Safety assessment of underground vehicles passing over highly resilient curved tracks in the presence of a broken rail

Vehicle–track interaction for a new resilient slab track designed to reduce noise and vibration levels was analysed, in order to assess the derailment risk on a curved track when encountering a broken rail. Sensitivity of the rail support spacing of the relative position of the rail breakage between two adjacent rail supports and of running speed were analysed for two different elasticities of the rail fastening system. In none of the cases analysed was observed an appreciable difference between either of the elastic systems. As was expected, the most unfavourable situations were those with greater rail support spacing and those with greater distance from the breakage to the nearest rail support, although in none of the simulations performed did a derailment occur when running over the broken rail. When varying the running speed, the most favourable condition was obtained for an intermediate speed, due to the superposition of two antagonistic effects.

Hybrid Approach Combining Machine Learning and a Rule-Based Expert System for Text Categorization

This paper discusses a novel hybrid approach for text categorization that combines a machine learning algorithm, which provides a base model trained with a labeled corpus, with a rule-based expert system, which is used to improve the results provided by the previous classifier, by filtering false positives and dealing with false negatives. The main advantage is that the system can be easily fine-tuned by adding specific rules for those noisy or conflicting categories that have not been successfully trained. We also describe an implementation based on k-Nearest Neighbor and a simple rule language to express lists of positive, negative and relevant (multiword) terms appearing in the input text. The system is evaluated in several scenarios, including the popular Reuters-21578 news corpus for comparison to other approaches, and categorization using IPTC metadata, EUROVOC thesaurus and others. Results show that this approach achieves a precision that is comparable to top ranked methods, with the added value that it does not require a demanding human expert workload to train

Towards hand biometrics in mobile devices

The increasing demand of security oriented to mobile applications has raised the attention to biometrics, as a proper and suitable solution for providing secure environment to mobile devices. With this aim, this document presents a biometric system based on hand geometry oriented to mobile devices, involving a high degree of freedom in terms of illumination, hand rotation and distance to camera. The user takes a picture of their own hand in the free space, without requiring any flat surface to locate the hand, and without removals of rings, bracelets or watches. The proposed biometric system relies on an accurate segmentation procedure, able to isolate hands from any background; a feature extraction, invariant to orientation, illumination, distance to camera and background; and a user classification, based on k-Nearest Neighbor approach, able to provide an accurate results on individual identification. The proposed method has been evaluated with two own databases collected with a HTC mobile. First database contains 120 individuals, with 20 acquisitions of both hands. Second database is a synthetic database, containing 408000 images of hand samples in different backgrounds: tiles, grass, water, sand, soil and the like. The system is able to identify individuals properly with False Reject Rate of 5.78% and False Acceptance Rate of 0.089%, using 60 features (15 features per finger)

Seasonal evolution of soil respiration in a mixed forestry plantation of walnuts (Juglans × intermedia Carr.) and alders (Alnus cordata (Loisel.) Duby) in Domaine de Restinclières (France)

The ecological intensification of crops is proposed as a solution to the growing demand of agricultural and forest resources, in opposition to intensive monocultures. The introduction of mixed cultures as mixtures between nitrogen fixing species and non nitrogen fixing species intended to increase crop yield as a result of an improvement of the available nitrogen and phosphorus in soil. Relationship between crops have received little attention despite the wide range of advantages that confers species diversity to these systems, such as increased productivity, resilience to disruption and ecological sustainability. Forests and forestry plantations can develop an important role in storing carbon in their tissues, especially in wood which become into durable product. A simplifying parameter to analyze the amount allocated carbon by plantation is the TBCA (total belowground carbon allocation), whereby, for short periods and mature plantations, is admitted as the subtraction between soil carbon efflux and litterfall. Soil respiration depends on a wide range of factors, such as soil temperature and soil water content, soil fertility, presence and type of vegetation, among others. The studied orchard is a mixed forestry plantation of hybrid walnuts(Juglans × intermedia Carr.) for wood and alders (Alnus cordata (Loisel.) Duby.), a nitrogen fixing specie through the actinomycete Frankia alni ((Woronin, 1866) Von Tubeuf 1895). The study area is sited at Restinclières, a green area near Montpellier (South of France). In the present work, soil respiration varied greatly throughout the year, mainly influenced by soil temperature. Soil water content did not significantly influence the response of soil respiration as it was constant during the measurement period and under no water stress conditions. Distance between nearest walnut and measurement was also a highly influential factor in soil respiration. Generally there was a decreasing trend in soil respiration when the distance to the nearest tree increased. It was also analyzed the response of soil respiration according to alder presence and fertilizer management (50 kg N·ha-1·año-1 from 1999 to 2010). None of these treatments significantly influenced soil respiration, although previous studies noticed an inhibition in rates of soil respiration under fertilized conditions and high rates of available nitrogen. However, treatments without fertilization and without alder presence obtained higher respiration rates in those cases with significant differences. The lack of significant differences between treatments may be due to the high coefficient of variation experienced by soil respiration measurements. Finally an asynchronous fluctuation was observed between soil respiration and litterfall during senescence period. This is possibly due to the slowdown in the emission of exudates by roots during senescence period, which are largely related to microbial activity.

Markov blanket-based approach for learning multi-dimensional Bayesian network classifiers: An application to predict the European Quality of Life-5 Dimensions (EQ-5D) from the 39-item Parkinson's Disease Questionnaire (PDQ-39)

Multi-dimensional Bayesian network classifiers (MBCs) are probabilistic graphical models recently proposed to deal with multi-dimensional classification problems, where each instance in the data set has to be assigned to more than one class variable. In this paper, we propose a Markov blanket-based approach for learning MBCs from data. Basically, it consists of determining the Markov blanket around each class variable using the HITON algorithm, then specifying the directionality over the MBC subgraphs. Our approach is applied to the prediction problem of the European Quality of Life-5 Dimensions (EQ-5D) from the 39-item Parkinson’s Disease Questionnaire (PDQ-39) in order to estimate the health-related quality of life of Parkinson’s patients. Fivefold cross-validation experiments were carried out on randomly generated synthetic data sets, Yeast data set, as well as on a real-world Parkinson’s disease data set containing 488 patients. The experimental study, including comparison with additional Bayesian network-based approaches, back propagation for multi-label learning, multi-label k-nearest neighbor, multinomial logistic regression, ordinary least squares, and censored least absolute deviations, shows encouraging results in terms of predictive accuracy as well as the identification of dependence relationships among class and feature variables.

