Sentiment Analysis is an area of Computer Science that deals with the impact a document makes on a user. The very field is further sub-divided into Opinion Mining and Emotion Analysis, the latter of which is the basis for the present work. Work on songs is aimed at building affective interactive applications such as music recommendation engines. Using song lyrics, we are interested in both supervised and unsupervised analyses, each of which has its own pros and cons. For an unsupervised analysis (clustering), we use a standard probabilistic topic model called Latent Dirichlet Allocation (LDA). It mines topics from songs, which are nothing but probability distributions over the vocabulary of words. Some of the topics seem sentiment-based, motivating us to continue with this approach. We evaluate our clusters using a gold dataset collected from an apt website and get positive results. This approach would be useful in the absence of a supervisor dataset. In another part of our work, we argue the inescapable existence of supervision in terms of having to manually analyse the topics returned. Further, we have also used explicit supervision in terms of a training dataset for a classifier to learn sentiment specific classes. This analysis helps reduce dimensionality and improve classification accuracy. We get excellent dimensionality reduction using Support Vector Machines (SVM) for feature selection. For re-classification, we use the Naive Bayes Classifier (NBC) and SVM, both of which perform well. We also use Non-negative Matrix Factorization (NMF) for classification, but observe that the results coincide with those of NBC, with no exceptions. This drives us towards establishing a theoretical equivalence between the two.

This research examined the problem of poor retention of employees with scarce skills in the Limpopo Department of Agriculture. Employees with scarce skills were selected to participate in the research which focused on recruitment, selection and retention. Recruitment, selection and retention of line employees with valued skills are a major crises facing many institutions. The problem of poor retention and turnover of line employees with scarce skills has far reaching consequences in that dissatisfaction with working conditions causes additional turnover. To some extent, the Department can control the turnover rate of its employees with scarce skills. The research assessed recruitment, selection and retention of line employees with scarce skills in the Limpopo Department of Agriculture. The research concentrated on the reasons for poor retention of line employees with scarce skills, the extent of turnover of employees with scarce skills, what process do the Limpopo Department of Agriculture follow in filling vacant post and what interventions and measures do the Department undertakes to ensure compliance to the recruitment policy. A questionnaire was used to collect data from managers and line employees with scarce skills. A hundred (100) questionnaires were distributed and 67 were returned. The findings revealed that Limpopo Department of Agriculture can do more in retaining its valued line employees (those with scarce skills). The challenge of scarce skills in the Department is compounded by the high demand of for instance engineers, state veterinarians and researchers in South Africa. There is a war on scarce skills in South Africa, Generation Y needs resources, better working conditions and a better salary to be retained. The research findings were evaluated and possible strategies for improving recruitment, selection and retention of line employees with scarce skills are recommended. The Department should design a career progression path policy. This would assist in retaining scarce skills in the public sector. / Public Administration and Management / M.A. (Public Administration)

Im Hinblick auf das immense Potential von Diamant als Material für die Mikroelektronik wurden im Rahmen dieser Arbeit undotierte und dotierte Diamantfilme mittels chemischer Gasphasenabscheidung auf Silizium präpariert und anschließend auf ihre elektronischen Eigenschaften hin untersucht. Für Letzteres wurde hauptsächlich die Elektronen-Energieverlustspektroskopie in Transmission verwendet. In situ Gasphasendotierung oder Ionenimplantation wurde zur Dotierung der Filme mit Bor, Lithium oder Phosphor eingesetzt. Bei der Ionenimplantation wurde aufgrund der Erzeugung von Strahlenschäden generell eine Erhöhung des sp2-Anteils beobachtet: Letzterer konnte jedoch im Falle der Bordotierung durch eine, den Implantationsprozeß folgende, Hochtemperaturtemperung wieder deutlich vermindert werden. Für die in situ Dotierung mit Bor wurde eine Verringerung des sp2-Gehaltes mit steigender Dotierkonzentration gefunden. Für den Film mit der höchsten Borkonzentration konnte auch die B1s Absorptionskante untersucht werden. Sie gibt Hinweise auf den überwiegenden Einbau der Boratome in einer tetragonalen Orientierung. Das hiermit verbundene Vorhandensein von Akzeptoren führt zu elektronischen Anregungen im Energiebereich der Bandlücke, welche mittels Infrarotspektroskopie und EELS nachgewiesen werden konnten. Aus den EELS Messungen lassen sich Akzeptorkonzentrationen berechnen, welche wiederum den hohen Anteil an tetraedrisch eingebauten Boratomen bestätigen. Desweiteren untersucht wurden, als interessante Materialklasse mit weitreichendem technologischem Potential, undotierte und stickstoffdotierte, diamantartige amorphe Kohlenstoffilme und hierbei insbesondere die Abhängigkeit der elektronischen und optischen Eigenschaften von der Ionenenergie und dem Stickstoffpartialdruck während der Filmpräparation. Die Plasmonenergien, Massendichten, sp3-Anteile und die