "generic city " so crudely exposed by Rem Koolhaas in the late twentieth century that puts a strain on the historic city. The obliteration of the territory, specific physical space, and its associated memory, are considered as a starting point to confront them with the proclamation of the new model of "generic city" raised from eminently economic and technological roots. The tangible reality of a space, apparently forged based on the values reviled by the proposed new model, is studied from opposite premises. The idea of non-place, theorized by Marc Augé and modeled by Koolhaas, implies the emancipation from both historical preexistences and physical location, posing a type of space representation outside the territory and memory. Without wishing to establish a confrontational or opposite position, but an antithetical and complementary stance, the premises of Koolhaas are here taken to contrast them with a portion of territory halfway between architecture and the city, to develop a study that will complement and counterbalance the spatial paradigm that the "generic city" means and whose alleged immediacy and anomie appear to nullify any interpretative intention by neutralizing the historic centers and proclaiming the exhaustion of history. The approach of a dichotomous theory versus space and architectural theories associated with this were already formulated by Colin Rowe and Fred Koetter during the late seventies of last century. The idea of a "tangible city" as opposed to the idea of the "generic city" enunciated by Koolhaas arises here. Taking the territory and memory as the main reference in a particular place and trying to avoid the premise of the immediacy of the moment and the "perpetual present" proclaimed by Koolhaas, of which he pleas we would be prisoners, a distance is established from the object of analysis developing the study in the opposite direction to the alleged origin of it, raising the possibility of reactivating a reflection on the territory and memory within the overall process of inhabiting to reveal certain representational space configuration mechanisms outside the urgency of the present, reviving the memory and its relationship with the territory as a starting point. From the hypothetical reconstruction of the territory, starting from its physical presence, geography, paleo-biology, ethological analogies, archaeological remains, anthropology or history, architecture is claimed as a diverse as privileged discipline for spatial analysis, trying to discern the process by which the Prado moved from territory to stage. The chronological organization of the study and incorporating a variety of sources, most direct, aims to highlight the transitive condition of representational space and contrast the remote past of the place and its construction with the current moment, inevitably played by the view point from which the thesis develops. The Prado seems to harbor, in its name, the root of a remote and forgotten origin. If, as Ignasi Sola-Morales said, the aim of architecture is to bring out the meanings inherent in the site, this thesis is presented as a recovery of the idea of the link between the territory and memory as a key source in defining a specific space of representation. The scrutiny of the past is an eminently contemporary act, for the view and distance inevitably conditioned by the present, determine the way we look. The contemporary cult of immediacy and the proclamation of overcoming historical processes have relegated the past, to some extent, to remains deposit or a reference to overcome, ignoring its ineluctable condition as origin or previous constraint. From rebuilding the site on which the Prado is located and reconsidering everyday life and the anonymous as a source of many arising current meanings of our space of representation, according to the premises developed by modern historiography mainly developed by the French school of Annales, trying to recover the remote and forgotten is attempted, the thesis studies how el Prado was consolidated to become the most significant place of Madrid, deeply associated with the power in the capital of Spain during the XVII century. The process by which the Prado evolved from territory to stage involves the recovery of the memory of an anonymous agricultural space and the analysis of how, little by little, the influence of the various inhabitants of the region with their own and how their cultural and social peculiarities was deposited through time on the common ground and how that determined, to a greater or lesser degree, a place whose origin retrospectively extends over more than two thousand years ago, when we can consider the first inhabiting from which, without interruption, the Prado has come to be part of what became, later, Madrid. The arrival of new players, linked to power structures and territorial issues which transcended the immediacy of the territory on which the place begun to be a characteristic space, serve to review the different ideological and cultural deposits that have shaped the place, claiming diversity and heterogeneous space of representation before the homogenizing idea which the generic model implies. The constitution of the Prado as a benchmark associated with the archaic paganism developed from the ancient everyday spatial praxis, its relationship with the defensive structures of Al-Andalus and the Umayyad watchtower, the appropriation of the early sanctuaries by the roman church, its relationship with a certain type of spirituality and the most powerful religious orders of the time, the preference of Carlos V towards Madrid and its links with the European culture of the moment and the final metamorphosis of the place during the sixteenth century, end at the moment on which the advent of the economic as a representation of power within the court and the erection of the Palacio del Buen Retiro, as a tangible manifestation of the ultimate exaltation of courtly Prado space representation, happened in the mid XVII century. T. S. Elliot said that the struggle for memory space is the main feature of classicism, and the Prado certainly shares part of that character deeply associated in the mental spatial structure of the locals as a landmark. Perhaps the obliteration of territory and memory proposed in the "generic city" might also have something to do with that.