Text categorization methods for automatic estimation of verbal intelligence

In this paper we investigate whether conventional text categorization methods may suffice to infer different verbal intelligence levels. This research goal relies on the hypothesis that the vocabulary that speakers make use of reflects their verbal intelligence levels. Automatic verbal intelligence estimation of users in a spoken language dialog system may be useful when defining an optimal dialog strategy by improving its adaptation capabilities. The work is based on a corpus containing descriptions (i.e. monologs) of a short film by test persons yielding different educational backgrounds and the verbal intelligence scores of the speakers. First, a one-way analysis of variance was performed to compare the monologs with the film transcription and to demonstrate that there are differences in the vocabulary used by the test persons yielding different verbal intelligence levels. Then, for the classification task, the monologs were represented as feature vectors using the classical TF–IDF weighting scheme. The Naive Bayes, k-nearest neighbors and Rocchio classifiers were tested. In this paper we describe and compare these classification approaches, define the optimal classification parameters and discuss the classification results obtained.

Effect of the oxygen isoelectronic substitution in Cu2ZnSnS4 and its photovoltaic application

The optoelectronic properties of Cu2ZnSnS4 and environmental considerations have attracted significant interest for photovoltaics. Using first-principles, we analyze the possible improvement of this material as a photovoltaic absorber via the isoelectronic substitution of S with O atoms. The evolution of the acceptor level is analyzed with respect to the atomic position of the nearest neighbors of the O atom. We estimate the maximum efficiency of this compound when used as a light absorber. The presence of the sub-band gap level below the conduction band could increases the solar-energy conversion with respect to the host.

Investigating verbal intelligence using the TF-IDF approach

In this paper we investigated differences in language use of speakers yielding different verbal intelligence when they describe the same event. The work is based on a corpus containing descriptions of a short film and verbal intelligence scores of the speakers. For analyzing the monologues and the film transcript, the number of reused words, lemmas, n-grams, cosine similarity and other features were calculated and compared to each other for different verbal intelligence groups. The results showed that the similarity of monologues of higher verbal intelligence speakers was greater than of lower and average verbal intelligence participants. A possible explanation of this phenomenon is that candidates yielding higher verbal intelligence have a better short-term memory. In this paper we also checked a hypothesis that differences in vocabulary of speakers yielding different verbal intelligence are sufficient enough for good classification results. For proving this hypothesis, the Nearest Neighbor classifier was trained using TF-IDF vocabulary measures. The maximum achieved accuracy was 92.86%.

Hybrid incremental modeling based on least squares and fuzzy K-NN for monitoring tool wear in turning processes

There is now an emerging need for an efficient modeling strategy to develop a new generation of monitoring systems. One method of approaching the modeling of complex processes is to obtain a global model. It should be able to capture the basic or general behavior of the system, by means of a linear or quadratic regression, and then superimpose a local model on it that can capture the localized nonlinearities of the system. In this paper, a novel method based on a hybrid incremental modeling approach is designed and applied for tool wear detection in turning processes. It involves a two-step iterative process that combines a global model with a local model to take advantage of their underlying, complementary capacities. Thus, the first step constructs a global model using a least squares regression. A local model using the fuzzy k-nearest-neighbors smoothing algorithm is obtained in the second step. A comparative study then demonstrates that the hybrid incremental model provides better error-based performance indices for detecting tool wear than a transductive neurofuzzy model and an inductive neurofuzzy model.