optischen Bandlücken der Filme wurden quantitativ bestimmt, wobei das jeweilige Maximum bei einer Ionenenergie von 100 eV gefunden wurde. Alle eben genannten Größen verringern sich kontinuierlich mit zunehmendem Stickstoffanteil. Eine Kramers-Kronig Analyse der Verlustspektren gibt Zugriff auf den Real- und Imaginärteil der dielektrischen Funktion und damit auf das Spektrum der Einteilchenanregungen. Die Hybridisierung der Kohlenstoff- und der Stickstoffatome wurde detailliert aus den jeweiligen 1s Absorptionskanten bestimmt. Weiterhin wurde Diamant als Modellsystem eines Festkörpers mit rein kovalenten Bindungen untersucht, insbesondere die Verlustfunktion von Diamant entlang mehrerer Hochsymmetriekristallrichtungen über einen großen Energie- und Impulsbereich. Aus den EELS Messungen erschließt sich unmittelbar die stark anisotrope Plasmonendispersion von Diamant. Aus dem Vergleich der experimentellen Spektren mit ab initio LDA Rechnungen, die sowohl Kristallokalfeldeffekte als auch Austausch- und Korrelationseffekte beinhalten, lassen sich direkt Rückschlüsse auf den Einfluß der verschiedenen Effekte ziehen. Schon im optischen Limit, aber umso mehr mit steigendem Impulsübertrag q, wird eine Überlagerung der kollektiven Plasmonanregung mit Einteilchenanregungen im Energiebereich des Plasmons beobachtet, woraus eine Kopplung zwischen beiden Arten von Anregungen resultiert. Abgesehen vom deutlichen Einfluß der Bandstruktur auf die Plasmonendispersion läßt die überaus inhomogene Elektronenverteilung von Diamant auf nicht zuvernachlässigende Kristallokalfeldeffekte schließen. Der Vergleich zwischen experimentellen und berechneten Spektren zeigt deutlich, wie die Kristallokalfeldeffekte in der Tat mit steigendem Impulsübertrag an Gewicht zunehmen und die Struktur der Verlustfunktion mitbestimmen. / In the context of the immense potential of diamond as a material for use in the microelectronics industry, in this thesis pristine and doped diamond films have been deposited on silicon using chemical vapour deposition. Subsequently their electronic properties have been investigated using mainly electron energy-loss spectroscopy. Doping of the films with boron, lithium or phosphorous was carried out either via in-situ gas phase doping during film growth or using ion implantation. Upon ion implantation an increase of the carbon content with sp2 hybridisation has generally been found due to ion beam induced damage. In the case of boron doping it was possible to significantly reduce this sp2-contribution using a high temperature anneal. For the in-situ doping with boron, upon increasing doping concentration a decrease of the sp2-contribution was found. For the sample with the highest boron content the boron 1s absorption edge could also be investigated, providing evidence for the preferential incorporation of the boron atoms into tetrahedrally co-ordinated sites. This boron incorporation leads to the existence of electronic excitations in the energy range of the band gap, which could be observed using both infrared and electron energy-loss spectroscopy. From the electron energy-loss measurements it was possible to calculate acceptor concentrations which were consistent with the large amount of tetrahedrally co-ordinated boron atoms. A second theme in this thesis involved the study of pristine and nitrogen doped diamond-like amorphous carbon films, which are an interesting material class with far-reaching technological potential. Here the focus of the research concerned the dependency of the electronic and optical properties of the films upon the ion energy and the nitrogen partial pressure applied during the film preparation. The plasmon energies, mass densities, sp3 contribution and the optical band gaps of the samples were determined quantitatively, whereby the maximum in all these quantities was found to occur for ion energies of 100 eV. Furthermore, all of these characteristics were found to decrease continually with increasing nitrogen content. A Kramers-Kronig analysis of the loss spectra enabled the derivation of the real and imaginary parts of the dielectric function and with this of the complete spectrum of single particle excitations. The hybridization between the carbon and nitrogen atoms was also studied in detail from the analysis of the respective 1s absorption edges. Furthermore this thesis deals with the investigation of diamond as a model system for solids with pure covalent bonds. In particular, the loss function of diamond was measured along different high symmetry directions over a wide range of energy and momentum. Firstly, the EELS measurements showed directly the strongly anisotropic nature of the plasmon dispersion in diamond. Secondly, by the comparison of the experimental spectra with ab initio LDA-based calculations that include crystal local field effects as well as exchange and correlation contributions, conclusions can be drawn as to the influence of these quantities. In the optical limit, but even more so with increasing momentum transfer q, a superposition of the collective plasmon excitation and the single particle excitations in the energy range of the plasmon is observed. This energetic proximity results in a coupling between both types of excitations. Apart from the distinct influence of the bandstructure on the plasmon dispersion, the considerably inhomogeneous electron distribution of diamond would lead one to expect significant crystal local field effects in this system. The comparison between the experimental and the calculated spectra shows explicitly that the crystal local field effects increase with increasing momentum transfer and play an important role in defining the structure of the loss function.