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The analytical solution to the one-dimensional absorption–conduction heat transfer problem inside a single glass pane is presented, which correctly takes into account all the relevant physical phenomena: the appearance of multiple reflections, the spectral distribution of solar radiation, the spectral dependence of optical properties, the presence of possible coatings, the non-uniform nature of radiation absorption, and the diffusion of heat by conduction across the glass pane. Additionally to the well established and known direct absorptance αe, the derived solution introduces a new spectral quantity called direct absorptance moment βe, that indicates where in the glass pane is the absorption of radiation actually taking place. The theoretical and numerical comparison of the derived solution with existing approximate thermal models for the absorption–conduction problem reveals that the latter ones work best for low-absorbing uncoated single glass panes, something not necessarily fulfilled by modern glazings.

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Cuando una colectividad de sistemas dinámicos acoplados mediante una estructura irregular de interacciones evoluciona, se observan dinámicas de gran complejidad y fenómenos emergentes imposibles de predecir a partir de las propiedades de los sistemas individuales. El objetivo principal de esta tesis es precisamente avanzar en nuestra comprensión de la relación existente entre la topología de interacciones y las dinámicas colectivas que una red compleja es capaz de mantener. Siendo este un tema amplio que se puede abordar desde distintos puntos de vista, en esta tesis se han estudiado tres problemas importantes dentro del mismo que están relacionados entre sí. Por un lado, en numerosos sistemas naturales y artificiales que se pueden describir mediante una red compleja la topología no es estática, sino que depende de la dinámica que se desarrolla en la red: un ejemplo son las redes de neuronas del cerebro. En estas redes adaptativas la propia topología emerge como consecuencia de una autoorganización del sistema. Para conocer mejor cómo pueden emerger espontáneamente las propiedades comúnmente observadas en redes reales, hemos estudiado el comportamiento de sistemas que evolucionan según reglas adaptativas locales con base empírica. Nuestros resultados numéricos y analíticos muestran que la autoorganización del sistema da lugar a dos de las propiedades más universales de las redes complejas: a escala mesoscópica, la aparición de una estructura de comunidades, y, a escala macroscópica, la existencia de una ley de potencias en la distribución de las interacciones en la red. El hecho de que estas propiedades aparecen en dos modelos con leyes de evolución cuantitativamente distintas que siguen unos mismos principios adaptativos sugiere que estamos ante un fenómeno que puede ser muy general, y estar en el origen de estas propiedades en sistemas reales. En segundo lugar, proponemos una medida que permite clasificar los elementos de una red compleja en función de su relevancia para el mantenimiento de dinámicas colectivas. En concreto, estudiamos la vulnerabilidad de los distintos elementos de una red frente a perturbaciones o grandes fluctuaciones, entendida como una medida del impacto que estos acontecimientos externos tienen en la interrupción de una dinámica colectiva. Los resultados que se obtienen indican que la vulnerabilidad dinámica es sobre todo dependiente de propiedades locales, por tanto nuestras conclusiones abarcan diferentes topologías, y muestran la existencia de una dependencia no trivial entre la vulnerabilidad y la conectividad de los elementos de una red. Finalmente, proponemos una estrategia de imposición de una dinámica objetivo genérica en una red dada e investigamos su validez en redes con diversas topologías que mantienen regímenes dinámicos turbulentos. Se obtiene como resultado que las redes heterogéneas (y la amplia mayora de las redes reales estudiadas lo son) son las más adecuadas para nuestra estrategia de targeting de dinámicas deseadas, siendo la estrategia muy efectiva incluso en caso de disponer de un conocimiento muy imperfecto de la topología de la red. Aparte de la relevancia teórica para la comprensión de fenómenos colectivos en sistemas complejos, los métodos y resultados propuestos podrán dar lugar a aplicaciones en sistemas experimentales y tecnológicos, como por ejemplo los sistemas neuronales in vitro, el sistema nervioso central (en el estudio de actividades síncronas de carácter patológico), las redes eléctricas o los sistemas de comunicaciones. ABSTRACT The time evolution of an ensemble of dynamical systems coupled through an irregular interaction scheme gives rise to dynamics of great of complexity and emergent phenomena that cannot be predicted from the properties of the individual systems. The main objective of this thesis is precisely to increase our understanding of the interplay between the interaction topology and the collective dynamics that a complex network can support. This is a very broad subject, so in this thesis we will limit ourselves to the study