Jerónimo Sánchez Carranza y la Escuela Española de Esgrima

El deporte de la esgrima no siempre ha sido considerado como actualmente se conoce, ni tampoco el empleo de las armas ha sido el mismo en las diferentes épocas de la historia. Si nos centramos en la española, podemos decir que se hablaba de una forma particular de hacer esgrima, la cual era muy apreciada por el resto de los países europeos. También lo era la que se hacía en Italia. Como cualquier actividad que se desarrolla a lo largo del tiempo debe generarse desde unos comienzos. Estos comienzos siempre están en relación a alguna causa. Para centrarnos en nuestro estudio, los comienzos del manejo de la espada, de una manera lógica y razonada, se une en la persona y en la vida de Jerónimo Sánchez Carranza porque hasta que él no se decide a estudiar en profundidad la ciencia de las armas, no se ve con claridad si todo lo que se hacía con ellas era correcto o no y si todo lo que la inmensa mayoría hacía cuando tenía que utilizarlas estaba revestido de cierta coherencia y fundamento, es decir, tenía su verdad que se pudiera demostrar. Carranza estudia la esgrima que se empleaba en su época y en las anteriores y se da cuenta que tiene que dar una nueva visión de la forma de usar las armas, diferente a lo que la gran mayoría entendía hasta entonces. A Carranza se le ha considerado por muchos autores como el inventor de la esgrima española, hecho que se puede leer con bastante facilidad si se hojea algún tratado que hable de la esgrima española, sin embargo también se habla de Luis Pacheco de Narváez asignándole el mismo calificativo, aunn- ;o es posteriora Carranza. or tanto nuestro estudio se ha centrado en la vida de Jerónimo Sánchez Carranza y en ueva forma de emplear las armas por lo que hace que la tesis sea una tesis biográfica de dicho personaje, donde se ha resaltado mucho más el aspecto del manejo de las armas, de la Destreza. Partimos de las siguientes hipótesis: Carranza es el que sienta los principios técnicos dando forma y coherencia a la escuela de esgrima española gracias a sus aportaciones en los distintos aspectos metodológicos, técnicos y tácticos. La escuela de esgrima española tiene una estructura interna, responde a unas características determinadas y sirve de base a la esgrima que posteriormente se practica. Para que el estudio se pudiera llevar a cabo tuvimos que diseñar un esquema donde se pudieran recoger todos los aspectos que estuvieran relacionados con nuestro autor, de ahí surge el porqué de cada uno de los capítulos que hemos confeccionado. Dicho esquema responde a la visión actual de diferentes facetas de lo que hoy se estudia en diversas ciencias y que cuando Carranza vivía aún no se conocían. Para recoger información sobre su persona y su obra tuvimos en cuenta los distintos lugares donde se podía localizar la documentación necesaria, sobre todo Bibliotecas y Archivos, para ir confeccionando el método de trabajo que consistió en la recopilación de fuentes de todo tipo referidas al tema, pasando luego a la interpretación de las mismas. Esto nos dio una visión de conjunto que hizo que nos adentráramos en aquellos aspectos que más tarde tendríamos que analizar con mucho más detenimiento. En la tesis se puede observar dos partes bien diferenciadas que son las relacionadas; por un lado, a su vida y su tratado y, por otro, al contenido de sus teorías que son realmente las que se deben analizar necesariamente bajo unos conocimientos específicos de la actividad de la esgrima. En cuanto a su vida, se han destacado y estudiado los hechos más importantes de los que hay que resaltar, sobre todo, el que fuera considerado como el inventor de la destreza y de la manera tan particular de concebir dicho arte, diferente a lo que hasta ahora se venía haciendo y que dio paso a lo que se entendió por esgrima científica, quedando plasmada de tal manera que dio pie a la creación de una doctrina y una nueva forma de entender la esgrima la cual generó una línea de actuación que fue continuada por numerosos seguidores. Para todo ello tuvo mucho que ver el que Carranza fuera militar, la cultura y los estudios que poseía, así como la situación en la que se encontraba España además de la gente con quien se relacionaba, que por lo general, era gente culta y de clase social alta. Se ha estudiado también dentro del mismo apartado de su vida unos hechos que se le imputan y que en nuestra opinión son erróneos. Hemos considerado como más relevantes el que Carranza no fue quien riñó con Quevedo como se afirma en algunas de las obras que hemos tratado, sino que fue Pacheco quien tuvo dicha riña, ya que más bien Quevedo se mostraba partidario de las enseñanzas de Carranza, estando en contra de Pacheco. Tampoco fue quien inventó el florete como se dice en algunas ocasiones, ya que el florete aparece posteriormente como un arma de estudio de la técnica de la esgrima. Con respecto al apartado de su obra, se debe decir que tan solo escribió un único tratado que se publicó en 1582, aunque estaba acabado desde el año 1569. En el apartado de su escuela se debe destacar los fundamentos en los que basó sus postulados para que la destreza alcanzara el mismo nivel de las demás artes liberales y que lo hizo a través del estudio de la propia destreza. A lo largo del estudio que hemos realizado se puede apreciar cómo se está generando un arte que hasta ahora no había sido estudiado, viéndose los problemas que ello suponía, desde la organización de la materia a tratar, hasta cómo se debía enseñar, pasando a veces a tener que denominar conceptos de nueva aparición o renombrar y modificar antiguos que estaban anclados en puntos de partida equivocados, siendo éstos los que mayor trabajo le supuso. Diferencia bien dos aspectos básicos que debían existir en cualquier arte y más concretamente en la destreza que son: la teoría y la práctica, ambas deben estar en base a la razón ya que sería una de las formas por la que la destreza perduraría en el tiempo, junto con que esta razón estuviera apoyada en otras ciencias y con los principios de ellas. Carranza fue de la opinión de que el diestro debía conocer mediante el estudio, los elementos fundamentales con los que había que trabajar la destreza, estos elementos son el cuerpo del diestro y las armas, porque ambos van a intervenir en cualquier gesto o acción que se vaya a realizar. Del cuerpo estudió cada una de las partes que más importancia tiene cada vez que el diestro interviene y lo hace sobre todo en base a la medicina, relacionándolo con las matemáticas para poder sacar el máximo provecho, aconsejando que por el conocimiento del propio cuerpo, como el del contrario, se podrá emplear en determinadas situaciones, que si no se supiera de ello, no se sacaría el mismo resultado. De las armas lo que más resaltó fue, por un lado, que la espada debía ser el único arma que el diestro debía utilizar y, por otro, el hecho de que la espada la graduara para poder demostrar que no se hacia todo igual con las distintas partes de la misma porque no todo el arma tenía las mismas propiedades cuando se actuaba con ella. Una de las recomendaciones que dio fue que con la parte más próxima a la empuñadura se debía practicar la defensa por tener más fuerza con esta parte que con la punta y lo demostró con principios matemáticos. Se puede ver con la lectura de la tesis cómo Carranza aporta una nueva forma de trabajo en la que le da mucha importancia a la aplicación de los conocimientos, que previamente se han adquirido y para ello, es importante conocer bien los puntos fuertes y débiles del adversario. La adquisición de la práctica se debe realizar a través de la repetición para crear el hábito necesario que haga que el gesto salga fluido en cada uno de los movimientos que el diestro ejecute. Todo esto no sería posible si quien lo enseña no conoce cada uno de los elementos que intervienen en la destreza, por tanto, a la figura del maestro le da un lugar de una gran relevancia, ya que va a ser él quien tenga que guiar a los alumnos que enseñe. Lo primero que debe hacer los maestros es procurar saber lo máximo de la materia que va a enseñar, por lo que el maestro debe saber casi todo sobre la teoría y la práctica de la destreza, pero además esta teoría y práctica debe ser la correcta. Carranza persigue con su estudio, establecer los principios de la destreza, por lo menos, los más importantes, aunque fueran elementales, para que posteriormente se siguiera trabajando sobre ellos y poder conseguir que la destreza tenga cuerpo y forma de arte liberal, pudiéndose estudiar como cualquier otra, así de esta manera se haría un bien público, ya que los jóvenes se instruirían eficazmente en el uso de las armas, aunque el verdadero fin se encuentra en la conservación de la vida como manda la Fe Católica, siendo la destreza uno de los medios más eficaces para conseguirlo. Hemos dedicado un apartado de técnica y de táctica donde se refleja todo lo relacionado con las posiciones y movimientos que debe realizar el diestro para llegar a conseguir su objetivo, que es herir sin ser herido. Se han analizado las distintas tretas y el porqué de cada una desde el punto de vista del gesto y del movimiento. Si lo que se hace en destreza se relaciona con el adversario, nos adentramos en el terreno de la táctica donde se han estudiado como más importantes los conceptos del tiempo y la distancia, así como las energías que debe conservar el diestro para poder llevar a cabo un combate y del mismo salir victorioso sin llegar al agotamiento. Concluimos diciendo que de todo el estudio que se ha realizado, se ha podido comprobar que Carranza fue quien dotó a la destreza de unos principios