The aim of the thesis is to define the dependency of the classification of patients affected by neurodegenerative diseases on the choice of the parcellation atlas. Part of this thesis is the application of the functional connectivity analysis and the calculation of graph metrics according to the method published by Olaf Sporns and Mikail Rubinov [1] on fMRI data measured at CEITEC MU. The application is preceded by the theoretical research of parcellation atlases for brain segmentation from fMRI frames and the research of mathematical methods for classification as well as classifiers of neurodegenerative diseases. The first chapters of the thesis brings a theoretical basis of knowledge from the field of magnetic and functional magnetic resonance imaging. The physical principles of the method, the conditions and the course of acquisition of image data are defined. The third chapter summarizes the graph metrics used in the diploma thesis for analyzing and classifying graphs. The paper presents a brief overview of the brain segmentation methods, with the focuse on the atlas-based segmentation. After a theoretical research of functional connectivity methods and mathematical classification methods, the findings were used for segmentation, calculation of graph metrics and for classification of fMRI images obtained from 96 subjects into the one of two classes using Binary classifications by support vector machines and linear discriminatory analysis. The data classified in this study was measured on patiens with Parkinson’s disease (PD), Alzheimer’s disease (AD), Mild cognitive impairment (MCI), a combination of PD and MCI and subjects belonging to the control group of healthy individuals. For pre-processing and analysis, the MATLAB environment, the SPM12 toolbox and The Brain Connectivity Toolbox were used.

The main goal of this project, running at Neurofy AB, was that developing an AI recognition algorithm also known as, gas sensing algorithm or simply recognition algorithm, based on Artificial Intelligence (AI) technology, which would have the ability to detect or predict diary cattle diseases using odor signal data gathered, measured and provided by Gas Sensor Array (GSA) also known as, Electronic Nose or simply E-nose developed by the company. Two major challenges in this project were to first overcome the noises and errors in the odor signal data, as the E-nose is supposed to be used in an environment with difference conditions than laboratory, for instance, in a bail (A stall for milking cows) with varying humidity and temperatures, and second to find a proper feature extraction method appropriate for GSA. Normalization and Principal component analysis (PCA) are two classic methods which not only intended for re-scaling and reducing of features in a data-set at pre-processing phase of developing of odor identification algorithm, but also it thought that these methods reduce the affect of noises in odor signal data. Applying classic approaches, like PCA, for feature extraction and dimesionality reduction gave rise to loss of valuable data which made it difficult for classification of odors. A new method was developed to handle noises in the odors signal data and also deal with dimentionality reduction without loosing of valuable data, instead of the PCA method in feature extraction stage. This method, which is consisting of signal segmentation and Autoencoder with encoder-decoder, made it possible to overcome the noise issues in data-sets and it also is more appropriate feature extraction method due to better prediction accuracy performed by the AI gas recognition algorithm in comparison to PCA. For evaluating of Autoencoder monitoring of its learning rate of was performed. For classification and predicting of odors, several classifier, among alias, Logistic Regression (LR), Support vector machine (SVM), Linear Discriminant Analysis (LDA), Random forest Classifier (RFC) and MultiLayer perceptron (MLP), was investigated. The best prediction was obtained by classifiers MLP . To validate the prediction, obtained by the new AI recognition algorithm, several validation methods like Cross validation, Accuracy score, balanced accuracy score , precision score, Recall score, and Learning Curve, were performed. This new AI recognition algorithm has the ability to diagnose 