of three relevant problems that have strong connections among them. First, it is a well-known fact that in many natural and manmade systems that can be represented as complex networks the topology is not static; rather, it depends on the dynamics taking place on the network (as it happens, for instance, in the neuronal networks in the brain). In these adaptive networks the topology itself emerges from the self-organization in the system. To better understand how the properties that are commonly observed in real networks spontaneously emerge, we have studied the behavior of systems that evolve according to local adaptive rules that are empirically motivated. Our numerical and analytical results show that self-organization brings about two of the most universally found properties in complex networks: at the mesoscopic scale, the appearance of a community structure, and, at the macroscopic scale, the existence of a power law in the weight distribution of the network interactions. The fact that these properties show up in two models with quantitatively different mechanisms that follow the same general adaptive principles suggests that our results may be generalized to other systems as well, and they may be behind the origin of these properties in some real systems. We also propose a new measure that provides a ranking of the elements in a network in terms of their relevance for the maintenance of collective dynamics. Specifically, we study the vulnerability of the elements under perturbations or large fluctuations, interpreted as a measure of the impact these external events have on the disruption of collective motion. Our results suggest that the dynamic vulnerability measure depends largely on local properties (our conclusions thus being valid for different topologies) and they show a non-trivial dependence of the vulnerability on the connectivity of the network elements. Finally, we propose a strategy for the imposition of generic goal dynamics on a given network, and we explore its performance in networks with different topologies that support turbulent dynamical regimes. It turns out that heterogeneous networks (and most real networks that have been studied belong in this category) are the most suitable for our strategy for the targeting of desired dynamics, the strategy being very effective even when the knowledge on the network topology is far from accurate. Aside from their theoretical relevance for the understanding of collective phenomena in complex systems, the methods and results here discussed might lead to applications in experimental and technological systems, such as in vitro neuronal systems, the central nervous system (where pathological synchronous activity sometimes occurs), communication systems or power grids.

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One of the most important changes taking place in drylands worldwide is the increase of the cover and dominance of shrubs in areas formerly devoid of them (shrub encroachment). A large body of research has evaluated the causes and consequences of shrub encroachment for both ecosystem structure and functioning. However, there are virtually no studies evaluating how shrub encroachment affects the ability of ecosystems to maintain multiple functions and services simultaneously (multifunctionality). We aimed to do so by gathering data from ten ecosystem functions linked to the maintenance of primary production and nutrient cycling and storage (organic C, activity of β-glucosidase, pentoses, hexoses, total N, total available N, amino acids, proteins, available inorganic P, and phosphatase activity), and summarizing them in a multifunctionality index (M). We assessed how climate, species richness, anthropic factors (distance to the nearest town, sandy and asphalted road, and human population in the nearest town at several historical periods) and encroachment by sprouting shrubs impacted both the functions in isolation and M along a regional (ca. 350 km) gradient in Mediterranean grasslands and shrublands dominated by a non-sprouting shrub. Values of M were higher in those grasslands and shrublands containing sprouting shrubs (43 and 62%, respectively). A similar response was found when analyzing the different functions in isolation, as encroachment by sprouting shrubs increased functions by 2–80% compared to unencroached areas. Encroachment was the main driver of changes in M along the regional gradient evaluated, followed by anthropic factors and species richness. Climate had little effects on M in comparison to the other factors studied. Similar responses were observed when evaluating the functions in isolation. Overall, our results showed that M was higher at sites with higher sprouting shrub cover, longer distance to roads and higher perennial plant species richness. Our study is the first documenting that ecosystem multifunctionality in shrublands is enhanced by encroaching shrubs differing in size and leaf attributes. Our findings reinforce the idea that encroachment effects on ecosystem functioning cannot be generalized, and that are largely dependent on the traits of the encroaching shrub relative to those of the species being replaced.