técnicos, tácticos y metodológicos, por su forma de concebir este nuevo arte, así como que por la manera en que estableció sus teorías hizo que la destreza que se practicaba en España disfrutara de una estructura interna coherente que perduró a través de los años. SUMMARY The sport of fencing has not always been the respected sport that we know it to be today ñor has the use of weapons been the same throughout history. If we concéntrate on Spainish weapons, we can say that one particular type of sword ¡s spoken about. this sword being very respected by outher European countries, it was also the one that was respected and used in Italy. As with any activity that develops in time, it must evlove from some simple beginnings. Such basics beginnings are always in relation to a cause. To concéntrate on our study, the beginnings are, the use of the sword in a reasoned and logical manner, brought together in the life and times of Jerónimo Sánchez Carranza because until he decided to study in depth the science of weapons, we cannot see with calrity if their use was correct or not and if the vast majority , when they had to use them, used any foundation or coherence, that ¡s to say if any exactness of logical use could be demonstrated. Carranza studied the sword used in his time and those that had gone before, bearing in mind that he had a new visión of the form of use of weapons, different to what the vast majority had until then understood. Carranza has been considered by many historians as the inventor of the Spanish sword, a fact which can be seen with relative ease if one flicks through any work which deals with the Spanish sword, however, they also speak of Luis Pacheco de Narváez affording him the same title, even though he followed Carranza. In ar H our study has been centred on the life of Jerónimo Sánchez Carranza and his ne-" use of weapons. In effect this thesis is a biographical thesis of the said wherein the aspect of the use of weapons stands out more than their mastery. Given the following hypothesis: It was Carranza who evolved the first techniques giving form and coherence to the .Spanish School of Fencing, thanks to his contributions to the different aspects of method, íechnique and tactic. The Spanish School of Fencing had an ¡nternal structure anaswerable to pre-detremined characteristics and served as a base for the fencing that was to, in later days, be practised. For this study to come to a head, we had to design a plan wherein we could collate all of the aspects we could, related to our inventor. From there springs the reason for each of the chapters that we have put together. The said plan responding to the actual visión of different facets that are studied today in different sciences, that were not known in Carranza's lifetime. To collect information on his person and his works we bore in mind the different places in which we could lócate the necessary documentation, above all in libraries and archives. Developing the work-method that consisted in extracing from every source, every thing relative to the theme, re-writing later our interpretation of the same. This brought us closer and made us focus of those aspects that much later we would have to analize in greater detail. In the thesis one can observe two defferent parts that are related; on the one hand his life and works and on the other his theories, which are those that should be really analised and as such, necessarily analised within the confines of a specific knowledge of fencing. In that his life has been isolated and studied the most important facts that stand out above all, is that he was considered to be the inventor of swordmanship and the particular manner of interpreting the said art, different to its interpretaion uptil then. It gave a footing to what they understood as scientific fencing, giving shape and form to the creation of a doctrine and a new form of fencing which developed a line of action that was continued by numerious followers. For all that, much had to do with the facts that Carranza was a military man, the culture, the level of studies he had and the situation in which he found himself. What's more the people with whom he mixed were, in general, cultured and of high social standing. We have also seen in the same article on his life some dubious facts which in our opinión are erróneos. We have considered the most relevent to be that it wasnt Carranza who was in dispute with Quevedo as is stated in some of the works with which we have dealt but rather it was with Pacheco he had such disputes. What's more Quevedo demonstrated his partiality to the teachings of Carranza, going against Pacheco ñor was it him who invented The Florete, a famous Spanish sword, as was said on some ocassions, eventhough the florete appeared later as a weapon in the study of fencing technique. With respect to the article on his works, we must say that there was only one article which was published in 1582, even though it was finished in 1569. In the article on his life one must distinguish between the foundations on which he based his teachings in which swordmanship reached the same levéis as other libral art forms and what he did through the study of the self same mastery. Throughout the study which we have done, one can appreciate how he was developing an art which uptill then had not been studied, seeing for himself the problems he had fortold, from the organisation of materials at hand to how it should be taught, at times having to domínate comparative concepts again or clarify and modify ones which were anchored in erróneos points of a fencing match, feeling these to be the main forseeable jobs-at-hand. Differenciating between two basic concepts which must exist in whatever arte form and more concretly in the skill that is; the theory and practice , both being fundamental to the reason why the skill endured through time, together with this reason he was supported by other sciences and the beginnings of such. Carranza was of the opinión that the swordsman must acquired by way of study, the fundemental elements with which he had to work, these elements being the body of the swordsman and the weapons, because both were going to intervene in whatever movement or action that was going to be taken. The body studied, each of the parts having more importance each time the skill intervened and above all what it did based on medicne relating it to matemathics to exact the máximum advantage, one could employ in certain circumstances, that if they were not employed, the same advantages would not result. On weapons, what resulted best was, on the one hand, the sword should be the only weapon that the swordsman should use and on the other hand, the sword should be graded to show that one cannot do the same with the different parts of the same because not all of the weapon had the same properties when used. One of the recomendations he made was that the part nearest to the hand-guard should be used for defence because one could use more forcé with it than the point and he demonstrated this with mathematical principies. One can see on reading this thesis how Carranza brought forth a new work form, in which he put much importance on the application of experience that had previously been acquired and because of it, it was important to know well the strenghts and weaknesses of an adversery. The acquisition of technique should be realised through repetition to form the habit necessary for movement to flow freely each time the swordsman executed a movement. None of this would be possible if whoever was teaching did not know each one of the elements that intervened, affording the fencing master a great reverence, in that it was he who had to guide the students he was to teach. The first thing that the master had to do was to make sure he had the maximun knowledge over which he was going to teach, to that end, the master had to know almost everything about the theory and practice of the skill of fencing but what's more that such theory and practice had to be the correct one. Carranza persued his studies, establishing the principies of technique, at least, the most important ones even though they were elementary, so that later they could continué working on them and it could be seen that the technique had a shape and form of any other art form, allowing it to be studied like any other form, as such it had a good following, even young people could be instructed in the correct use of weapons, however the real end could be found in the conservaron of life as ordered by the Catholic Church, feeling that skill with the sword was one of the most effective methods for assuring it. We have dedicated an article to technique and tactics wherein is reflected everything related to positions and movement that the swordsman must do to achieve his objective, that is, wound without being wounded. We have analised the different tricks and the reasons from every point of view of movement and action. If what is done by technique is related with the adversery we enter in the territory of tactics wherein we have studied, most importantly, the concepts of time and distance just as, the energy the swordsman muse conserve to bring to a head a bout and arrive victorious without being exhausted. We conclude by saying that everything that has been realised by this study, has shown that it was Carranza who gave to the skill, the first basic techniques, tactics and methodology, by his conception of this new art form, just as the manner in which he established his theories, made possible the tecnhiques practiced in Spain would enjoy an intemal coherent structure, which would endure throughout the years.