3 different diary cattle diseases with an accuracy of 96% despite lack of samples. / Syftet med detta projekt var att utveckla en igenkänning algoritm baserad på maskinintelligens (Artificiell intelligens (AI) ), även känd som gasavkänning algoritm eller igenkänningsalgoritm, baserad på artificiell intelligens (AI) teknologi såsom maskininlärning ach djupinlärning, som skulle kunna upptäcka eller diagnosera vissa mjölkkor sjukdomar med hjälp av luktsignaldata som samlats in, mätts och tillhandahållits av Gas Sensor Array (GSA), även känd som elektronisk näsa eller helt enkelt E-näsa, utvecklad av företaget Neorofy AB. Två stora utmaningar i detta projekt bearbetades. Första utmaning var att övervinna eller minska effekten av brus i signaler samt fel (error) i dess data då E-näsan är tänkt att användas i en miljö där till skillnad från laboratorium förekommer brus, till example i ett stall avsett för mjölkkor, i form av varierande fukthalt och temperatur. Andra utmaning var att hitta rätt dimensionalitetsreduktion som är anpassad till GSA. Normalisering och Principal component analysis (PCA) är två klassiska metoder som används till att både konvertera olika stora datavärden i datamängd (data-set) till samma skala och dimensionalitetsminskning av datamängd (data-set), under förbehandling process av utvecling av luktidentifieringsalgoritms. Dessa metoder används även för minskning eller eliminering av brus i luktsignaldata (odor signal data). Tillämpning av klassiska dimensionalitetsminskning algoritmer, såsom PCA, orsakade förlust av värdefulla informationer som var viktiga för kllasifisering. Den nya metoden som har utvecklats för hantering av brus i luktsignaldata samt dimensionalitetsminskning, utan att förlora värdefull data, är signalsegmentering och Autoencoder. Detta tillvägagångssätt har gjort det möjligt att övervinna brusproblemen i datamängder samt det visade sig att denna metod är lämpligare metod för dimensionalitetsminskning jämfört med PCA. För utvärdering of Autoencoder övervakning of inlärningshastighet av Autoencoder tillämpades. För klassificering, flera klassificerare, bland annat, LogisticRegression (LR), Support vector machine (SVM) , Linear Discriminant Analysis (LDA), Random forest Classifier (RFC) och MultiLayer perceptron (MLP) undersöktes. Bästa resultate erhölls av klassificeraren MLP. Flera valideringsmetoder såsom, Cross-validering, Precision score, balanced accuracy score samt inlärningskurva tillämpades. Denna nya AI gas igenkänningsalgoritm har förmågan att diagnosera tre olika mjölkkor sjukdomar med en noggrannhet på högre än 96%.

This document is trying to introduce the reader with issues of identifying the face connected with miscellaneous scanning technologies and enviroments. Inside this document there are mentioned some possibilities of creation unique print of a face so that there would be denied unwanted effects of enviroment and the identification of persons would be possible.

Der Vortrag beschreibt die zugrunde liegende Theorie und die Softwarefunktionalität des in PTC Creo Simulate 3.0 eingeführten Kontaktmodells mit endlicher Reibung und vergleicht dieses mit den bis Creo Simulate 2.0 exklusiv verwendeten Kontaktmodellen (ideal reibungsfrei und unendlich reibungsbehaftet). An zwei Modellbeispielen (ein von zwei Bremsbacken geklemmtes Bremsschwert und ein verschraubtes Schwungrad) wird versucht, die Funktionsweise des neuen Modells zu demonstrieren. Wegen aktueller Qualitätsprobleme der Software wird die Brauchbarkeit der Kontaktmodelle für den Anwender bewertet (Stand Creo 3.0 M080 / Creo 2.0 M200) und umfangreiches Feedback an den Softwarehersteller PTC gegeben. / The presentation describes the underlying theory and software functionality of the finite friction contact model introduced with PTC Creo Simulate 3.0. It is being compared with the friction-free and infinite friction contact model used exclusively until Creo Simulate 2.0. It is being tried to demonstrate the mode of operation of the new model with help of two examples: A brake sword clamped by two brake pads and a bolted flywheel. Because of actual software quality problems, the usability of the contact model for the user is being rated (status Creo 3.0 M080 / Creo 2.0 M200). Furthermore, comprehensive feedback is given to the software developer PTC.