Codificador de voz MIDI

El presente proyecto tiene el objetivo de facilitar la composición de canciones mediante la creación de las distintas pistas MIDI que la forman. Se implementan dos controladores. El primero, con objeto de transcribir la parte melódica, convierte la voz cantada o tarareada a eventos MIDI. Para ello, y tras el estudio de las distintas técnicas del cálculo del tono (pitch), se implementará una técnica con ciertas variaciones basada en la autocorrelación. También se profundiza en el segmentado de eventos, en particular, una técnica basada en el análisis de la derivada de la envolvente. El segundo, dedicado a la base rítmica de la canción, permite la creación de la percusión mediante el golpe rítmico de objetos que disponga el usuario, que serán asignados a los distintos elementos de percusión elegidos. Los resultados de la grabación de estos impactos serán señales de corta duración, no lineales y no armónicas, dificultando su discriminación. La herramienta elegida para la clasificación de los distintos patrones serán las redes neuronales artificiales (RNA). Se realizara un estudio de la metodología de diseño de redes neuronales especifico para este tipo de señales, evaluando la importancia de las variables de diseño como son el número de capas ocultas y neuronas en cada una de ellas, algoritmo de entrenamiento y funciones de activación. El estudio concluirá con la implementación de dos redes de diferente naturaleza. Una red de Elman, cuyas propiedades de memoria permiten la clasificación de patrones temporales, procesará las cualidades temporales analizando el ataque de su forma de onda. Una red de propagación hacia adelante feed-forward, que necesitará de robustas características espectrales y temporales para su clasificación. Se proponen 26 descriptores como los derivados de los momentos del espectro: centroide, curtosis y simetría, los coeficientes cepstrales de la escala de Mel (MFCCs), y algunos temporales como son la tasa de cruces por cero y el centroide de la envolvente temporal. Las capacidades de discriminación inter e intra clase de estas características serán evaluadas mediante un algoritmo de selección, habiéndose elegido RELIEF, un método basado en el algoritmo de los k vecinos mas próximos (KNN). Ambos controladores tendrán función de trabajar en tiempo real y offline, permitiendo tanto la composición de canciones, como su utilización como un instrumento más junto con mas músicos. ABSTRACT. The aim of this project is to make song composition easier by creating each MIDI track that builds it. Two controllers are implemented. In order to transcribe the melody, the first controler converts singing voice or humming into MIDI files. To do this a technique based on autocorrelation is implemented after having studied different pitch detection methods. Event segmentation has also been dealt with, to be more precise a technique based on the analysis of the signal's envelope and it's derivative have been used. The second one, can be used to make the song's rhythm . It allows the user, to create percussive patterns by hitting different objects of his environment. These recordings results in short duration, non-linear and non-harmonic signals. Which makes the classification process more complicated in the traditional way. The tools to used are the artificial neural networks (ANN). We will study the neural network design to deal with this kind of signals. The goal is to get a design methodology, paying attention to the variables involved, as the number of hidden layers and neurons in each, transfer functions and training algorithm. The study will end implementing two neural networks with different nature. Elman network, which has memory properties, is capable to recognize sequences of data and analyse the impact's waveform, precisely, the attack portion. A feed-forward network, needs strong spectral and temporal features extracted from the hit. Some descriptors are proposed as the derivates from the spectrum moment as centroid, kurtosis and skewness, the Mel-frequency cepstral coefficients, and some temporal features as the zero crossing rate (zcr) and the temporal envelope's centroid. Intra and inter class discrimination abilities of those descriptors will be weighted using the selection algorithm RELIEF, a Knn (K-nearest neighbor) based algorithm. Both MIDI controllers can be used to compose, or play with other musicians as it works on real-time and offline.

Investigación experimental del flujo aerodinámico sobre helipuertos embarcados

La investigación del flujo aerodinámico sobre helipuertos embarcados se encuentra estrechamente relacionada con la operación segura de las aeronaves, pues las condiciones del flujo que tiene lugar en ese entorno pueden exceder los límites para los que están certificadas dichas aeronaves. El ambiente aerodinámico en las inmediaciones de un barco es altamente complejo y se encuentra influenciado por gran número de factores (chimeneas, antenas, mástiles, etc.) relacionados con la configuración específica del propio barco. El flujo objeto de investigación corresponde a la estela que se desarrolla sobre la cubierta de vuelo de una fragata, el cual está fuertemente influenciado por la superestructura de la misma, y que cualitativamente es similar al flujo que tiene lugar entre edificios altos o helipuertos situados en áreas urbanas, pues comprende estructuras tipo caja, con bordes afilados, que generan flujos tridimensionales altamente turbulentos. En esta Tesis se aborda el estudio del problema desde el punto de vista experimental, mediante simulación en túnel aerodinámico y medida de las variables del campo fluido sobre maquetas de fragatas a escala reducida. Las herramientas empleadas para tal cometido, han sido técnicas experimentales, tales como la visualización del flujo, la velocimetría láser por imágenes de partículas, la anemometría láser Doppler y los scanners electrónicos de presión, que han permitido investigar el flujo problema con objeto de obtener información, y adquirir así, un conocimiento más profundo de dicho flujo. La explotación de este conocimiento, ha dado lugar al diseño de una nueva solución, basada en la modificación de geometría básica de la fragata, por medio del cambio de la curvatura del techo del hangar, permitiendo suavizar el escalón descendente que se produce aguas abajo del mismo. Las geometrías modificadas han sido ensayada en túnel mediante la misma metodología empleada para la fragata original, de modo que, ha podido establecerse un análisis comparativo, para valorar la efectividad de la solución propuesta, el cual ha mostrado resultados satisfactorios, retirando el flujo adverso de la zona de operación de helicópteros y desplazándolo hacia el hangar, donde resulta menos peligroso, de modo que se reduce la carga del piloto y los riesgos de accidente durante las operaciones a bordo de embarcaciones. ABSTRACT The investigation of aerodynamic flow above the ship’s heliports is directly related to the aircraft safe operation, because the environment flow conditions may exceed the aircraft certification limits. Aerodynamic ship’s environment is highly complex and it is influenced by a large number of factors (stacks, antennae, masts, …) related to each specific ship configuration. The flow under investigation occurs into the wake produced above the flight deck of a frigate, that is strongly influenced by the superstructure. This flow is similar to one produced around tall buildings or heliports located in urban areas, thus in both of them, the air is flowing around sharp-edges box-like structures, producing three-dimensional and highly turbulent flows. This Thesis studies the problem from an experimental point of view, by means of wind tunnel simulations and measurements of the flow field around reduced scale frigates models. Tools used in this work are the experimental techniques, as flow visualization, particle image velocimetry, laser Doppler anemometry and pressure electronic scanners. These techniques provide information about the flow in order to obtain a more complete insight of this kind of flows. The exploitation of this insight is used for the design of a new flow control concept, based on the modification of the basic frigate geometry. This new design consists in the hangar roof curvature modification that produces a smoothing of the descendent step located downstream the hangar. Modified geometries are tested in wind tunnel by means of the same methodology as the original frigate, thus a comparative analysis is established in order to perform an assessment of effectiveness. This analysis has shown good results in displacing the adverse flow from the helicopter operation path to the nearest hangar region, reducing the pilot load and the accident risks during on board operations.

Sistema CAES en un domo salino integrando el almacenamiento de energía térmica

Este proyecto ha tenido por objetivo el estudio de la viabilidad de instalar un sistema de almacenamiento subterráneo de aire comprimido enlazado con una central térmica en España. Dentro de las diversas posibilidades para emplazar el sistema CAES se ha seleccionado el domo salino, por ser la estructura geológica más favorable técnica y económicamente. Con el cometido de encontrar la ubicación más favorable se escogió el domo de Salinas de Añana, y por cercanía geográfica con éste se seleccionó la central térmica de Iberdrola C. T. Pasajes. Una vez elegidos el domo y la central se realizó un estudio de viabilidad técnica y económica de la instalación, empleando estudios geológicos, gravimétricos y económicos. Tras dichos estudios se concluyó que la instalación es posible técnicamente en el domo Salinas de Añana y que se recuperará la inversión a partir del octavo año. ABSTRACT This project has aimed to study the feasibility of installing a system of underground storage of compressed air linked to a thermal plant in Spain. Among the different possibilities to place the CAES system is selected salt dome, as the technically and economically most favorable geological structure. The better dome was Salinas de Añana for its location and Iberdrola C.T. Pasajes was the nearest thermal power plant. Before the dome and thermal power plant were chosen, was performed a technical and economic studies using geological, gravimetric and economic studies. These studies concluded that is possible execute a CAES system in Salinas de Añana dome. The initial investment will pay off the eighth year.