[ES] En un presente marcado por la continua lucha contra la contaminación y el cambio climático, la investigación en mejoras tecnológicas que permitan una transición aceptable para la sociedad hacia un futuro más ecológico ocupa un papel fundamental. En concreto, la aviación es un foco constante de innovación, ya que es considerada una función indispensable en una sociedad tan globalizada como la actual, pero con unos niveles de contaminación preocupantes. En este aspecto, el desarrollo de motores con altas eficiencias es un paso clave para la transición medioambiental. Sin embargo, estas alternativas presentan un reto tecnológico en cuanto a su gestión térmica basado, principalmente, en la necesidad de aumentar la refrigeración. En este contexto e impulsada por el proyecto "Aerodynamic upgrade of Surface Air Cooled Oil Cooler (SACOC)" de Clean Sky 2, esta tesis doctoral se centra en el estudio experimental de geometrías de intercambiadores de calor de superficie para la refrigeración del aceite motor mediante el uso del aire del flujo secundario del turbofan. Actualmente, existen una serie de limitaciones en cuanto a las capacidades para llevar a cabo un análisis y diseño detallado de este tipo de intercambiadores de calor debido a la falta de instalaciones que permitan un correcta, completa y robusta caracterización experimental. Las principales fuentes de datos se basan en cálculos numéricos validados a partir de extrapolaciones en condiciones de cuestionable aplicabilidad. A lo largo de la tesis se presentan los resultados obtenidos tras una detallada caracterización de cuatro diferentes geometrías de intercambiadores de calor empleando tanto técnicas intrusivas como ópticas. Se utiliza un banco de flujo capaz de generar una corriente de aire típica alrededor de los intercambiadores, mientras que un sistema de acondicionamiento de aceite controla el punto de operación por el lado caliente. Para recrear de manera más realista las condiciones de funcionamiento, se presenta una metodología para generar de manera automática pantallas de distorsión que pueden reproducir una distribución bidimensional de velocidades objetivo mediante la manufactura aditiva de paneles de porosidad variable. Este modelo, analizado mediante CFD y validado experimentalmente, se utiliza para reproducir el perfil de velocidades típico presente en torno al intercambiador en una circunstancia real de operación. Tras definir métricas relevantes que permitan analizar el comportamiento de las distintas geometrías, se llega a la conclusión de que los problemas aerodinámico y térmico están altamente acoplados en estos dispositivos, demostrando la necesidad de un cuidadoso diseño para mejorar las actuaciones del intercambiador. Los resultados muestran que puede llegar a obtenerse una mejora de más de un 12% en la caída de presión y casi un 20% en el intercambio de calor. Además, se ha confirmado el impacto del uso de la pantalla de distorsión, con variaciones del orden de 10% en ambas variables. Los resultados también muestran que es posible realizar una caracterización preliminar de manera fiable con un modelo impreso en 3D, en cuanto campos de velocidades, pérdidas de presión y frecuencias propias corregidas. Con el análisis llevado a cabo en esta tesis, se puede concluir que es fundamental tener una instalación experimental que reproduzca las condiciones de funcionamiento reales de un motor para realizar estudios relevantes de intercambiadores de calor. Además, es necesario el uso de métricas adecuadas junto con el desarrollo de una metodología exhaustiva, fiable y robusta. Los resultados y metodología presentados en en esta investigación pueden llegar a tener un impacto importante tanto a nivel académico como industrial, ya que abren la puerta a desarrollar sistemas de gestión térmica más eficiente en unas etapas de diseño preliminares que son más asequibles económicamente, consumen menos tiempo y tienen mayor flexibilidad para introducir modificaciones. / [CAT] En un present marcat per la lluita contínua contra la contaminació i el canvi climàtic, la recerca en millores tecnològiques que permetin una transició acceptable per a la societat cap a un futur més ecològic ocupa un paper fonamental. En concret, l'aviació és un focus constant d'innovació, ja que és considerada una funció indispensable en una societat tan globalitzada com l'actual però amb uns nivells de contaminació preocupants. En aquest aspecte, el desenvolupament de motors amb altes eficiències és un pas clau per a la transició mediambiental. Tot i això, aquestes alternatives presenten un repte tecnològic quant a la seva gestió tèrmica basat, principalment, en la necessitat d'augmentar la refrigeració. En aquest context i impulsada pel projecte "Aerodynamic upgrade of Surface Air Cooled Oil Cooler (SACOC)" de Clean Sky 2, aquesta tesi doctoral se centra en l'estudi experimental de geometries d'intercanviadors de calor de superfície per a la refrigeració de l'oli motor mitjançant l'ús de l'aire del flux secundari del turbofan. Actualment, hi ha una sèrie de limitacions quant a les capacitats per dur a terme una anàlisi i disseny detallat d'aquest tipus d'intercanviadors de calor a causa de la manca d'instal·lacions que permetin una caracterització experimental correcta, completa i robusta. Les fonts de dades principals es basen en càlculs numèrics validats a partir d'extrapolacions en condicions de qüestionable aplicabilitat. Al llarg de la tesi es presenten els resultats obtinguts després d'una detallada caracterització de quatre geometries diferents d'intercanviadors de calor emprant tant tècniques intrusives com òptiques. Sutilitza un banc de flux capaç de generar un corrent daire típic al voltant dels intercanviadors, mentre que un sistema de condicionament doli controla el punt doperació pel costat calent. Per recrear de manera més realista les condicions de funcionament, es presenta una metodologia per generar de manera automàtica pantalles de distorsió que poden reproduir una distribució bidimensional de velocitats objectiu mitjançant la manufactura additiva de panells de porositat variable. Aquest model, analitzat mitjançant CFD i validat experimentalment, sutilitza per reproduir el perfil de velocitats típic present al voltant de lintercanviador en una circumstància real doperació. Després de definir mètriques rellevants que permetin analitzar el comportament de les diferents geometries, s'arriba a la conclusió que els problemes aerodinàmic i tèrmic estan altament acoblats en aquests dispositius, demostrant la necessitat d'un disseny acurat per millorar les actuacions de l'intercanviador. Els resultats mostren que es pot arribar a obtenir una millora de més d'un 12% a la caiguda de pressió i gairebé un 20% a l'intercanvi de calor. A més, s'ha confirmat l'impacte de l'ús de la pantalla de distorsió, amb variacions de l'ordre del 10% a les dues variables. Els resultats també mostren que és possible fer una caracterització preliminar de manera fiable amb un model imprès en 3D, en tant que camps de velocitats, pèrdues de pressió i freqüències pròpies corregides. Amb l'anàlisi duta a terme en aquesta tesi, es pot concloure que és fonamental tenir una instal·lació experimental que reprodueixi les condicions de funcionament reals d'un motor per fer estudis rellevants d'intercanviadors de calor. A més, cal fer servir mètriques adequades juntament amb el desenvolupament d'una metodologia exhaustiva, fiable i robusta. Els resultats i metodologia presentats en aquesta investigació poden arribar a tenir un impacte important tant a nivell acadèmic com industrial, ja que obren la porta a desenvolupar sistemes de gestió tèrmica més eficient en unes etapes de disseny preliminars que són més assequibles econòmicament, consumeixen menys temps i tenen més flexibilitat per introduir modificacions. / [EN] In a present marked by the continuous fight against pollution and climate change, research into technological improvements that allow an acceptable transition for society towards a greener future occupies a fundamental role. Specifically, aviation is a constant focus of innovation, since it is considered an essential function in a society as globalized as today's, but with worrying levels of pollution. In this regard, the development of motors with high efficiencies is a key step for the environmental transition. However, these alternatives present a technological challenge in terms of their thermal management, based mainly on the need to increase cooling. In this context and promoted by the Clean Sky 2 "Aerodynamic upgrade of Surface Air Cooled Oil Cooler (SACOC)" project, this doctoral thesis focuses on the experimental study of surface heat exchanger geometries for engine oil cooling using the use of secondary flow air from the turbofan. Currently, there are a number of limitations regarding the capacity to carry out a detailed analysis and design of this type of heat exchanger due to the lack of facilities that allow a correct, complete and robust experimental characterization. The main data sources are based on numerical calculations validated from extrapolations under conditions of questionable applicability. The thesis presents results after a detailed characterization of four different geometries of heat exchangers using both intrusive and optical techniques. A flow bench capable of generating a typical air current around the exchangers is used, while an oil conditioning system controls the point of operation on the hot side. To more realistically recreate operating conditions, a methodology is presented to automatically generate distortion screens that can reproduce a two-dimensional distribution of target velocities through additive manufacturing of variable porosity panels. This model, analyzed by means of CFD and validated experimentally, is used to reproduce the typical speed profile present around the exchanger in a real operating circumstance. After defining relevant metrics that allow analyzing the behaviour of the different geometries, it is concluded