A new analog trigger system for the Cherenkov Telescope array

La astronomía de rayos γ estudia las partículas más energéticas que llegan a la Tierra desde el espacio. Estos rayos γ no se generan mediante procesos térmicos en simples estrellas, sino mediante mecanismos de aceleración de partículas en objetos celestes como núcleos de galaxias activos, púlsares, supernovas, o posibles procesos de aniquilación de materia oscura. Los rayos γ procedentes de estos objetos y sus características proporcionan una valiosa información con la que los científicos tratan de comprender los procesos físicos que ocurren en ellos y desarrollar modelos teóricos que describan su funcionamiento con fidelidad. El problema de observar rayos γ es que son absorbidos por las capas altas de la atmósfera y no llegan a la superficie (de lo contrario, la Tierra será inhabitable). De este modo, sólo hay dos formas de observar rayos γ embarcar detectores en satélites, u observar los efectos secundarios que los rayos γ producen en la atmósfera. Cuando un rayo γ llega a la atmósfera, interacciona con las partículas del aire y genera un par electrón - positrón, con mucha energía. Estas partículas secundarias generan a su vez más partículas secundarias cada vez menos energéticas. Estas partículas, mientras aún tienen energía suficiente para viajar más rápido que la velocidad de la luz en el aire, producen una radiación luminosa azulada conocida como radiación Cherenkov durante unos pocos nanosegundos. Desde la superficie de la Tierra, algunos telescopios especiales, conocidos como telescopios Cherenkov o IACTs (Imaging Atmospheric Cherenkov Telescopes), son capaces de detectar la radiación Cherenkov e incluso de tomar imágenes de la forma de la cascada Cherenkov. A partir de estas imágenes es posible conocer las principales características del rayo γ original, y con suficientes rayos se pueden deducir características importantes del objeto que los emitió, a cientos de años luz de distancia. Sin embargo, detectar cascadas Cherenkov procedentes de rayos γ no es nada fácil. Las cascadas generadas por fotones γ de bajas energías emiten pocos fotones, y durante pocos nanosegundos, y las correspondientes a rayos γ de alta energía, si bien producen más electrones y duran más, son más improbables conforme mayor es su energía. Esto produce dos líneas de desarrollo de telescopios Cherenkov: Para observar cascadas de bajas energías son necesarios grandes reflectores que recuperen muchos fotones de los pocos que tienen estas cascadas. Por el contrario, las cascadas de altas energías se pueden detectar con telescopios pequeños, pero conviene cubrir con ellos una superficie grande en el suelo para aumentar el número de eventos detectados. Con el objetivo de mejorar la sensibilidad de los telescopios Cherenkov actuales, en el rango de energía alto (> 10 TeV), medio (100 GeV - 10 TeV) y bajo (10 GeV - 100 GeV), nació el proyecto CTA (Cherenkov Telescope Array). Este proyecto en el que participan más de 27 países, pretende construir un observatorio en cada hemisferio, cada uno de los cuales contará con 4 telescopios grandes (LSTs), unos 30 medianos (MSTs) y hasta 70 pequeños (SSTs). Con un array así, se conseguirán dos objetivos. En primer lugar, al aumentar drásticamente el área de colección respecto a los IACTs actuales, se detectarán más rayos γ en todos los rangos de energía. En segundo lugar, cuando una misma cascada Cherenkov es observada por varios telescopios a la vez, es posible analizarla con mucha más precisión gracias a las técnicas estereoscópicas. La presente tesis recoge varios desarrollos técnicos realizados como aportación a los telescopios medianos y grandes de CTA, concretamente al sistema de trigger. Al ser las cascadas Cherenkov tan breves, los sistemas que digitalizan y leen los datos de cada píxel tienen que funcionar a frecuencias muy altas (≈1 GHz), lo que hace inviable que funcionen de forma continua, ya que la cantidad de datos guardada será inmanejable. En su lugar, las señales analógicas se muestrean, guardando las muestras analógicas en un buffer circular de unos pocos µs. Mientras las señales se mantienen en el buffer, el sistema de trigger hace un análisis rápido de las señales recibidas, y decide si la imagen que hay en el buér corresponde a una cascada Cherenkov y merece ser guardada, o por el contrario puede ignorarse permitiendo que el buffer se sobreescriba. La decisión de si la imagen merece ser guardada o no, se basa en que las cascadas Cherenkov producen detecciones de fotones en píxeles cercanos y en tiempos muy próximos, a diferencia de los fotones de NSB (night sky background), que llegan aleatoriamente. Para detectar cascadas grandes es suficiente con comprobar que más de un cierto número de píxeles en una región hayan detectado más de un cierto número de fotones en una ventana de tiempo de algunos nanosegundos. Sin embargo, para detectar cascadas pequeñas es más conveniente tener en cuenta cuántos fotones han sido detectados en cada píxel (técnica conocida como sumtrigger). El sistema de trigger desarrollado en esta tesis pretende optimizar la sensibilidad a bajas energías, por lo que suma analógicamente las señales recibidas en cada píxel en una región de trigger y compara el resultado con un umbral directamente expresable en fotones detectados (fotoelectrones). El sistema diseñado permite utilizar regiones de trigger de tamaño seleccionable entre 14, 21 o 28 píxeles (2, 3, o 4 clusters de 7 píxeles cada uno), y con un alto grado de solapamiento entre ellas. De este modo, cualquier exceso de luz en una región compacta de 14, 21 o 28 píxeles es detectado y genera un pulso de trigger. En la versión más básica del sistema de trigger, este pulso se distribuye por toda la cámara de forma que todos los clusters sean leídos al mismo tiempo, independientemente de su posición en la cámara, a través de un delicado sistema de distribución. De este modo, el sistema de trigger guarda una imagen completa de la cámara cada vez que se supera el número de fotones establecido como umbral en una región de trigger. Sin embargo, esta forma de operar tiene dos inconvenientes principales. En primer lugar, la cascada casi siempre ocupa sólo una pequeña zona de la cámara, por lo que se guardan muchos píxeles sin información alguna. Cuando se tienen muchos telescopios como será el caso de CTA, la cantidad de información inútil almacenada por este motivo puede ser muy considerable. Por otro lado, cada trigger supone guardar unos pocos nanosegundos alrededor del instante de disparo. Sin embargo, en el caso de cascadas grandes la duración de las mismas puede ser bastante mayor, perdiéndose parte de la información debido al truncamiento temporal. Para resolver ambos problemas se ha propuesto un esquema de trigger y lectura basado en dos umbrales. El umbral alto decide si hay un evento en la cámara y, en caso positivo, sólo las regiones de trigger que superan el nivel bajo son leídas, durante un tiempo más largo. De este modo se evita guardar información de píxeles vacíos y las imágenes fijas de las cascadas se pueden convertir en pequeños \vídeos" que representen el desarrollo temporal de la cascada. Este nuevo esquema recibe el nombre de COLIBRI (Concept for an Optimized Local Image Building and Readout Infrastructure), y se ha descrito detalladamente en el capítulo 5. Un problema importante que afecta a los esquemas de sumtrigger como el que se presenta en esta tesis es que para sumar adecuadamente las señales provenientes de cada píxel, estas deben tardar lo mismo en llegar al sumador. Los fotomultiplicadores utilizados en cada píxel introducen diferentes retardos que deben compensarse para realizar las sumas adecuadamente. El efecto de estos retardos ha sido estudiado, y se ha desarrollado un sistema para compensarlos. Por último, el siguiente nivel de los sistemas de trigger para distinguir efectivamente las cascadas Cherenkov del NSB consiste en buscar triggers simultáneos (o en tiempos muy próximos) en telescopios vecinos. Con esta función, junto con otras de interfaz entre sistemas, se ha desarrollado un sistema denominado Trigger Interface Board (TIB). Este sistema consta de un módulo que irá montado en la cámara de cada LST o MST, y que estará conectado mediante fibras ópticas a los telescopios vecinos. Cuando un telescopio tiene un trigger local, este se envía a todos los vecinos conectados y viceversa, de modo que cada telescopio sabe si sus vecinos han dado trigger. Una vez compensadas las diferencias de retardo debidas a la propagación en las fibras ópticas y de los propios fotones Cherenkov en el aire dependiendo de la dirección de apuntamiento, se buscan coincidencias, y en el caso de que la condición de trigger se cumpla, se lee la cámara en cuestión, de forma sincronizada con el trigger local. Aunque todo el sistema de trigger es fruto de la colaboración entre varios grupos, fundamentalmente IFAE, CIEMAT, ICC-UB y UCM en España, con la ayuda de grupos franceses y japoneses, el núcleo de esta tesis son el Level 1 y la Trigger Interface Board, que son los dos sistemas en los que que el autor ha sido el ingeniero principal. Por este motivo, en la presente tesis se ha incluido abundante información técnica relativa a estos sistemas. Existen actualmente importantes líneas de desarrollo futuras relativas tanto al