that aerodynamic and thermal problems are highly coupled in these devices, demonstrating the need for careful design to improve the exchanger's performance. The results show that an improvement of more than 12% in pressure drop and almost 20% in heat exchange can be obtained. In addition, the impact of using the distortion screen has been confirmed, with variations of the order of 10% in both variables. The results also show that it is possible to carry out a preliminary characterization in a reliable way with a 3D printed model, in terms of velocity fields, pressure losses and corrected eigenfrequencies. With the analysis carried out in this thesis, it can be concluded that it is essential to have an experimental installation that reproduces the real operating conditions of an engine to carry out relevant studies of heat exchangers. In addition, the use of appropriate metrics is necessary together with the development of a comprehensive, reliable and robust methodology. The results and methodology presented in this research can have a significant impact both at an academic and industrial level, since they open the door to developing more efficient thermal management systems in preliminary design stages that are more affordable, consume less time and have more flexibility to make changes. / The respondent wishes to acknowledge the financial support received through the Programa de Apoyo para la Investigación y Desarrollo (PAID) of Univer- sitat Politècnica de València under grant PAID-01-20 n◦ 21589. This project has received funding from the Clean Sky 2 Joint Undertak- ing under the European Unions Horizon 2020 research and innovation pro- gramme under grant agreement No 831977 Aerodynamic upgrade of Sur- face Air-Cooled Oil Coolers (SACOC) / Felgueroso Rodríguez, A. (2023). Aerothermal Characterisation of Surface Heat Exchangers for Turbofans [Tesis doctoral]. Universitat Politècnica de València. https://doi.org/10.4995/Thesis/10251/195852

The focus of this thesis is on facial biometrics; specifically in the problems of face detection and face recognition. Despite intensive research over the last 20 years, the technology is not foolproof, which is why we do not see use of face recognition systems in critical sectors such as banking. In this thesis, we focus on three sub-problems in these two areas of research. Firstly, we propose methods to improve the speed-accuracy trade-off of the state-of-the-art face detector. Secondly, we consider a problem that is often ignored in the literature: to decrease the training time of the detectors. We propose two techniques to this end. Thirdly, we present a detailed large-scale study on self-updating face recognition systems in an attempt to answer if continuously changing facial appearance can be learnt automatically. / L'objectiu d'aquesta tesi és sobre biometria facial, específicament en els problemes de detecció de rostres i reconeixement facial. Malgrat la intensa recerca durant els últims 20 anys, la tecnologia no és infalible, de manera que no veiem l'ús dels sistemes de reconeixement de rostres en sectors crítics com la banca. En aquesta tesi, ens centrem en tres sub-problemes en aquestes dues àrees de recerca. En primer lloc, es proposa mètodes per millorar l'equilibri entre la precisió i la velocitat del detector de cares d'última generació. En segon lloc, considerem un problema que sovint s'ignora en la literatura: disminuir el temps de formació dels detectors. Es proposen dues tècniques per a aquest fi. En tercer lloc, es presenta un estudi detallat a gran escala sobre l'auto-actualització dels sistemes de reconeixement facial en un intent de respondre si el canvi constant de l'aparença facial es pot aprendre de forma automàtica.

An increasing number of university freshmen has been observable in absolute number as well as percentage of population over the last decade. However, at the same time the drop-out rate has increased significantly. While a drop in attendance could be observed at the same time, statistics show that young professionals consider only roughly thirty percent of their qualification to originate in their university education. Taking this into consideration with the before mentioned, one conclusion could be that students fail to see the importance of fundamental classes and choose to seek knowledge elsewhere, for example in free online courses. However, the so acquired knowledge is a non-attributable qualification. One solution to this problem must be to make on-site activities more attractive. A promising approach for raised attractiveness would be to support students in self-regulated learning processes, making them experience importance and value of own decisions based on realistic self-assessment and self-evaluation. At the same time, strict ex-cathedra teaching should be replaced by interactive forms of education, ideally activating on a meta-cognitive level. Particularly, as many students bring mobile communication devices into classes, this promising approach could be