trigger de la cámara (implementación en ASICs), como al trigger entre telescopios (trigger topológico), que darán lugar a interesantes mejoras sobre los diseños actuales durante los próximos años, y que con suerte serán de provecho para toda la comunidad científica participante en CTA. ABSTRACT -ray astronomy studies the most energetic particles arriving to the Earth from outer space. This -rays are not generated by thermal processes in mere stars, but by means of particle acceleration mechanisms in astronomical objects such as active galactic nuclei, pulsars, supernovas or as a result of dark matter annihilation processes. The γ rays coming from these objects and their characteristics provide with valuable information to the scientist which try to understand the underlying physical fundamentals of these objects, as well as to develop theoretical models able to describe them accurately. The problem when observing rays is that they are absorbed in the highest layers of the atmosphere, so they don't reach the Earth surface (otherwise the planet would be uninhabitable). Therefore, there are only two possible ways to observe γ rays: by using detectors on-board of satellites, or by observing their secondary effects in the atmosphere. When a γ ray reaches the atmosphere, it interacts with the particles in the air generating a highly energetic electron-positron pair. These secondary particles generate in turn more particles, with less energy each time. While these particles are still energetic enough to travel faster than the speed of light in the air, they produce a bluish radiation known as Cherenkov light during a few nanoseconds. From the Earth surface, some special telescopes known as Cherenkov telescopes or IACTs (Imaging Atmospheric Cherenkov Telescopes), are able to detect the Cherenkov light and even to take images of the Cherenkov showers. From these images it is possible to know the main parameters of the original -ray, and with some -rays it is possible to deduce important characteristics of the emitting object, hundreds of light-years away. However, detecting Cherenkov showers generated by γ rays is not a simple task. The showers generated by low energy -rays contain few photons and last few nanoseconds, while the ones corresponding to high energy -rays, having more photons and lasting more time, are much more unlikely. This results in two clearly differentiated development lines for IACTs: In order to detect low energy showers, big reflectors are required to collect as much photons as possible from the few ones that these showers have. On the contrary, small telescopes are able to detect high energy showers, but a large area in the ground should be covered to increase the number of detected events. With the aim to improve the sensitivity of current Cherenkov showers in the high (> 10 TeV), medium (100 GeV - 10 TeV) and low (10 GeV - 100 GeV) energy ranges, the CTA (Cherenkov Telescope Array) project was created. This project, with more than 27 participating countries, intends to build an observatory in each hemisphere, each one equipped with 4 large size telescopes (LSTs), around 30 middle size telescopes (MSTs) and up to 70 small size telescopes (SSTs). With such an array, two targets would be achieved. First, the drastic increment in the collection area with respect to current IACTs will lead to detect more -rays in all the energy ranges. Secondly, when a Cherenkov shower is observed by several telescopes at the same time, it is possible to analyze it much more accurately thanks to the stereoscopic techniques. The present thesis gathers several technical developments for the trigger system of the medium and large size telescopes of CTA. As the Cherenkov showers are so short, the digitization and readout systems corresponding to each pixel must work at very high frequencies (_ 1 GHz). This makes unfeasible to read data continuously, because the amount of data would be unmanageable. Instead, the analog signals are sampled, storing the analog samples in a temporal ring buffer able to store up to a few _s. While the signals remain in the buffer, the trigger system performs a fast analysis of the signals and decides if the image in the buffer corresponds to a Cherenkov shower and deserves to be stored, or on the contrary it can be ignored allowing the buffer to be overwritten. The decision of saving the image or not, is based on the fact that Cherenkov showers produce photon detections in close pixels during near times, in contrast to the random arrival of the NSB phtotons. Checking if more than a certain number of pixels in a trigger region have detected more than a certain number of photons during a certain time window is enough to detect large showers. However, taking also into account how many photons have been detected in each pixel (sumtrigger technique) is more convenient to optimize the sensitivity to low energy showers. The developed trigger system presented in this thesis intends to optimize the sensitivity to low energy showers, so it performs the analog addition of the signals received in each pixel in the trigger region and compares the sum with a threshold which can be directly expressed as a number of detected photons (photoelectrons). The trigger system allows to select trigger regions of 14, 21, or 28 pixels (2, 3 or 4 clusters with 7 pixels each), and with extensive overlapping. In this way, every light increment inside a compact region of 14, 21 or 28 pixels is detected, and a trigger pulse is generated. In the most basic version of the trigger system, this pulse is just distributed throughout the camera in such a way that all the clusters are read at the same time, independently from their position in the camera, by means of a complex distribution system. Thus, the readout saves a complete camera image whenever the number of photoelectrons set as threshold is exceeded in a trigger region. However, this way of operating has two important drawbacks. First, the shower usually covers only a little part of the camera, so many pixels without relevant information are stored. When there are many telescopes as will be the case of CTA, the amount of useless stored information can be very high. On the other hand, with every trigger only some nanoseconds of information around the trigger time are stored. In the case of large showers, the duration of the shower can be quite larger, loosing information due to the temporal cut. With the aim to solve both limitations, a trigger and readout scheme based on two thresholds has been proposed. The high threshold decides if there is a relevant event in the camera, and in the positive case, only the trigger regions exceeding the low threshold are read, during a longer time. In this way, the information from empty pixels is not stored and the fixed images of the showers become to little \`videos" containing the temporal development of the shower. This new scheme is named COLIBRI (Concept for an Optimized Local Image Building and Readout Infrastructure), and it has been described in depth in chapter 5. An important problem affecting sumtrigger schemes like the one presented in this thesis is that in order to add the signals from each pixel properly, they must arrive at the same time. The photomultipliers used in each pixel introduce different delays which must be compensated to perform the additions properly. The effect of these delays has been analyzed, and a delay compensation system has been developed. The next trigger level consists of looking for simultaneous (or very near in time) triggers in neighbour telescopes. These function, together with others relating to interfacing different systems, have been developed in a system named Trigger Interface Board (TIB). This system is comprised of one module which will be placed inside the LSTs and MSTs cameras, and which will be connected to the neighbour telescopes through optical fibers. When a telescope receives a local trigger, it is resent to all the connected neighbours and vice-versa, so every telescope knows if its neighbours have been triggered. Once compensated the delay differences due to propagation in the optical fibers and in the air depending on the pointing direction, the TIB looks for coincidences, and in the case that the trigger condition is accomplished, the camera is read a fixed time after the local trigger arrived. Despite all the trigger system is the result of the cooperation of several groups, specially IFAE, Ciemat, ICC-UB and UCM in Spain, with some help from french and japanese groups, the Level 1 and the Trigger Interface Board constitute the core of this thesis, as they have been the two systems designed by the author of the thesis. For this reason, a large amount of technical information about these systems has been included. There are important future development lines regarding both the camera trigger (implementation in ASICS) and the stereo trigger (topological trigger), which will produce interesting improvements for the current designs during the following years, being useful for all the scientific community participating in CTA.

On the importance of shrub encroachment by sprouters, climate, species richness and anthropic factors for ecosystem multifunctionality in semi-arid Mediterranean ecosystems

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.