extended by utilising these mobile devices as second screens. That way, enhanced learning experiences can be provided. The basic idea is simple, namely to contribute to psychological concepts with the means of computer science. An example for this idea are audience response systems. There has been numerous research into these and related approaches for university readings, but other forms of education have not been sufficiently considered, for example tutorials. This technological aspect can be combined with recent didactics research and concepts like peer instruction or visible learning. Therefore, this dissertation presents an experimental approach at providing existing IT solutions for on-site tutorials, specifically tools for audience responses, evaluations, learning demand assessments, peer discussion, and virtual interactive whiteboards. These tools are provided under observation of anonymity and cognisant incidental utilisation. They provide insight into students\' motivation to attend classes, their motivation to utilise tools, and into their tool utilisation itself. Experimental findings are combined into an extensible system concept consisting of three major tool classes: anonymous peer discussion means, anonymous control facilities, and learning demand assessment. With the exception of the latter, promising findings in context of tutorials are presented, for example the reduction of audience response systems to an emergency brake, the versatility of (peer) discussion systems, or a demand for retroactive deanonymisation of contributions. The overall positive impact of tool utilisation on motivation to attend and perceived value of tutorials is discussed and supplemented by a positive impact on the final exams\' outcomes. / Über die vergangene Dekade ist eine zunehmende Zahl Studienanfänger beobachtbar, sowohl in der absoluten Anzahl, als auch im Bevölkerungsanteil. Demgegenüber steht aber eine überproportional hohe Steigerung der Abbruchquote. Während gleichzeitig die Anwesenheit in universitären Lehrveranstaltungen sinkt, zeigen Statistiken, dass nur etwa ein Drittel der Berufseinsteiger die Grundlagen ihrer Qualifikation im Studium sieht. Daraus könnte man ableiten, dass Studierende den Wert und die Bedeutung universitärer Ausbildung unterschätzen und stattdessen Wissen in anderen Quellen suchen, beispielsweise unentgeltlichen Online-Angeboten. Das auf diese Art angeeignete Wissen stellt aber eine formell nicht nachweise Qualifikation dar. Ein Weg aus diesem Dilemma muss die Steigerung der Attraktivität der universitären Lehrveranstaltungen sein. Ein vielversprechender Ansatz ist die Unterstützung der Studierenden im selbst-regulierten Lernen, wodurch sie die Wichtigkeit und den Wert eigener Entscheidung(sfindungsprozesse) auf Basis realistischer Selbsteinschätzung und Selbstevaluation erlernen. Gleichzeitig sollte Frontalunterricht durch interaktive Lehrformen ersetzt werden, idealerweise durch Aktivierung auf meta-kognitiver Ebene. Dies ist vielversprechend insbesondere, weil viele Studierende ihre eigenen mobilen Endgeräte in Lehrveranstaltungen bringen. Diese Geräte können als Second Screen für die neuen Lehrkonzepte verwendet werden. Auf diese Art kann dann eine verbesserte Lernerfahrung vermittelt werden. Die Grundidee ist simpel, nämlich in der Psychologie bewährte Didaktik-Konzepte durch die Mittel der Informatik zu unterstützen. Ein Beispiel dafür sind Audience Response Systeme, die hinlänglich im Rahmen von Vorlesungen untersucht worden sind. Andere Lehrformen wurden dabei jedoch unzureichend berücksichtigt, beispielsweise Tutorien. Ähnliche Überlegungen gelten natürlich auch für bewährte didaktische Konzepte wie Peer Instruction oder Betrachtungen in Form von Visible Learning. Deshalb präsentiert diese Dissertation einen experimentellen Ansatz, informationstechnische Lösungen für vor-Ort-Übungen anzubieten, nämlich Werkzeuge für Audience Response Systeme, Evaluationen, Lernbedarfsermittlung, Peer Discussion, sowie virtuelle interaktive Whiteboards. Die genannten Werkzeuge wurden unter Beachtung von Anonymitäts- und Beiläufigkeitsaspekten bereitgestellt. Sie erlauben einen Einblick in die Motivation der Studierenden Tutorien zu besuchen und die Werkzeuge zu nutzen, sowie ihr Nutzungsverhalten selbst. Die experimentellen Ergebnisse werden in ein erweiterbares Systemkonzept kombiniert, das drei Werkzeugklassen unterstützt: anonyme Peer Discussion, anonyme Kontrollwerkzeuge und Lernbedarfsermittlung. Für die ersten beiden Klassen liegen vielversprechende Ergebnisse vor, beispielsweise die notwendige Reduktion des Audience Response Systems auf eine Art Notbremse, die Vielseitigkeit von (Peer-)Discussion-Systemen, oder aber auch der Bedarf für eine retroaktive Deanonymisierung von initial anonymen Beiträgen. Der allgemein positive Einfluss der Werkzeugnutzung auf die Motivation an Tutorien teilzunehmen sowie den wahrgenommenen Wert der Tutorien werden abschließend diskutiert und durch verbesserte Abschlussklausurergebnisse untermauert.